"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for i in range(X.shape[0]):\n",
+ " X[i] = cv2.cvtColor(X[i], cv2.COLOR_BGR2RGB) \n",
+ "plt.imshow(X[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "f3556ebe",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:23:45.365413Z",
+ "iopub.status.busy": "2024-05-07T13:23:45.365116Z",
+ "iopub.status.idle": "2024-05-07T13:23:45.467029Z",
+ "shell.execute_reply": "2024-05-07T13:23:45.466301Z"
+ },
+ "papermill": {
+ "duration": 0.121225,
+ "end_time": "2024-05-07T13:23:45.469117",
+ "exception": false,
+ "start_time": "2024-05-07T13:23:45.347892",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "cfdf6282",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:23:45.503666Z",
+ "iopub.status.busy": "2024-05-07T13:23:45.503172Z",
+ "iopub.status.idle": "2024-05-07T13:23:45.769140Z",
+ "shell.execute_reply": "2024-05-07T13:23:45.768287Z"
+ },
+ "papermill": {
+ "duration": 0.28564,
+ "end_time": "2024-05-07T13:23:45.771313",
+ "exception": false,
+ "start_time": "2024-05-07T13:23:45.485673",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "((5199, 224, 224, 3), (1300, 224, 224, 3), (5199,), (1300,))"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "X_train, X_val, y_train, y_val = train_test_split(X, y, test_size = 0.2, random_state = 42)\n",
+ "\n",
+ "X_train.shape, X_val.shape, y_train.shape, y_val.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "ac4db9f1",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:23:45.806047Z",
+ "iopub.status.busy": "2024-05-07T13:23:45.805488Z",
+ "iopub.status.idle": "2024-05-07T13:23:45.813936Z",
+ "shell.execute_reply": "2024-05-07T13:23:45.813234Z"
+ },
+ "papermill": {
+ "duration": 0.027544,
+ "end_time": "2024-05-07T13:23:45.815784",
+ "exception": false,
+ "start_time": "2024-05-07T13:23:45.788240",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from tensorflow.keras.models import Sequential\n",
+ "from tensorflow.keras import Regularizer\n",
+ "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout\n",
+ "from tensorflow.keras.layers import Rescaling, RandomFlip, RandomRotation, RandomZoom, RandomContrast\n",
+ "from tensorflow.keras import regularizers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "311bb80a",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:23:45.850321Z",
+ "iopub.status.busy": "2024-05-07T13:23:45.849760Z",
+ "iopub.status.idle": "2024-05-07T13:23:46.373398Z",
+ "shell.execute_reply": "2024-05-07T13:23:46.372551Z"
+ },
+ "papermill": {
+ "duration": 0.543176,
+ "end_time": "2024-05-07T13:23:46.375391",
+ "exception": false,
+ "start_time": "2024-05-07T13:23:45.832215",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/conda/lib/python3.10/site-packages/keras/src/layers/preprocessing/tf_data_layer.py:18: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+ " super().__init__(**kwargs)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "Model: \"sequential\"\n",
+ "
\n"
+ ],
+ "text/plain": [
+ "\u001b[1mModel: \"sequential\"\u001b[0m\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+ "┃ Layer (type) ┃ Output Shape ┃ Param # ┃\n",
+ "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+ "│ rescaling (Rescaling) │ (None, 224, 224, 3) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_flip (RandomFlip) │ (None, 224, 224, 3) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_rotation │ (None, 224, 224, 3) │ 0 │\n",
+ "│ (RandomRotation) │ │ │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_zoom (RandomZoom) │ (None, 224, 224, 3) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_contrast │ (None, 224, 224, 3) │ 0 │\n",
+ "│ (RandomContrast) │ │ │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d (Conv2D) │ (None, 220, 220, 16) │ 1,216 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ max_pooling2d (MaxPooling2D) │ (None, 110, 110, 16) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d_1 (Conv2D) │ (None, 106, 106, 32) │ 12,832 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ max_pooling2d_1 (MaxPooling2D) │ (None, 53, 53, 32) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d_2 (Conv2D) │ (None, 51, 51, 64) │ 18,496 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ max_pooling2d_2 (MaxPooling2D) │ (None, 25, 25, 64) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d_3 (Conv2D) │ (None, 23, 23, 128) │ 73,856 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dropout (Dropout) │ (None, 23, 23, 128) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ flatten (Flatten) │ (None, 67712) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense (Dense) │ (None, 128) │ 8,667,264 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense_1 (Dense) │ (None, 128) │ 16,512 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense_2 (Dense) │ (None, 128) │ 16,512 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dropout_1 (Dropout) │ (None, 128) │ 0 │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense_3 (Dense) │ (None, 75) │ 9,675 │\n",
+ "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+ "
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+ ],
+ "text/plain": [
+ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+ "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+ "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+ "│ rescaling (\u001b[38;5;33mRescaling\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_flip (\u001b[38;5;33mRandomFlip\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_rotation │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ (\u001b[38;5;33mRandomRotation\u001b[0m) │ │ │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_zoom (\u001b[38;5;33mRandomZoom\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ random_contrast │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ (\u001b[38;5;33mRandomContrast\u001b[0m) │ │ │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m220\u001b[0m, \u001b[38;5;34m220\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,216\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m110\u001b[0m, \u001b[38;5;34m110\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m106\u001b[0m, \u001b[38;5;34m106\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m12,832\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m53\u001b[0m, \u001b[38;5;34m53\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m51\u001b[0m, \u001b[38;5;34m51\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m23\u001b[0m, \u001b[38;5;34m23\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m23\u001b[0m, \u001b[38;5;34m23\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m67712\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m8,667,264\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m16,512\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m16,512\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+ "│ dense_3 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m75\u001b[0m) │ \u001b[38;5;34m9,675\u001b[0m │\n",
+ "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ " Total params: 8,816,363 (33.63 MB)\n",
+ "
\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,816,363\u001b[0m (33.63 MB)\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ " Trainable params: 8,816,363 (33.63 MB)\n",
+ "
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+ ],
+ "text/plain": [
+ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,816,363\u001b[0m (33.63 MB)\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ " Non-trainable params: 0 (0.00 B)\n",
+ "
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+ ],
+ "text/plain": [
+ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "model = Sequential()\n",
+ "\n",
+ "model.add(Rescaling(1 / 255, input_shape = (224, 224, 3)))\n",
+ "\n",
+ "model.add(RandomFlip())\n",
+ "model.add(RandomRotation((-1, 1)))\n",
+ "model.add(RandomZoom(height_factor = 0.2, width_factor = 0.2))\n",
+ "model.add(RandomContrast(0.5))\n",
+ "\n",
+ "model.add(Conv2D(16, (5, 5), activation = 'relu'))\n",
+ "model.add(MaxPooling2D((2, 2)))\n",
+ "model.add(Conv2D(32, (5, 5), activation = 'relu'))\n",
+ "model.add(MaxPooling2D((2, 2)))\n",
+ "model.add(Conv2D(64, (3, 3), activation = 'relu'))\n",
+ "model.add(MaxPooling2D((2, 2)))\n",
+ "model.add(Conv2D(128, (3, 3), activation = 'relu'))\n",
+ "\n",
+ "model.add(Dropout(0.2))\n",
+ "\n",
+ "model.add(Flatten())\n",
+ "model.add(Dense(128, activation = 'relu', kernel_regularizer = tf.keras.regularizers.l1_l2()))\n",
+ "model.add(Dense(128, activation = 'relu', kernel_regularizer = tf.keras.regularizers.l1_l2()))\n",
+ "model.add(Dense(128, activation = 'relu', kernel_regularizer = tf.keras.regularizers.l1_l2()))\n",
+ "\n",
+ "model.add(Dropout(0.2))\n",
+ "\n",
+ "model.add(Dense(75, activation = 'softmax'))\n",
+ "\n",
+ "model.summary()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "25e440d4",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:23:46.414224Z",
+ "iopub.status.busy": "2024-05-07T13:23:46.413957Z",
+ "iopub.status.idle": "2024-05-07T13:23:46.426450Z",
+ "shell.execute_reply": "2024-05-07T13:23:46.425776Z"
+ },
+ "papermill": {
+ "duration": 0.033701,
+ "end_time": "2024-05-07T13:23:46.428195",
+ "exception": false,
+ "start_time": "2024-05-07T13:23:46.394494",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "model.compile(optimizer = 'adam', loss = tf.losses.SparseCategoricalCrossentropy(from_logits=True), metrics=['accuracy'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "9e151fef",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:23:46.466523Z",
+ "iopub.status.busy": "2024-05-07T13:23:46.466257Z",
+ "iopub.status.idle": "2024-05-07T13:37:42.305485Z",
+ "shell.execute_reply": "2024-05-07T13:37:42.304717Z"
+ },
+ "papermill": {
+ "duration": 835.860609,
+ "end_time": "2024-05-07T13:37:42.307563",
+ "exception": false,
+ "start_time": "2024-05-07T13:23:46.446954",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1/100\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/conda/lib/python3.10/site-packages/keras/src/backend/tensorflow/nn.py:625: UserWarning: \"`sparse_categorical_crossentropy` received `from_logits=True`, but the `output` argument was produced by a Softmax activation and thus does not represent logits. Was this intended?\n",
+ " output, from_logits = _get_logits(\n",
+ "2024-05-07 13:23:50.711895: E tensorflow/core/grappler/optimizers/meta_optimizer.cc:961] layout failed: INVALID_ARGUMENT: Size of values 0 does not match size of permutation 4 @ fanin shape inStatefulPartitionedCall/sequential_1/dropout_1/stateless_dropout/SelectV2-2-TransposeNHWCToNCHW-LayoutOptimizer\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 62ms/step - accuracy: 0.0141 - loss: 4.3163 - val_accuracy: 0.0285 - val_loss: 4.1603\n",
+ "Epoch 2/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 48ms/step - accuracy: 0.0363 - loss: 4.0813 - val_accuracy: 0.0692 - val_loss: 3.8261\n",
+ "Epoch 3/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 48ms/step - accuracy: 0.0646 - loss: 3.8289 - val_accuracy: 0.0938 - val_loss: 3.5882\n",
+ "Epoch 4/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 48ms/step - accuracy: 0.0890 - loss: 3.5724 - val_accuracy: 0.1462 - val_loss: 3.3970\n",
+ "Epoch 5/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 49ms/step - accuracy: 0.1300 - loss: 3.3599 - val_accuracy: 0.1531 - val_loss: 3.2060\n",
+ "Epoch 6/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 49ms/step - accuracy: 0.1651 - loss: 3.2036 - val_accuracy: 0.1585 - val_loss: 3.1364\n",
+ "Epoch 7/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 49ms/step - accuracy: 0.1989 - loss: 2.9879 - val_accuracy: 0.2608 - val_loss: 2.7166\n",
+ "Epoch 8/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.2425 - loss: 2.8687 - val_accuracy: 0.3115 - val_loss: 2.4561\n",
+ "Epoch 9/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.2755 - loss: 2.6308 - val_accuracy: 0.3169 - val_loss: 2.3610\n",
+ "Epoch 10/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.3146 - loss: 2.4048 - val_accuracy: 0.3669 - val_loss: 2.1775\n",
+ "Epoch 11/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.3465 - loss: 2.3348 - val_accuracy: 0.3746 - val_loss: 2.1853\n",
+ "Epoch 12/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.3677 - loss: 2.2224 - val_accuracy: 0.4185 - val_loss: 2.0106\n",
+ "Epoch 13/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.3715 - loss: 2.2028 - val_accuracy: 0.4123 - val_loss: 2.0440\n",
+ "Epoch 14/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.4124 - loss: 2.0556 - val_accuracy: 0.4485 - val_loss: 1.9094\n",
+ "Epoch 15/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.4326 - loss: 2.0007 - val_accuracy: 0.4431 - val_loss: 1.8952\n",
+ "Epoch 16/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.4573 - loss: 1.9156 - val_accuracy: 0.4608 - val_loss: 1.8279\n",
+ "Epoch 17/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.4792 - loss: 1.8215 - val_accuracy: 0.5008 - val_loss: 1.7114\n",
+ "Epoch 18/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.4912 - loss: 1.7482 - val_accuracy: 0.5131 - val_loss: 1.6464\n",
+ "Epoch 19/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.5032 - loss: 1.6921 - val_accuracy: 0.5077 - val_loss: 1.7229\n",
+ "Epoch 20/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.4963 - loss: 1.7185 - val_accuracy: 0.5269 - val_loss: 1.6415\n",
+ "Epoch 21/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.5085 - loss: 1.6333 - val_accuracy: 0.4962 - val_loss: 1.7293\n",
+ "Epoch 22/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.5444 - loss: 1.5757 - val_accuracy: 0.5200 - val_loss: 1.6105\n",
+ "Epoch 23/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.5440 - loss: 1.5481 - val_accuracy: 0.5477 - val_loss: 1.5880\n",
+ "Epoch 24/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.5768 - loss: 1.4421 - val_accuracy: 0.5777 - val_loss: 1.4798\n",
+ "Epoch 25/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.5903 - loss: 1.3944 - val_accuracy: 0.5977 - val_loss: 1.4088\n",
+ "Epoch 26/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.5930 - loss: 1.3285 - val_accuracy: 0.5900 - val_loss: 1.4266\n",
+ "Epoch 27/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6275 - loss: 1.2825 - val_accuracy: 0.5823 - val_loss: 1.4967\n",
+ "Epoch 28/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6138 - loss: 1.3119 - val_accuracy: 0.5608 - val_loss: 1.5111\n",
+ "Epoch 29/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6122 - loss: 1.2790 - val_accuracy: 0.6069 - val_loss: 1.4029\n",
+ "Epoch 30/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.6272 - loss: 1.2607 - val_accuracy: 0.6138 - val_loss: 1.3461\n",
+ "Epoch 31/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6320 - loss: 1.2293 - val_accuracy: 0.6385 - val_loss: 1.2872\n",
+ "Epoch 32/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6421 - loss: 1.1824 - val_accuracy: 0.6377 - val_loss: 1.2748\n",
+ "Epoch 33/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.6183 - loss: 1.2224 - val_accuracy: 0.6200 - val_loss: 1.3071\n",
+ "Epoch 34/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.6604 - loss: 1.0987 - val_accuracy: 0.6446 - val_loss: 1.2875\n",
+ "Epoch 35/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6766 - loss: 1.0651 - val_accuracy: 0.6262 - val_loss: 1.3292\n",
+ "Epoch 36/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.6775 - loss: 1.0779 - val_accuracy: 0.6323 - val_loss: 1.3502\n",
+ "Epoch 37/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.6918 - loss: 1.0171 - val_accuracy: 0.6577 - val_loss: 1.2344\n",
+ "Epoch 38/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6800 - loss: 1.0436 - val_accuracy: 0.6377 - val_loss: 1.3072\n",
+ "Epoch 39/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.6963 - loss: 1.0153 - val_accuracy: 0.6508 - val_loss: 1.2578\n",
+ "Epoch 40/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.6884 - loss: 1.0173 - val_accuracy: 0.6654 - val_loss: 1.2439\n",
+ "Epoch 41/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7009 - loss: 0.9866 - val_accuracy: 0.6531 - val_loss: 1.3247\n",
+ "Epoch 42/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7042 - loss: 0.9820 - val_accuracy: 0.6585 - val_loss: 1.2154\n",
+ "Epoch 43/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7012 - loss: 1.0105 - val_accuracy: 0.6646 - val_loss: 1.2506\n",
+ "Epoch 44/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7172 - loss: 0.9204 - val_accuracy: 0.6600 - val_loss: 1.3328\n",
+ "Epoch 45/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.6904 - loss: 0.9907 - val_accuracy: 0.6569 - val_loss: 1.1795\n",
+ "Epoch 46/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7020 - loss: 0.9606 - val_accuracy: 0.6638 - val_loss: 1.2463\n",
+ "Epoch 47/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7240 - loss: 0.9250 - val_accuracy: 0.6615 - val_loss: 1.2630\n",
+ "Epoch 48/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7194 - loss: 0.8905 - val_accuracy: 0.6485 - val_loss: 1.3027\n",
+ "Epoch 49/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7135 - loss: 0.9142 - val_accuracy: 0.6762 - val_loss: 1.2212\n",
+ "Epoch 50/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7146 - loss: 0.9006 - val_accuracy: 0.6577 - val_loss: 1.2836\n",
+ "Epoch 51/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7220 - loss: 0.9033 - val_accuracy: 0.6862 - val_loss: 1.1822\n",
+ "Epoch 52/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7282 - loss: 0.9042 - val_accuracy: 0.6946 - val_loss: 1.1656\n",
+ "Epoch 53/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7470 - loss: 0.8348 - val_accuracy: 0.6731 - val_loss: 1.1753\n",
+ "Epoch 54/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7386 - loss: 0.8278 - val_accuracy: 0.6646 - val_loss: 1.2084\n",
+ "Epoch 55/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7555 - loss: 0.8009 - val_accuracy: 0.6923 - val_loss: 1.1191\n",
+ "Epoch 56/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7511 - loss: 0.7966 - val_accuracy: 0.6923 - val_loss: 1.1459\n",
+ "Epoch 57/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7483 - loss: 0.8120 - val_accuracy: 0.6723 - val_loss: 1.1667\n",
+ "Epoch 58/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7722 - loss: 0.7735 - val_accuracy: 0.6992 - val_loss: 1.1567\n",
+ "Epoch 59/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7487 - loss: 0.7983 - val_accuracy: 0.7031 - val_loss: 1.1204\n",
+ "Epoch 60/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7567 - loss: 0.7965 - val_accuracy: 0.7085 - val_loss: 1.1052\n",
+ "Epoch 61/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7643 - loss: 0.7646 - val_accuracy: 0.6992 - val_loss: 1.1776\n",
+ "Epoch 62/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7677 - loss: 0.7265 - val_accuracy: 0.6992 - val_loss: 1.1901\n",
+ "Epoch 63/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7626 - loss: 0.7887 - val_accuracy: 0.7208 - val_loss: 1.1166\n",
+ "Epoch 64/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7632 - loss: 0.7550 - val_accuracy: 0.7154 - val_loss: 1.1064\n",
+ "Epoch 65/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7553 - loss: 0.7590 - val_accuracy: 0.7023 - val_loss: 1.1351\n",
+ "Epoch 66/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7758 - loss: 0.7101 - val_accuracy: 0.7092 - val_loss: 1.1376\n",
+ "Epoch 67/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7614 - loss: 0.7670 - val_accuracy: 0.7038 - val_loss: 1.0816\n",
+ "Epoch 68/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7798 - loss: 0.6807 - val_accuracy: 0.7177 - val_loss: 1.1248\n",
+ "Epoch 69/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7786 - loss: 0.7167 - val_accuracy: 0.7115 - val_loss: 1.1251\n",
+ "Epoch 70/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7680 - loss: 0.7298 - val_accuracy: 0.7131 - val_loss: 1.1967\n",
+ "Epoch 71/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7787 - loss: 0.6937 - val_accuracy: 0.7262 - val_loss: 1.1416\n",
+ "Epoch 72/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7735 - loss: 0.7147 - val_accuracy: 0.7000 - val_loss: 1.2158\n",
+ "Epoch 73/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7770 - loss: 0.7150 - val_accuracy: 0.6885 - val_loss: 1.2722\n",
+ "Epoch 74/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7799 - loss: 0.6982 - val_accuracy: 0.7031 - val_loss: 1.0916\n",
+ "Epoch 75/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7838 - loss: 0.7078 - val_accuracy: 0.7246 - val_loss: 1.1292\n",
+ "Epoch 76/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7834 - loss: 0.6658 - val_accuracy: 0.7362 - val_loss: 1.1553\n",
+ "Epoch 77/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7835 - loss: 0.6985 - val_accuracy: 0.7069 - val_loss: 1.2031\n",
+ "Epoch 78/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7957 - loss: 0.6411 - val_accuracy: 0.7162 - val_loss: 1.0832\n",
+ "Epoch 79/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7886 - loss: 0.6655 - val_accuracy: 0.7269 - val_loss: 1.1207\n",
+ "Epoch 80/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7822 - loss: 0.6790 - val_accuracy: 0.7346 - val_loss: 1.0348\n",
+ "Epoch 81/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.8080 - loss: 0.6231 - val_accuracy: 0.7154 - val_loss: 1.1967\n",
+ "Epoch 82/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7804 - loss: 0.6994 - val_accuracy: 0.7300 - val_loss: 1.1161\n",
+ "Epoch 83/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7923 - loss: 0.6515 - val_accuracy: 0.7308 - val_loss: 1.1000\n",
+ "Epoch 84/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7970 - loss: 0.6491 - val_accuracy: 0.7177 - val_loss: 1.2763\n",
+ "Epoch 85/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7996 - loss: 0.6682 - val_accuracy: 0.7300 - val_loss: 1.1125\n",
+ "Epoch 86/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.7867 - loss: 0.6719 - val_accuracy: 0.7492 - val_loss: 1.0426\n",
+ "Epoch 87/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.8127 - loss: 0.5932 - val_accuracy: 0.7354 - val_loss: 1.1492\n",
+ "Epoch 88/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7972 - loss: 0.6625 - val_accuracy: 0.7408 - val_loss: 1.1573\n",
+ "Epoch 89/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.8027 - loss: 0.6311 - val_accuracy: 0.7400 - val_loss: 1.1043\n",
+ "Epoch 90/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7949 - loss: 0.6446 - val_accuracy: 0.7454 - val_loss: 1.1176\n",
+ "Epoch 91/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.8067 - loss: 0.6021 - val_accuracy: 0.7292 - val_loss: 1.1604\n",
+ "Epoch 92/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.8086 - loss: 0.5998 - val_accuracy: 0.7377 - val_loss: 1.1199\n",
+ "Epoch 93/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.8064 - loss: 0.6003 - val_accuracy: 0.7377 - val_loss: 1.1708\n",
+ "Epoch 94/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.8119 - loss: 0.6305 - val_accuracy: 0.7454 - val_loss: 1.1186\n",
+ "Epoch 95/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.8190 - loss: 0.5749 - val_accuracy: 0.7638 - val_loss: 1.0731\n",
+ "Epoch 96/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.8081 - loss: 0.6289 - val_accuracy: 0.7408 - val_loss: 1.1678\n",
+ "Epoch 97/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.8235 - loss: 0.5460 - val_accuracy: 0.7338 - val_loss: 1.1738\n",
+ "Epoch 98/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.7851 - loss: 0.6678 - val_accuracy: 0.7492 - val_loss: 1.1204\n",
+ "Epoch 99/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 51ms/step - accuracy: 0.8045 - loss: 0.6341 - val_accuracy: 0.7454 - val_loss: 1.1581\n",
+ "Epoch 100/100\n",
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step - accuracy: 0.8176 - loss: 0.5734 - val_accuracy: 0.7492 - val_loss: 1.1349\n"
+ ]
+ }
+ ],
+ "source": [
+ "hst = model.fit(X_train, y_train, epochs = 100, batch_size = 32, validation_data = (X_val, y_val))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "66be049a",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:37:43.870412Z",
+ "iopub.status.busy": "2024-05-07T13:37:43.866813Z",
+ "iopub.status.idle": "2024-05-07T13:37:44.159431Z",
+ "shell.execute_reply": "2024-05-07T13:37:44.158602Z"
+ },
+ "papermill": {
+ "duration": 1.101842,
+ "end_time": "2024-05-07T13:37:44.161439",
+ "exception": false,
+ "start_time": "2024-05-07T13:37:43.059597",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "acc = hst.history['accuracy']\n",
+ "val_acc = hst.history['val_accuracy']\n",
+ "n = len(acc)\n",
+ "\n",
+ "plt.ylim(0.0, 1.0)\n",
+ "\n",
+ "plt.plot(acc, label='acc')\n",
+ "plt.plot(val_acc, label='val_acc')\n",
+ "plt.legend()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "fabe99a0",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:37:45.630895Z",
+ "iopub.status.busy": "2024-05-07T13:37:45.630066Z",
+ "iopub.status.idle": "2024-05-07T13:37:49.441890Z",
+ "shell.execute_reply": "2024-05-07T13:37:49.441015Z"
+ },
+ "papermill": {
+ "duration": 4.566199,
+ "end_time": "2024-05-07T13:37:49.443820",
+ "exception": false,
+ "start_time": "2024-05-07T13:37:44.877621",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8714 - loss: 0.3748\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[0.36548686027526855, 0.8736295700073242]"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model.evaluate(X_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "d6807746",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2024-05-07T13:37:50.859480Z",
+ "iopub.status.busy": "2024-05-07T13:37:50.859131Z",
+ "iopub.status.idle": "2024-05-07T13:37:51.941568Z",
+ "shell.execute_reply": "2024-05-07T13:37:51.940793Z"
+ },
+ "papermill": {
+ "duration": 1.79159,
+ "end_time": "2024-05-07T13:37:51.943441",
+ "exception": false,
+ "start_time": "2024-05-07T13:37:50.151851",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[1m41/41\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 14ms/step - accuracy: 0.7393 - loss: 1.1996\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "[1.1348750591278076, 0.7492307424545288]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model.evaluate(X_val, y_val)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kaggle": {
+ "accelerator": "nvidiaTeslaT4",
+ "dataSources": [
+ {
+ "datasetId": 3442424,
+ "sourceId": 6012800,
+ "sourceType": "datasetVersion"
+ }
+ ],
+ "dockerImageVersionId": 30699,
+ "isGpuEnabled": true,
+ "isInternetEnabled": true,
+ "language": "python",
+ "sourceType": "notebook"
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.13"
+ },
+ "papermill": {
+ "default_parameters": {},
+ "duration": 980.006534,
+ "end_time": "2024-05-07T13:38:30.518568",
+ "environment_variables": {},
+ "exception": null,
+ "input_path": "__notebook__.ipynb",
+ "output_path": "__notebook__.ipynb",
+ "parameters": {},
+ "start_time": "2024-05-07T13:22:10.512034",
+ "version": "2.5.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Butterfly Image Classification/Models/butterfly-classification-efficientnet.ipynb b/Butterfly Image Classification/Models/butterfly-classification-efficientnet.ipynb
new file mode 100644
index 000000000..03d761448
--- /dev/null
+++ b/Butterfly Image Classification/Models/butterfly-classification-efficientnet.ipynb
@@ -0,0 +1,1451 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2eec24ca",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:21.813378Z",
+ "iopub.status.busy": "2023-08-17T19:27:21.812838Z",
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+ "shell.execute_reply": "2023-08-17T19:27:38.015593Z"
+ },
+ "papermill": {
+ "duration": 16.214383,
+ "end_time": "2023-08-17T19:27:38.019606",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:21.805223",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting efficientnet-pytorch\r\n",
+ " Downloading efficientnet_pytorch-0.7.1.tar.gz (21 kB)\r\n",
+ " Preparing metadata (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n",
+ "\u001b[?25hRequirement already satisfied: torch in /opt/conda/lib/python3.10/site-packages (from efficientnet-pytorch) (2.0.0)\r\n",
+ "Requirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from torch->efficientnet-pytorch) (3.12.2)\r\n",
+ "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.10/site-packages (from torch->efficientnet-pytorch) (4.6.3)\r\n",
+ "Requirement already satisfied: sympy in /opt/conda/lib/python3.10/site-packages (from torch->efficientnet-pytorch) (1.12)\r\n",
+ "Requirement already satisfied: networkx in /opt/conda/lib/python3.10/site-packages (from torch->efficientnet-pytorch) (3.1)\r\n",
+ "Requirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch->efficientnet-pytorch) (3.1.2)\r\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch->efficientnet-pytorch) (2.1.3)\r\n",
+ "Requirement already satisfied: mpmath>=0.19 in /opt/conda/lib/python3.10/site-packages (from sympy->torch->efficientnet-pytorch) (1.3.0)\r\n",
+ "Building wheels for collected packages: efficientnet-pytorch\r\n",
+ " Building wheel for efficientnet-pytorch (setup.py) ... \u001b[?25l-\b \b\\\b \b|\b \bdone\r\n",
+ "\u001b[?25h Created wheel for efficientnet-pytorch: filename=efficientnet_pytorch-0.7.1-py3-none-any.whl size=16446 sha256=1b144a49633980fdae3eeee28b4cafbcade532a12245026075002e3aa1e46d43\r\n",
+ " Stored in directory: /root/.cache/pip/wheels/03/3f/e9/911b1bc46869644912bda90a56bcf7b960f20b5187feea3baf\r\n",
+ "Successfully built efficientnet-pytorch\r\n",
+ "Installing collected packages: efficientnet-pytorch\r\n",
+ "Successfully installed efficientnet-pytorch-0.7.1\r\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install efficientnet-pytorch"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "73499de0",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:38.053268Z",
+ "iopub.status.busy": "2023-08-17T19:27:38.052353Z",
+ "iopub.status.idle": "2023-08-17T19:27:42.827231Z",
+ "shell.execute_reply": "2023-08-17T19:27:42.826077Z"
+ },
+ "id": "0xJSuKwrAft_",
+ "outputId": "a0bbee7e-49cb-4a47-afd3-3b4a934aaede",
+ "papermill": {
+ "duration": 4.786821,
+ "end_time": "2023-08-17T19:27:42.829919",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:38.043098",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.5\n",
+ " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
+ ]
+ }
+ ],
+ "source": [
+ "import os\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import random\n",
+ "from tqdm import tqdm \n",
+ "import torch\n",
+ "import torch.nn as nn\n",
+ "import torch.nn.functional as F\n",
+ "from sklearn.model_selection import train_test_split \n",
+ "from sklearn.preprocessing import LabelEncoder \n",
+ "from torch.optim import Adam \n",
+ "from torchvision import transforms \n",
+ "from torch.utils.data import DataLoader, Dataset \n",
+ "from efficientnet_pytorch import EfficientNet \n",
+ "from PIL import Image \n",
+ "from sklearn.utils.class_weight import compute_class_weight \n",
+ "import matplotlib.pyplot as plt \n",
+ "import matplotlib.image as mpimg\n",
+ "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "52aad545",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:42.865215Z",
+ "iopub.status.busy": "2023-08-17T19:27:42.864633Z",
+ "iopub.status.idle": "2023-08-17T19:27:42.911593Z",
+ "shell.execute_reply": "2023-08-17T19:27:42.910593Z"
+ },
+ "papermill": {
+ "duration": 0.060314,
+ "end_time": "2023-08-17T19:27:42.913880",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:42.853566",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "( filename label\n",
+ " 0 Image_1.jpg SOUTHERN DOGFACE\n",
+ " 1 Image_2.jpg ADONIS\n",
+ " 2 Image_3.jpg BROWN SIPROETA\n",
+ " 3 Image_4.jpg MONARCH\n",
+ " 4 Image_5.jpg GREEN CELLED CATTLEHEART,\n",
+ " filename\n",
+ " 0 Image_1.jpg\n",
+ " 1 Image_2.jpg\n",
+ " 2 Image_3.jpg\n",
+ " 3 Image_4.jpg\n",
+ " 4 Image_5.jpg)"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "training_df = pd.read_csv('/kaggle/input/butterfly-image-classification/Training_set.csv')\n",
+ "testing_df = pd.read_csv('/kaggle/input/butterfly-image-classification/Testing_set.csv')\n",
+ "\n",
+ "training_df.head(), testing_df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "d91da567",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:42.933653Z",
+ "iopub.status.busy": "2023-08-17T19:27:42.931895Z",
+ "iopub.status.idle": "2023-08-17T19:27:42.949635Z",
+ "shell.execute_reply": "2023-08-17T19:27:42.946333Z"
+ },
+ "papermill": {
+ "duration": 0.030579,
+ "end_time": "2023-08-17T19:27:42.953060",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:42.922481",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "filename 0\n",
+ "label 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "missing_values = training_df.isnull().sum()\n",
+ "\n",
+ "missing_values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "5fd8a936",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:42.987124Z",
+ "iopub.status.busy": "2023-08-17T19:27:42.986760Z",
+ "iopub.status.idle": "2023-08-17T19:27:44.105291Z",
+ "shell.execute_reply": "2023-08-17T19:27:44.104363Z"
+ },
+ "papermill": {
+ "duration": 1.132127,
+ "end_time": "2023-08-17T19:27:44.109335",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:42.977208",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(15, 7))\n",
+ "training_df['label'].value_counts().plot(kind='bar')\n",
+ "plt.title('Distribution of Butterfly Categories')\n",
+ "plt.xlabel('Butterfly Category')\n",
+ "plt.ylabel('Number of Images')\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "10f6013c",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:44.131728Z",
+ "iopub.status.busy": "2023-08-17T19:27:44.131327Z",
+ "iopub.status.idle": "2023-08-17T19:27:45.275384Z",
+ "shell.execute_reply": "2023-08-17T19:27:45.274467Z"
+ },
+ "papermill": {
+ "duration": 1.16557,
+ "end_time": "2023-08-17T19:27:45.285305",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:44.119735",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sample_images = random.sample(list(training_df['filename']), 5)\n",
+ "fig, axes = plt.subplots(1, 5, figsize=(20, 5))\n",
+ "\n",
+ "for ax, img_name in zip(axes, sample_images):\n",
+ " img_path = os.path.join('/kaggle/input/butterfly-image-classification/train', img_name)\n",
+ " img = mpimg.imread(img_path)\n",
+ " ax.imshow(img)\n",
+ " ax.set_title(training_df[training_df['filename'] == img_name]['label'].values[0])\n",
+ " ax.axis('off')\n",
+ "\n",
+ "plt.tight_layout"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "197040f5",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:45.369220Z",
+ "iopub.status.busy": "2023-08-17T19:27:45.368415Z",
+ "iopub.status.idle": "2023-08-17T19:27:48.375981Z",
+ "shell.execute_reply": "2023-08-17T19:27:48.374857Z"
+ },
+ "id": "0xJSuKwrAft_",
+ "outputId": "a0bbee7e-49cb-4a47-afd3-3b4a934aaede",
+ "papermill": {
+ "duration": 3.033049,
+ "end_time": "2023-08-17T19:27:48.379029",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:45.345980",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Using device: cuda:0\n"
+ ]
+ }
+ ],
+ "source": [
+ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
+ "print(f\"Using device: {device}\")\n",
+ "\n",
+ "dataset_path = '/kaggle/input/butterfly-image-classification/'\n",
+ "training_df = pd.read_csv(dataset_path + 'Training_set.csv')\n",
+ "\n",
+ "IMG_WIDTH = 150\n",
+ "IMG_HEIGHT = 150\n",
+ "\n",
+ "class CustomDataset(Dataset):\n",
+ " def __init__(self, image_paths, labels, transform=None):\n",
+ " self.image_paths = image_paths\n",
+ " self.labels = labels\n",
+ " self.transform = transform\n",
+ "\n",
+ " def __len__(self):\n",
+ " return len(self.image_paths)\n",
+ "\n",
+ " def __getitem__(self, idx):\n",
+ " image = Image.open(self.image_paths[idx]).resize((IMG_WIDTH, IMG_HEIGHT))\n",
+ " label = self.labels[idx]\n",
+ " if self.transform:\n",
+ " image = self.transform(image)\n",
+ " return image, label\n",
+ "\n",
+ "train_image_paths = [os.path.join(dataset_path + 'train', fname) for fname in training_df['filename']]\n",
+ "labels = training_df['label'].values\n",
+ "\n",
+ "le = LabelEncoder()\n",
+ "encoded_labels = le.fit_transform(labels)\n",
+ "\n",
+ "class_weights = compute_class_weight('balanced', classes=np.unique(encoded_labels), y=encoded_labels)\n",
+ "class_weights = torch.FloatTensor(class_weights)\n",
+ "class_weights = class_weights.to(device)\n",
+ "\n",
+ "X_train_split, X_val_split, y_train_split, y_val_split = train_test_split(\n",
+ " train_image_paths, encoded_labels, test_size=0.2, stratify=encoded_labels\n",
+ ")\n",
+ "\n",
+ "train_transforms = transforms.Compose([\n",
+ " transforms.RandomRotation(20),\n",
+ " transforms.RandomHorizontalFlip(),\n",
+ " transforms.RandomResizedCrop(150, scale=(0.8, 1.0)),\n",
+ " transforms.ToTensor(),\n",
+ "])\n",
+ "\n",
+ "val_transforms = transforms.Compose([\n",
+ " transforms.ToTensor(),\n",
+ "])\n",
+ "\n",
+ "train_dataset = CustomDataset(X_train_split, y_train_split, transform=train_transforms)\n",
+ "val_dataset = CustomDataset(X_val_split, y_val_split, transform=val_transforms)\n",
+ "\n",
+ "train_loader = DataLoader(train_dataset, batch_size=64, shuffle=True)\n",
+ "val_loader = DataLoader(val_dataset, batch_size=64, shuffle=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "de3a2138",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:48.467776Z",
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+ "start_time": "2023-08-17T19:27:48.443402",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Downloading: \"https://github.com/lukemelas/EfficientNet-PyTorch/releases/download/1.0/efficientnet-b2-8bb594d6.pth\" to /root/.cache/torch/hub/checkpoints/efficientnet-b2-8bb594d6.pth\n",
+ "100%|██████████| 35.1M/35.1M [00:00<00:00, 53.3MB/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Loaded pretrained weights for efficientnet-b2\n"
+ ]
+ }
+ ],
+ "source": [
+ "class CustomEfficientNet(nn.Module):\n",
+ " def __init__(self, num_classes=75):\n",
+ " super(CustomEfficientNet, self).__init__()\n",
+ "\n",
+ " self.base_model = EfficientNet.from_pretrained('efficientnet-b2')\n",
+ "\n",
+ " num_features = self.base_model._fc.in_features\n",
+ "\n",
+ " self.avgpool = nn.AdaptiveAvgPool2d(1)\n",
+ " self.fc1 = nn.Linear(num_features, 512)\n",
+ " self.bn1 = nn.BatchNorm1d(512)\n",
+ " self.dropout1 = nn.Dropout(0.5)\n",
+ "\n",
+ " self.fc2 = nn.Linear(512, 256)\n",
+ " self.bn2 = nn.BatchNorm1d(256)\n",
+ " self.dropout2 = nn.Dropout(0.5)\n",
+ "\n",
+ " self.fc3 = nn.Linear(256, num_classes)\n",
+ "\n",
+ " def forward(self, x):\n",
+ " x = self.base_model.extract_features(x)\n",
+ " x = self.avgpool(x)\n",
+ " x = x.view(x.size(0), -1)\n",
+ " x = F.relu(self.fc1(x))\n",
+ " x = self.bn1(x)\n",
+ " x = self.dropout1(x)\n",
+ "\n",
+ " x = F.relu(self.fc2(x))\n",
+ " x = self.bn2(x)\n",
+ " x = self.dropout2(x)\n",
+ "\n",
+ " x = self.fc3(x)\n",
+ " return x\n",
+ "\n",
+ "model = CustomEfficientNet().to(device)\n",
+ "\n",
+ "criterion = nn.CrossEntropyLoss(weight=class_weights)\n",
+ "optimizer = Adam(model.parameters(), lr=5e-4)\n",
+ "\n",
+ "def accuracy(outputs, labels):\n",
+ " _, preds = torch.max(outputs, dim=1)\n",
+ " return torch.tensor(torch.sum(preds == labels).item() / len(preds))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "e764e104",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T19:27:49.989390Z",
+ "iopub.status.busy": "2023-08-17T19:27:49.988395Z",
+ "iopub.status.idle": "2023-08-17T20:02:50.582341Z",
+ "shell.execute_reply": "2023-08-17T20:02:50.580297Z"
+ },
+ "id": "0xJSuKwrAft_",
+ "outputId": "a0bbee7e-49cb-4a47-afd3-3b4a934aaede",
+ "papermill": {
+ "duration": 2100.621959,
+ "end_time": "2023-08-17T20:02:50.585511",
+ "exception": false,
+ "start_time": "2023-08-17T19:27:49.963552",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 1 Training: 100%|██████████| 82/82 [01:07<00:00, 1.21it/s]\n",
+ "Epoch 1 Validation: 100%|██████████| 21/21 [00:11<00:00, 1.90it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 1 | train_loss: 3.2386 | train_acc: 0.2986 | val_loss: 1.8723 | val_acc: 0.6262\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 2 Training: 100%|██████████| 82/82 [00:37<00:00, 2.21it/s]\n",
+ "Epoch 2 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.76it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 2 | train_loss: 1.2591 | train_acc: 0.7629 | val_loss: 0.7905 | val_acc: 0.8452\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 3 Training: 100%|██████████| 82/82 [00:37<00:00, 2.21it/s]\n",
+ "Epoch 3 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.76it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ ]
+ },
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+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 4 Training: 100%|██████████| 82/82 [00:37<00:00, 2.18it/s]\n",
+ "Epoch 4 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.69it/s]\n"
+ ]
+ },
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+ "name": "stdout",
+ "output_type": "stream",
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+ ]
+ },
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+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 5 Training: 100%|██████████| 82/82 [00:37<00:00, 2.20it/s]\n",
+ "Epoch 5 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.53it/s]\n"
+ ]
+ },
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+ "name": "stdout",
+ "output_type": "stream",
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+ ]
+ },
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+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 6 Training: 100%|██████████| 82/82 [00:37<00:00, 2.20it/s]\n",
+ "Epoch 6 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.79it/s]\n"
+ ]
+ },
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+ ]
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+ ]
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+ ]
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+ ]
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+ ]
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+ ]
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+ "text": [
+ "Epoch 10 Training: 100%|██████████| 82/82 [00:36<00:00, 2.23it/s]\n",
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+ ]
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+ ]
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+ "text": [
+ "Epoch 11 Training: 100%|██████████| 82/82 [00:37<00:00, 2.17it/s]\n",
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+ ]
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+ ]
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+ ]
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+ "Epoch 27 Training: 100%|██████████| 82/82 [00:36<00:00, 2.22it/s]\n",
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+ "Epoch 29 Training: 100%|██████████| 82/82 [00:36<00:00, 2.24it/s]\n",
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+ "Epoch: 33 | train_loss: 0.0665 | train_acc: 0.9845 | val_loss: 0.4471 | val_acc: 0.9141\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 34 Training: 100%|██████████| 82/82 [00:36<00:00, 2.25it/s]\n",
+ "Epoch 34 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.91it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 34 | train_loss: 0.0692 | train_acc: 0.9827 | val_loss: 0.4850 | val_acc: 0.9118\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 35 Training: 100%|██████████| 82/82 [00:36<00:00, 2.23it/s]\n",
+ "Epoch 35 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.96it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 35 | train_loss: 0.0516 | train_acc: 0.9862 | val_loss: 0.5250 | val_acc: 0.9088\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 36 Training: 100%|██████████| 82/82 [00:36<00:00, 2.25it/s]\n",
+ "Epoch 36 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.78it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 36 | train_loss: 0.0546 | train_acc: 0.9872 | val_loss: 0.5644 | val_acc: 0.8985\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 37 Training: 100%|██████████| 82/82 [00:36<00:00, 2.24it/s]\n",
+ "Epoch 37 Validation: 100%|██████████| 21/21 [00:04<00:00, 5.11it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 37 | train_loss: 0.0455 | train_acc: 0.9889 | val_loss: 0.5109 | val_acc: 0.9074\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 38 Training: 100%|██████████| 82/82 [00:36<00:00, 2.26it/s]\n",
+ "Epoch 38 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.43it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 38 | train_loss: 0.0494 | train_acc: 0.9888 | val_loss: 0.5097 | val_acc: 0.9126\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 39 Training: 100%|██████████| 82/82 [00:36<00:00, 2.26it/s]\n",
+ "Epoch 39 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.84it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 39 | train_loss: 0.0436 | train_acc: 0.9874 | val_loss: 0.4914 | val_acc: 0.9208\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 40 Training: 100%|██████████| 82/82 [00:36<00:00, 2.22it/s]\n",
+ "Epoch 40 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.83it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 40 | train_loss: 0.0287 | train_acc: 0.9928 | val_loss: 0.5649 | val_acc: 0.9119\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 41 Training: 100%|██████████| 82/82 [00:36<00:00, 2.23it/s]\n",
+ "Epoch 41 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.99it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 41 | train_loss: 0.0515 | train_acc: 0.9868 | val_loss: 0.5260 | val_acc: 0.9095\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 42 Training: 100%|██████████| 82/82 [00:36<00:00, 2.23it/s]\n",
+ "Epoch 42 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.71it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 42 | train_loss: 0.0549 | train_acc: 0.9869 | val_loss: 0.5133 | val_acc: 0.9097\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 43 Training: 100%|██████████| 82/82 [00:36<00:00, 2.24it/s]\n",
+ "Epoch 43 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.99it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 43 | train_loss: 0.0807 | train_acc: 0.9802 | val_loss: 0.5163 | val_acc: 0.9065\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 44 Training: 100%|██████████| 82/82 [00:36<00:00, 2.22it/s]\n",
+ "Epoch 44 Validation: 100%|██████████| 21/21 [00:04<00:00, 5.00it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 44 | train_loss: 0.1003 | train_acc: 0.9756 | val_loss: 0.5582 | val_acc: 0.8954\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 45 Training: 100%|██████████| 82/82 [00:36<00:00, 2.22it/s]\n",
+ "Epoch 45 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.37it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 45 | train_loss: 0.0473 | train_acc: 0.9861 | val_loss: 0.4930 | val_acc: 0.9186\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 46 Training: 100%|██████████| 82/82 [00:36<00:00, 2.25it/s]\n",
+ "Epoch 46 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.96it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 46 | train_loss: 0.0398 | train_acc: 0.9902 | val_loss: 0.5834 | val_acc: 0.9013\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 47 Training: 100%|██████████| 82/82 [00:36<00:00, 2.24it/s]\n",
+ "Epoch 47 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.91it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 47 | train_loss: 0.0346 | train_acc: 0.9901 | val_loss: 0.5816 | val_acc: 0.9058\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 48 Training: 100%|██████████| 82/82 [00:36<00:00, 2.24it/s]\n",
+ "Epoch 48 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.57it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 48 | train_loss: 0.0386 | train_acc: 0.9909 | val_loss: 0.5064 | val_acc: 0.9208\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 49 Training: 100%|██████████| 82/82 [00:36<00:00, 2.23it/s]\n",
+ "Epoch 49 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.85it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 49 | train_loss: 0.0399 | train_acc: 0.9899 | val_loss: 0.5318 | val_acc: 0.9185\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Epoch 50 Training: 100%|██████████| 82/82 [00:36<00:00, 2.27it/s]\n",
+ "Epoch 50 Validation: 100%|██████████| 21/21 [00:04<00:00, 4.92it/s]"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Epoch: 50 | train_loss: 0.0456 | train_acc: 0.9885 | val_loss: 0.4851 | val_acc: 0.9179\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "num_epochs = 50\n",
+ "\n",
+ "train_losses = []\n",
+ "val_losses = []\n",
+ "train_accuracies = []\n",
+ "val_accuracies = []\n",
+ "\n",
+ "for epoch in range(num_epochs):\n",
+ " model.train()\n",
+ " running_loss = 0.0\n",
+ " running_train_acc = 0.0\n",
+ "\n",
+ " for inputs, labels in tqdm(train_loader, desc=f\"Epoch {epoch+1} Training\"):\n",
+ " inputs, labels = inputs.to(device), labels.to(device)\n",
+ "\n",
+ " optimizer.zero_grad()\n",
+ " outputs = model(inputs)\n",
+ "\n",
+ " loss = criterion(outputs, labels)\n",
+ " loss.backward()\n",
+ " optimizer.step()\n",
+ "\n",
+ " running_loss += loss.item()\n",
+ " running_train_acc += accuracy(outputs, labels)\n",
+ "\n",
+ " train_losses.append(running_loss / len(train_loader))\n",
+ " train_accuracies.append(running_train_acc / len(train_loader))\n",
+ "\n",
+ " model.eval()\n",
+ " running_val_loss = 0.0\n",
+ " running_val_acc = 0.0\n",
+ "\n",
+ " with torch.no_grad():\n",
+ " for inputs, labels in tqdm(val_loader, desc=f\"Epoch {epoch+1} Validation\"):\n",
+ " inputs, labels = inputs.to(device), labels.to(device)\n",
+ " outputs = model(inputs)\n",
+ "\n",
+ " loss = criterion(outputs, labels)\n",
+ " running_val_loss += loss.item()\n",
+ " running_val_acc += accuracy(outputs, labels)\n",
+ "\n",
+ " val_losses.append(running_val_loss / len(val_loader))\n",
+ " val_accuracies.append(running_val_acc / len(val_loader))\n",
+ "\n",
+ " print(f\"Epoch: {epoch+1} | train_loss: {train_losses[-1]:.4f} | train_acc: {train_accuracies[-1]:.4f} | val_loss: {val_losses[-1]:.4f} | val_acc: {val_accuracies[-1]:.4f}\")\n",
+ "\n",
+ "torch.save(model.state_dict(), '/kaggle/working/efficientnet_model.pth')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "3a992bca",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T20:02:52.403040Z",
+ "iopub.status.busy": "2023-08-17T20:02:52.402673Z",
+ "iopub.status.idle": "2023-08-17T20:02:56.756626Z",
+ "shell.execute_reply": "2023-08-17T20:02:56.755071Z"
+ },
+ "id": "ADF8K0Tpirlf",
+ "outputId": "50aa0d41-c899-4da3-bd3f-2cbb5c5e1b7e",
+ "papermill": {
+ "duration": 4.798608,
+ "end_time": "2023-08-17T20:02:56.758879",
+ "exception": false,
+ "start_time": "2023-08-17T20:02:51.960271",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Validation Accuracy: 0.9185\n",
+ "Validation Precision: 0.9239\n",
+ "Validation Recall: 0.9185\n",
+ "Validation F1-Score: 0.9177\n"
+ ]
+ }
+ ],
+ "source": [
+ "model.load_state_dict(torch.load('/kaggle/working/efficientnet_model.pth'))\n",
+ "model.eval()\n",
+ "\n",
+ "all_preds = []\n",
+ "all_true = []\n",
+ "\n",
+ "with torch.no_grad():\n",
+ " for inputs, labels in val_loader:\n",
+ " inputs, labels = inputs.to(device), labels.to(device)\n",
+ " outputs = model(inputs)\n",
+ " _, preds = torch.max(outputs, dim=1)\n",
+ "\n",
+ " all_preds.extend(preds.cpu().numpy())\n",
+ " all_true.extend(labels.cpu().numpy())\n",
+ "\n",
+ "accuracy_val = accuracy_score(all_true, all_preds)\n",
+ "precision_val = precision_score(all_true, all_preds, average='weighted')\n",
+ "recall_val = recall_score(all_true, all_preds, average='weighted')\n",
+ "f1_val = f1_score(all_true, all_preds, average='weighted')\n",
+ "\n",
+ "print(f\"Validation Accuracy: {accuracy_val:.4f}\")\n",
+ "print(f\"Validation Precision: {precision_val:.4f}\")\n",
+ "print(f\"Validation Recall: {recall_val:.4f}\")\n",
+ "print(f\"Validation F1-Score: {f1_val:.4f}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "f6ebdb7f",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2023-08-17T20:02:58.562214Z",
+ "iopub.status.busy": "2023-08-17T20:02:58.561056Z",
+ "iopub.status.idle": "2023-08-17T20:02:59.280568Z",
+ "shell.execute_reply": "2023-08-17T20:02:59.279667Z"
+ },
+ "id": "zc2nLaBjitFU",
+ "outputId": "de4ae665-6548-42c4-f39d-b72329807f1c",
+ "papermill": {
+ "duration": 1.23251,
+ "end_time": "2023-08-17T20:02:59.283013",
+ "exception": false,
+ "start_time": "2023-08-17T20:02:58.050503",
+ "status": "completed"
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(12, 6))\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.plot(train_losses, label='Training Loss', color='blue')\n",
+ "plt.plot(val_losses, label='Validation Loss', color='red')\n",
+ "plt.xlabel('Epochs')\n",
+ "plt.ylabel('Loss')\n",
+ "plt.legend()\n",
+ "plt.title('Training & Validation Loss')\n",
+ "\n",
+ "plt.subplot(1, 2, 2)\n",
+ "plt.plot(train_accuracies, label='Training Accuracy', color='blue')\n",
+ "plt.plot(val_accuracies, label='Validation Accuracy', color='red')\n",
+ "plt.xlabel('Epochs')\n",
+ "plt.ylabel('Accuracy')\n",
+ "plt.legend()\n",
+ "plt.title('Training & Validation Accuracy')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.12"
+ },
+ "papermill": {
+ "default_parameters": {},
+ "duration": 2182.228593,
+ "end_time": "2023-08-17T20:03:33.204784",
+ "environment_variables": {},
+ "exception": null,
+ "input_path": "__notebook__.ipynb",
+ "output_path": "__notebook__.ipynb",
+ "parameters": {},
+ "start_time": "2023-08-17T19:27:10.976191",
+ "version": "2.4.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Butterfly Image Classification/Models/butterfly-classification-resnet-50.ipynb b/Butterfly Image Classification/Models/butterfly-classification-resnet-50.ipynb
new file mode 100644
index 000000000..eeb038e8b
--- /dev/null
+++ b/Butterfly Image Classification/Models/butterfly-classification-resnet-50.ipynb
@@ -0,0 +1 @@
+{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:58:41.170052Z","iopub.status.busy":"2023-08-28T17:58:41.169640Z","iopub.status.idle":"2023-08-28T17:58:51.163002Z","shell.execute_reply":"2023-08-28T17:58:51.162019Z","shell.execute_reply.started":"2023-08-28T17:58:41.170019Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.5\n"," warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n","/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/__init__.py:98: UserWarning: unable to load libtensorflow_io_plugins.so: unable to open file: libtensorflow_io_plugins.so, from paths: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io_plugins.so']\n","caused by: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io_plugins.so: undefined symbol: _ZN3tsl6StatusC1EN10tensorflow5error4CodeESt17basic_string_viewIcSt11char_traitsIcEENS_14SourceLocationE']\n"," warnings.warn(f\"unable to load libtensorflow_io_plugins.so: {e}\")\n","/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/__init__.py:104: UserWarning: file system plugins are not loaded: unable to open file: libtensorflow_io.so, from paths: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io.so']\n","caused by: ['/opt/conda/lib/python3.10/site-packages/tensorflow_io/python/ops/libtensorflow_io.so: undefined symbol: _ZTVN10tensorflow13GcsFileSystemE']\n"," warnings.warn(f\"file system plugins are not loaded: {e}\")\n"]}],"source":["import numpy as np\n","import pandas as pd\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","import os\n","from tensorflow.keras.layers import Dense, Flatten\n","from tensorflow.keras.models import Model\n","from tensorflow.keras.optimizers import Adam\n","from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n","from tensorflow.keras.applications import ResNet50 \n","from tqdm import tqdm\n","from sklearn.model_selection import train_test_split\n","import cv2\n","import shutil\n","import time\n","from sklearn.metrics import classification_report"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:58:51.165692Z","iopub.status.busy":"2023-08-28T17:58:51.164951Z","iopub.status.idle":"2023-08-28T17:58:51.173038Z","shell.execute_reply":"2023-08-28T17:58:51.172016Z","shell.execute_reply.started":"2023-08-28T17:58:51.165654Z"},"trusted":true},"outputs":[],"source":["train_csv = \"/kaggle/input/butterfly-image-classification/Training_set.csv\"\n","train_folder = \"/kaggle/input/butterfly-image-classification/train/\"\n","\n","test_csv = \"/kaggle/input/butterfly-image-classification/Testing_set.csv\"\n","test_folder = \"/kaggle/input/butterfly-image-classification/test/\"\n","\n","result_path = f\"/kaggle/working/run/\"\n","os.makedirs(result_path, exist_ok=True)\n","\n","checkpoint_path = os.path.join(result_path, \"best_model.h5\")\n","loss_image_path = os.path.join(result_path, 'validation loss.png')\n","acc_image_path = os.path.join(result_path, 'validation accuracy.png')\n","confusion_image_path = os.path.join(result_path, 'confusion matrix.png')"]},{"cell_type":"code","execution_count":3,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:58:51.174987Z","iopub.status.busy":"2023-08-28T17:58:51.174653Z","iopub.status.idle":"2023-08-28T17:58:51.205576Z","shell.execute_reply":"2023-08-28T17:58:51.204702Z","shell.execute_reply.started":"2023-08-28T17:58:51.174955Z"},"trusted":true},"outputs":[],"source":["train_df = pd.read_csv(train_csv)\n","test_df = pd.read_csv(test_csv)"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:58:51.208848Z","iopub.status.busy":"2023-08-28T17:58:51.208539Z","iopub.status.idle":"2023-08-28T17:58:52.254960Z","shell.execute_reply":"2023-08-28T17:58:52.254034Z","shell.execute_reply.started":"2023-08-28T17:58:51.208823Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["plt.figure(figsize=(15, 7))\n","train_df['label'].value_counts().plot(kind='bar')\n","plt.title('Distribution of Butterfly Categories')\n","plt.xlabel('Butterfly Category')\n","plt.ylabel('Number of Images')\n","plt.xticks(rotation=90)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:58:52.256277Z","iopub.status.busy":"2023-08-28T17:58:52.255946Z","iopub.status.idle":"2023-08-28T17:58:52.265033Z","shell.execute_reply":"2023-08-28T17:58:52.263943Z","shell.execute_reply.started":"2023-08-28T17:58:52.256233Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["['CHECQUERED SKIPPER', 'ADONIS', 'BLUE MORPHO', 'SOUTHERN DOGFACE', 'STRAITED QUEEN', 'MESTRA', 'POPINJAY', 'MALACHITE', 'CLODIUS PARNASSIAN', 'SOOTYWING', 'LARGE MARBLE', 'QUESTION MARK', 'CLOUDED SULPHUR', 'COPPER TAIL', 'BECKERS WHITE', 'JULIA', 'RED CRACKER', 'INDRA SWALLOW', 'AN 88', 'METALMARK', 'SLEEPY ORANGE', 'RED SPOTTED PURPLE', 'PURPLE HAIRSTREAK', 'RED ADMIRAL', 'AMERICAN SNOOT', 'ELBOWED PIERROT', 'MOURNING CLOAK', 'BROWN SIPROETA', 'GREAT JAY', 'CRECENT', 'AFRICAN GIANT SWALLOWTAIL', 'VICEROY', 'PEACOCK', 'ATALA', 'DANAID EGGFLY', 'SILVER SPOT SKIPPER', 'ORCHARD SWALLOW', 'GREY HAIRSTREAK', 'GREEN CELLED CATTLEHEART', 'PAINTED LADY', 'IPHICLUS SISTER', 'CLEOPATRA', 'BANDED PEACOCK', 'EASTERN COMA', 'EASTERN PINE ELFIN', 'COMMON WOOD-NYMPH', 'RED POSTMAN', 'CRIMSON PATCH', 'ULYSES', 'ZEBRA LONG WING', 'ORANGE OAKLEAF', 'PAPER KITE', 'BLUE SPOTTED CROW', 'BLACK HAIRSTREAK', 'GOLD BANDED', 'YELLOW SWALLOW TAIL', 'TWO BARRED FLASHER', 'CHESTNUT', 'PINE WHITE', 'CABBAGE WHITE', 'MILBERTS TORTOISESHELL', 'MANGROVE SKIPPER', 'COMMON BANDED AWL', 'CAIRNS BIRDWING', 'APPOLLO', 'ORANGE TIP', 'MONARCH', 'BANDED ORANGE HELICONIAN', 'GREAT EGGFLY', 'PURPLISH COPPER', 'EASTERN DAPPLE WHITE', 'SCARCE SWALLOW', 'TROPICAL LEAFWING', 'WOOD SATYR', 'PIPEVINE SWALLOW']\n"]}],"source":["image_size = (150, 150)\n","batch_size = 32\n","epochs = 100\n","learning_rate = 0.0001\n","\n","\n","class_name = list(set(train_df['label']))\n","print(class_name)"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:58:52.267932Z","iopub.status.busy":"2023-08-28T17:58:52.266734Z","iopub.status.idle":"2023-08-28T17:59:47.882180Z","shell.execute_reply":"2023-08-28T17:59:47.881185Z","shell.execute_reply.started":"2023-08-28T17:58:52.267898Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["Preprocess Image: 100%|██████████| 6499/6499 [00:55<00:00, 117.40it/s]\n"]}],"source":["features = []\n","labels = []\n","\n","for image in tqdm(os.listdir(train_folder), desc=\"Preprocess Image\") :\n"," label_name = train_df.loc[train_df['filename'] == image, 'label'].values[0]\n"," label = class_name.index(label_name)\n"," image_read = cv2.imread(os.path.join(train_folder, image))\n"," image_resized = cv2.resize(image_read, image_size)\n"," image_normalized = image_resized / 255.0\n"," features.append(image_normalized)\n"," labels.append(label)"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:59:47.885505Z","iopub.status.busy":"2023-08-28T17:59:47.885165Z","iopub.status.idle":"2023-08-28T17:59:49.008951Z","shell.execute_reply":"2023-08-28T17:59:49.007912Z","shell.execute_reply.started":"2023-08-28T17:59:47.885469Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["6499\n","6499\n"]}],"source":["print(len(features))\n","print(len(labels))\n","\n","features = np.asarray(features)\n","labels = np.asarray(labels)"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:59:49.016227Z","iopub.status.busy":"2023-08-28T17:59:49.013646Z","iopub.status.idle":"2023-08-28T17:59:50.123506Z","shell.execute_reply":"2023-08-28T17:59:50.122398Z","shell.execute_reply.started":"2023-08-28T17:59:49.016191Z"},"trusted":true},"outputs":[],"source":["X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=0.3, shuffle=True, random_state=42)\n","X_valid, X_test, y_valid, y_test = train_test_split(X_test, y_test, test_size=0.5, shuffle=True, random_state=42)"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:59:50.125742Z","iopub.status.busy":"2023-08-28T17:59:50.125319Z","iopub.status.idle":"2023-08-28T17:59:50.138952Z","shell.execute_reply":"2023-08-28T17:59:50.137616Z","shell.execute_reply.started":"2023-08-28T17:59:50.125701Z"},"trusted":true},"outputs":[],"source":["del features\n","del labels"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:59:50.144563Z","iopub.status.busy":"2023-08-28T17:59:50.143590Z","iopub.status.idle":"2023-08-28T17:59:58.106484Z","shell.execute_reply":"2023-08-28T17:59:58.105681Z","shell.execute_reply.started":"2023-08-28T17:59:50.144525Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n","94765736/94765736 [==============================] - 3s 0us/step\n","Model: \"model\"\n","__________________________________________________________________________________________________\n"," Layer (type) Output Shape Param # Connected to \n","==================================================================================================\n"," input_1 (InputLayer) [(None, 150, 150, 3 0 [] \n"," )] \n"," \n"," conv1_pad (ZeroPadding2D) (None, 156, 156, 3) 0 ['input_1[0][0]'] \n"," \n"," conv1_conv (Conv2D) (None, 75, 75, 64) 9472 ['conv1_pad[0][0]'] \n"," \n"," conv1_bn (BatchNormalization) (None, 75, 75, 64) 256 ['conv1_conv[0][0]'] \n"," \n"," conv1_relu (Activation) (None, 75, 75, 64) 0 ['conv1_bn[0][0]'] \n"," \n"," pool1_pad (ZeroPadding2D) (None, 77, 77, 64) 0 ['conv1_relu[0][0]'] \n"," \n"," pool1_pool (MaxPooling2D) (None, 38, 38, 64) 0 ['pool1_pad[0][0]'] \n"," \n"," conv2_block1_1_conv (Conv2D) (None, 38, 38, 64) 4160 ['pool1_pool[0][0]'] \n"," \n"," conv2_block1_1_bn (BatchNormal (None, 38, 38, 64) 256 ['conv2_block1_1_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block1_1_relu (Activatio (None, 38, 38, 64) 0 ['conv2_block1_1_bn[0][0]'] \n"," n) \n"," \n"," conv2_block1_2_conv (Conv2D) (None, 38, 38, 64) 36928 ['conv2_block1_1_relu[0][0]'] \n"," \n"," conv2_block1_2_bn (BatchNormal (None, 38, 38, 64) 256 ['conv2_block1_2_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block1_2_relu (Activatio (None, 38, 38, 64) 0 ['conv2_block1_2_bn[0][0]'] \n"," n) \n"," \n"," conv2_block1_0_conv (Conv2D) (None, 38, 38, 256) 16640 ['pool1_pool[0][0]'] \n"," \n"," conv2_block1_3_conv (Conv2D) (None, 38, 38, 256) 16640 ['conv2_block1_2_relu[0][0]'] \n"," \n"," conv2_block1_0_bn (BatchNormal (None, 38, 38, 256) 1024 ['conv2_block1_0_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block1_3_bn (BatchNormal (None, 38, 38, 256) 1024 ['conv2_block1_3_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block1_add (Add) (None, 38, 38, 256) 0 ['conv2_block1_0_bn[0][0]', \n"," 'conv2_block1_3_bn[0][0]'] \n"," \n"," conv2_block1_out (Activation) (None, 38, 38, 256) 0 ['conv2_block1_add[0][0]'] \n"," \n"," conv2_block2_1_conv (Conv2D) (None, 38, 38, 64) 16448 ['conv2_block1_out[0][0]'] \n"," \n"," conv2_block2_1_bn (BatchNormal (None, 38, 38, 64) 256 ['conv2_block2_1_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block2_1_relu (Activatio (None, 38, 38, 64) 0 ['conv2_block2_1_bn[0][0]'] \n"," n) \n"," \n"," conv2_block2_2_conv (Conv2D) (None, 38, 38, 64) 36928 ['conv2_block2_1_relu[0][0]'] \n"," \n"," conv2_block2_2_bn (BatchNormal (None, 38, 38, 64) 256 ['conv2_block2_2_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block2_2_relu (Activatio (None, 38, 38, 64) 0 ['conv2_block2_2_bn[0][0]'] \n"," n) \n"," \n"," conv2_block2_3_conv (Conv2D) (None, 38, 38, 256) 16640 ['conv2_block2_2_relu[0][0]'] \n"," \n"," conv2_block2_3_bn (BatchNormal (None, 38, 38, 256) 1024 ['conv2_block2_3_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block2_add (Add) (None, 38, 38, 256) 0 ['conv2_block1_out[0][0]', \n"," 'conv2_block2_3_bn[0][0]'] \n"," \n"," conv2_block2_out (Activation) (None, 38, 38, 256) 0 ['conv2_block2_add[0][0]'] \n"," \n"," conv2_block3_1_conv (Conv2D) (None, 38, 38, 64) 16448 ['conv2_block2_out[0][0]'] \n"," \n"," conv2_block3_1_bn (BatchNormal (None, 38, 38, 64) 256 ['conv2_block3_1_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block3_1_relu (Activatio (None, 38, 38, 64) 0 ['conv2_block3_1_bn[0][0]'] \n"," n) \n"," \n"," conv2_block3_2_conv (Conv2D) (None, 38, 38, 64) 36928 ['conv2_block3_1_relu[0][0]'] \n"," \n"," conv2_block3_2_bn (BatchNormal (None, 38, 38, 64) 256 ['conv2_block3_2_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block3_2_relu (Activatio (None, 38, 38, 64) 0 ['conv2_block3_2_bn[0][0]'] \n"," n) \n"," \n"," conv2_block3_3_conv (Conv2D) (None, 38, 38, 256) 16640 ['conv2_block3_2_relu[0][0]'] \n"," \n"," conv2_block3_3_bn (BatchNormal (None, 38, 38, 256) 1024 ['conv2_block3_3_conv[0][0]'] \n"," ization) \n"," \n"," conv2_block3_add (Add) (None, 38, 38, 256) 0 ['conv2_block2_out[0][0]', \n"," 'conv2_block3_3_bn[0][0]'] \n"," \n"," conv2_block3_out (Activation) (None, 38, 38, 256) 0 ['conv2_block3_add[0][0]'] \n"," \n"," conv3_block1_1_conv (Conv2D) (None, 19, 19, 128) 32896 ['conv2_block3_out[0][0]'] \n"," \n"," conv3_block1_1_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block1_1_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block1_1_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block1_1_bn[0][0]'] \n"," n) \n"," \n"," conv3_block1_2_conv (Conv2D) (None, 19, 19, 128) 147584 ['conv3_block1_1_relu[0][0]'] \n"," \n"," conv3_block1_2_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block1_2_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block1_2_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block1_2_bn[0][0]'] \n"," n) \n"," \n"," conv3_block1_0_conv (Conv2D) (None, 19, 19, 512) 131584 ['conv2_block3_out[0][0]'] \n"," \n"," conv3_block1_3_conv (Conv2D) (None, 19, 19, 512) 66048 ['conv3_block1_2_relu[0][0]'] \n"," \n"," conv3_block1_0_bn (BatchNormal (None, 19, 19, 512) 2048 ['conv3_block1_0_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block1_3_bn (BatchNormal (None, 19, 19, 512) 2048 ['conv3_block1_3_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block1_add (Add) (None, 19, 19, 512) 0 ['conv3_block1_0_bn[0][0]', \n"," 'conv3_block1_3_bn[0][0]'] \n"," \n"," conv3_block1_out (Activation) (None, 19, 19, 512) 0 ['conv3_block1_add[0][0]'] \n"," \n"," conv3_block2_1_conv (Conv2D) (None, 19, 19, 128) 65664 ['conv3_block1_out[0][0]'] \n"," \n"," conv3_block2_1_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block2_1_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block2_1_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block2_1_bn[0][0]'] \n"," n) \n"," \n"," conv3_block2_2_conv (Conv2D) (None, 19, 19, 128) 147584 ['conv3_block2_1_relu[0][0]'] \n"," \n"," conv3_block2_2_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block2_2_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block2_2_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block2_2_bn[0][0]'] \n"," n) \n"," \n"," conv3_block2_3_conv (Conv2D) (None, 19, 19, 512) 66048 ['conv3_block2_2_relu[0][0]'] \n"," \n"," conv3_block2_3_bn (BatchNormal (None, 19, 19, 512) 2048 ['conv3_block2_3_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block2_add (Add) (None, 19, 19, 512) 0 ['conv3_block1_out[0][0]', \n"," 'conv3_block2_3_bn[0][0]'] \n"," \n"," conv3_block2_out (Activation) (None, 19, 19, 512) 0 ['conv3_block2_add[0][0]'] \n"," \n"," conv3_block3_1_conv (Conv2D) (None, 19, 19, 128) 65664 ['conv3_block2_out[0][0]'] \n"," \n"," conv3_block3_1_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block3_1_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block3_1_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block3_1_bn[0][0]'] \n"," n) \n"," \n"," conv3_block3_2_conv (Conv2D) (None, 19, 19, 128) 147584 ['conv3_block3_1_relu[0][0]'] \n"," \n"," conv3_block3_2_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block3_2_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block3_2_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block3_2_bn[0][0]'] \n"," n) \n"," \n"," conv3_block3_3_conv (Conv2D) (None, 19, 19, 512) 66048 ['conv3_block3_2_relu[0][0]'] \n"," \n"," conv3_block3_3_bn (BatchNormal (None, 19, 19, 512) 2048 ['conv3_block3_3_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block3_add (Add) (None, 19, 19, 512) 0 ['conv3_block2_out[0][0]', \n"," 'conv3_block3_3_bn[0][0]'] \n"," \n"," conv3_block3_out (Activation) (None, 19, 19, 512) 0 ['conv3_block3_add[0][0]'] \n"," \n"," conv3_block4_1_conv (Conv2D) (None, 19, 19, 128) 65664 ['conv3_block3_out[0][0]'] \n"," \n"," conv3_block4_1_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block4_1_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block4_1_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block4_1_bn[0][0]'] \n"," n) \n"," \n"," conv3_block4_2_conv (Conv2D) (None, 19, 19, 128) 147584 ['conv3_block4_1_relu[0][0]'] \n"," \n"," conv3_block4_2_bn (BatchNormal (None, 19, 19, 128) 512 ['conv3_block4_2_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block4_2_relu (Activatio (None, 19, 19, 128) 0 ['conv3_block4_2_bn[0][0]'] \n"," n) \n"," \n"," conv3_block4_3_conv (Conv2D) (None, 19, 19, 512) 66048 ['conv3_block4_2_relu[0][0]'] \n"," \n"," conv3_block4_3_bn (BatchNormal (None, 19, 19, 512) 2048 ['conv3_block4_3_conv[0][0]'] \n"," ization) \n"," \n"," conv3_block4_add (Add) (None, 19, 19, 512) 0 ['conv3_block3_out[0][0]', \n"," 'conv3_block4_3_bn[0][0]'] \n"," \n"," conv3_block4_out (Activation) (None, 19, 19, 512) 0 ['conv3_block4_add[0][0]'] \n"," \n"," conv4_block1_1_conv (Conv2D) (None, 10, 10, 256) 131328 ['conv3_block4_out[0][0]'] \n"," \n"," conv4_block1_1_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block1_1_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block1_1_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block1_1_bn[0][0]'] \n"," n) \n"," \n"," conv4_block1_2_conv (Conv2D) (None, 10, 10, 256) 590080 ['conv4_block1_1_relu[0][0]'] \n"," \n"," conv4_block1_2_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block1_2_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block1_2_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block1_2_bn[0][0]'] \n"," n) \n"," \n"," conv4_block1_0_conv (Conv2D) (None, 10, 10, 1024 525312 ['conv3_block4_out[0][0]'] \n"," ) \n"," \n"," conv4_block1_3_conv (Conv2D) (None, 10, 10, 1024 263168 ['conv4_block1_2_relu[0][0]'] \n"," ) \n"," \n"," conv4_block1_0_bn (BatchNormal (None, 10, 10, 1024 4096 ['conv4_block1_0_conv[0][0]'] \n"," ization) ) \n"," \n"," conv4_block1_3_bn (BatchNormal (None, 10, 10, 1024 4096 ['conv4_block1_3_conv[0][0]'] \n"," ization) ) \n"," \n"," conv4_block1_add (Add) (None, 10, 10, 1024 0 ['conv4_block1_0_bn[0][0]', \n"," ) 'conv4_block1_3_bn[0][0]'] \n"," \n"," conv4_block1_out (Activation) (None, 10, 10, 1024 0 ['conv4_block1_add[0][0]'] \n"," ) \n"," \n"," conv4_block2_1_conv (Conv2D) (None, 10, 10, 256) 262400 ['conv4_block1_out[0][0]'] \n"," \n"," conv4_block2_1_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block2_1_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block2_1_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block2_1_bn[0][0]'] \n"," n) \n"," \n"," conv4_block2_2_conv (Conv2D) (None, 10, 10, 256) 590080 ['conv4_block2_1_relu[0][0]'] \n"," \n"," conv4_block2_2_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block2_2_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block2_2_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block2_2_bn[0][0]'] \n"," n) \n"," \n"," conv4_block2_3_conv (Conv2D) (None, 10, 10, 1024 263168 ['conv4_block2_2_relu[0][0]'] \n"," ) \n"," \n"," conv4_block2_3_bn (BatchNormal (None, 10, 10, 1024 4096 ['conv4_block2_3_conv[0][0]'] \n"," ization) ) \n"," \n"," conv4_block2_add (Add) (None, 10, 10, 1024 0 ['conv4_block1_out[0][0]', \n"," ) 'conv4_block2_3_bn[0][0]'] \n"," \n"," conv4_block2_out (Activation) (None, 10, 10, 1024 0 ['conv4_block2_add[0][0]'] \n"," ) \n"," \n"," conv4_block3_1_conv (Conv2D) (None, 10, 10, 256) 262400 ['conv4_block2_out[0][0]'] \n"," \n"," conv4_block3_1_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block3_1_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block3_1_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block3_1_bn[0][0]'] \n"," n) \n"," \n"," conv4_block3_2_conv (Conv2D) (None, 10, 10, 256) 590080 ['conv4_block3_1_relu[0][0]'] \n"," \n"," conv4_block3_2_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block3_2_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block3_2_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block3_2_bn[0][0]'] \n"," n) \n"," \n"," conv4_block3_3_conv (Conv2D) (None, 10, 10, 1024 263168 ['conv4_block3_2_relu[0][0]'] \n"," ) \n"," \n"," conv4_block3_3_bn (BatchNormal (None, 10, 10, 1024 4096 ['conv4_block3_3_conv[0][0]'] \n"," ization) ) \n"," \n"," conv4_block3_add (Add) (None, 10, 10, 1024 0 ['conv4_block2_out[0][0]', \n"," ) 'conv4_block3_3_bn[0][0]'] \n"," \n"," conv4_block3_out (Activation) (None, 10, 10, 1024 0 ['conv4_block3_add[0][0]'] \n"," ) \n"," \n"," conv4_block4_1_conv (Conv2D) (None, 10, 10, 256) 262400 ['conv4_block3_out[0][0]'] \n"," \n"," conv4_block4_1_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block4_1_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block4_1_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block4_1_bn[0][0]'] \n"," n) \n"," \n"," conv4_block4_2_conv (Conv2D) (None, 10, 10, 256) 590080 ['conv4_block4_1_relu[0][0]'] \n"," \n"," conv4_block4_2_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block4_2_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block4_2_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block4_2_bn[0][0]'] \n"," n) \n"," \n"," conv4_block4_3_conv (Conv2D) (None, 10, 10, 1024 263168 ['conv4_block4_2_relu[0][0]'] \n"," ) \n"," \n"," conv4_block4_3_bn (BatchNormal (None, 10, 10, 1024 4096 ['conv4_block4_3_conv[0][0]'] \n"," ization) ) \n"," \n"," conv4_block4_add (Add) (None, 10, 10, 1024 0 ['conv4_block3_out[0][0]', \n"," ) 'conv4_block4_3_bn[0][0]'] \n"," \n"," conv4_block4_out (Activation) (None, 10, 10, 1024 0 ['conv4_block4_add[0][0]'] \n"," ) \n"," \n"," conv4_block5_1_conv (Conv2D) (None, 10, 10, 256) 262400 ['conv4_block4_out[0][0]'] \n"," \n"," conv4_block5_1_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block5_1_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block5_1_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block5_1_bn[0][0]'] \n"," n) \n"," \n"," conv4_block5_2_conv (Conv2D) (None, 10, 10, 256) 590080 ['conv4_block5_1_relu[0][0]'] \n"," \n"," conv4_block5_2_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block5_2_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block5_2_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block5_2_bn[0][0]'] \n"," n) \n"," \n"," conv4_block5_3_conv (Conv2D) (None, 10, 10, 1024 263168 ['conv4_block5_2_relu[0][0]'] \n"," ) \n"," \n"," conv4_block5_3_bn (BatchNormal (None, 10, 10, 1024 4096 ['conv4_block5_3_conv[0][0]'] \n"," ization) ) \n"," \n"," conv4_block5_add (Add) (None, 10, 10, 1024 0 ['conv4_block4_out[0][0]', \n"," ) 'conv4_block5_3_bn[0][0]'] \n"," \n"," conv4_block5_out (Activation) (None, 10, 10, 1024 0 ['conv4_block5_add[0][0]'] \n"," ) \n"," \n"," conv4_block6_1_conv (Conv2D) (None, 10, 10, 256) 262400 ['conv4_block5_out[0][0]'] \n"," \n"," conv4_block6_1_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block6_1_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block6_1_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block6_1_bn[0][0]'] \n"," n) \n"," \n"," conv4_block6_2_conv (Conv2D) (None, 10, 10, 256) 590080 ['conv4_block6_1_relu[0][0]'] \n"," \n"," conv4_block6_2_bn (BatchNormal (None, 10, 10, 256) 1024 ['conv4_block6_2_conv[0][0]'] \n"," ization) \n"," \n"," conv4_block6_2_relu (Activatio (None, 10, 10, 256) 0 ['conv4_block6_2_bn[0][0]'] \n"," n) \n"," \n"," conv4_block6_3_conv (Conv2D) (None, 10, 10, 1024 263168 ['conv4_block6_2_relu[0][0]'] \n"," ) \n"," \n"," conv4_block6_3_bn (BatchNormal (None, 10, 10, 1024 4096 ['conv4_block6_3_conv[0][0]'] \n"," ization) ) \n"," \n"," conv4_block6_add (Add) (None, 10, 10, 1024 0 ['conv4_block5_out[0][0]', \n"," ) 'conv4_block6_3_bn[0][0]'] \n"," \n"," conv4_block6_out (Activation) (None, 10, 10, 1024 0 ['conv4_block6_add[0][0]'] \n"," ) \n"," \n"," conv5_block1_1_conv (Conv2D) (None, 5, 5, 512) 524800 ['conv4_block6_out[0][0]'] \n"," \n"," conv5_block1_1_bn (BatchNormal (None, 5, 5, 512) 2048 ['conv5_block1_1_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block1_1_relu (Activatio (None, 5, 5, 512) 0 ['conv5_block1_1_bn[0][0]'] \n"," n) \n"," \n"," conv5_block1_2_conv (Conv2D) (None, 5, 5, 512) 2359808 ['conv5_block1_1_relu[0][0]'] \n"," \n"," conv5_block1_2_bn (BatchNormal (None, 5, 5, 512) 2048 ['conv5_block1_2_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block1_2_relu (Activatio (None, 5, 5, 512) 0 ['conv5_block1_2_bn[0][0]'] \n"," n) \n"," \n"," conv5_block1_0_conv (Conv2D) (None, 5, 5, 2048) 2099200 ['conv4_block6_out[0][0]'] \n"," \n"," conv5_block1_3_conv (Conv2D) (None, 5, 5, 2048) 1050624 ['conv5_block1_2_relu[0][0]'] \n"," \n"," conv5_block1_0_bn (BatchNormal (None, 5, 5, 2048) 8192 ['conv5_block1_0_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block1_3_bn (BatchNormal (None, 5, 5, 2048) 8192 ['conv5_block1_3_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block1_add (Add) (None, 5, 5, 2048) 0 ['conv5_block1_0_bn[0][0]', \n"," 'conv5_block1_3_bn[0][0]'] \n"," \n"," conv5_block1_out (Activation) (None, 5, 5, 2048) 0 ['conv5_block1_add[0][0]'] \n"," \n"," conv5_block2_1_conv (Conv2D) (None, 5, 5, 512) 1049088 ['conv5_block1_out[0][0]'] \n"," \n"," conv5_block2_1_bn (BatchNormal (None, 5, 5, 512) 2048 ['conv5_block2_1_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block2_1_relu (Activatio (None, 5, 5, 512) 0 ['conv5_block2_1_bn[0][0]'] \n"," n) \n"," \n"," conv5_block2_2_conv (Conv2D) (None, 5, 5, 512) 2359808 ['conv5_block2_1_relu[0][0]'] \n"," \n"," conv5_block2_2_bn (BatchNormal (None, 5, 5, 512) 2048 ['conv5_block2_2_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block2_2_relu (Activatio (None, 5, 5, 512) 0 ['conv5_block2_2_bn[0][0]'] \n"," n) \n"," \n"," conv5_block2_3_conv (Conv2D) (None, 5, 5, 2048) 1050624 ['conv5_block2_2_relu[0][0]'] \n"," \n"," conv5_block2_3_bn (BatchNormal (None, 5, 5, 2048) 8192 ['conv5_block2_3_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block2_add (Add) (None, 5, 5, 2048) 0 ['conv5_block1_out[0][0]', \n"," 'conv5_block2_3_bn[0][0]'] \n"," \n"," conv5_block2_out (Activation) (None, 5, 5, 2048) 0 ['conv5_block2_add[0][0]'] \n"," \n"," conv5_block3_1_conv (Conv2D) (None, 5, 5, 512) 1049088 ['conv5_block2_out[0][0]'] \n"," \n"," conv5_block3_1_bn (BatchNormal (None, 5, 5, 512) 2048 ['conv5_block3_1_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block3_1_relu (Activatio (None, 5, 5, 512) 0 ['conv5_block3_1_bn[0][0]'] \n"," n) \n"," \n"," conv5_block3_2_conv (Conv2D) (None, 5, 5, 512) 2359808 ['conv5_block3_1_relu[0][0]'] \n"," \n"," conv5_block3_2_bn (BatchNormal (None, 5, 5, 512) 2048 ['conv5_block3_2_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block3_2_relu (Activatio (None, 5, 5, 512) 0 ['conv5_block3_2_bn[0][0]'] \n"," n) \n"," \n"," conv5_block3_3_conv (Conv2D) (None, 5, 5, 2048) 1050624 ['conv5_block3_2_relu[0][0]'] \n"," \n"," conv5_block3_3_bn (BatchNormal (None, 5, 5, 2048) 8192 ['conv5_block3_3_conv[0][0]'] \n"," ization) \n"," \n"," conv5_block3_add (Add) (None, 5, 5, 2048) 0 ['conv5_block2_out[0][0]', \n"," 'conv5_block3_3_bn[0][0]'] \n"," \n"," conv5_block3_out (Activation) (None, 5, 5, 2048) 0 ['conv5_block3_add[0][0]'] \n"," \n"," flatten (Flatten) (None, 51200) 0 ['conv5_block3_out[0][0]'] \n"," \n"," dense (Dense) (None, 256) 13107456 ['flatten[0][0]'] \n"," \n"," dense_1 (Dense) (None, 75) 19275 ['dense[0][0]'] \n"," \n","==================================================================================================\n","Total params: 36,714,443\n","Trainable params: 36,451,659\n","Non-trainable params: 262,784\n","__________________________________________________________________________________________________\n"]}],"source":["base_model = ResNet50(\n"," weights='imagenet', \n"," include_top=False, \n"," input_shape=(image_size[0], image_size[1], 3),\n",")\n","\n","num_layers_to_train = int(np.ceil(0.2 * len(base_model.layers)))\n","\n","for layer in base_model.layers[:num_layers_to_train] :\n"," layer.trainable = False\n","\n","x = base_model.output\n","x = Flatten()(x)\n","x = Dense(256, activation='relu', kernel_regularizer='l2')(x)\n","predictions = Dense(75, activation='softmax')(x)\n","\n","model = Model(inputs=base_model.input, outputs=predictions)\n","\n","model.summary()"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T17:59:58.107877Z","iopub.status.busy":"2023-08-28T17:59:58.107535Z","iopub.status.idle":"2023-08-28T18:10:06.727851Z","shell.execute_reply":"2023-08-28T18:10:06.726884Z","shell.execute_reply.started":"2023-08-28T17:59:58.107842Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/100\n","143/143 [==============================] - 57s 131ms/step - loss: 7.1987 - accuracy: 0.3748 - val_loss: 8.6437 - val_accuracy: 0.0410\n","Epoch 2/100\n","143/143 [==============================] - 15s 104ms/step - loss: 4.2627 - accuracy: 0.8191 - val_loss: 6.8226 - val_accuracy: 0.2656\n","Epoch 3/100\n","143/143 [==============================] - 15s 105ms/step - loss: 3.1067 - accuracy: 0.9492 - val_loss: 4.6318 - val_accuracy: 0.5651\n","Epoch 4/100\n","143/143 [==============================] - 15s 105ms/step - loss: 2.4720 - accuracy: 0.9776 - val_loss: 3.5635 - val_accuracy: 0.7046\n","Epoch 5/100\n","143/143 [==============================] - 15s 105ms/step - loss: 2.0351 - accuracy: 0.9870 - val_loss: 2.8824 - val_accuracy: 0.7528\n","Epoch 6/100\n","143/143 [==============================] - 15s 102ms/step - loss: 1.7062 - accuracy: 0.9872 - val_loss: 2.5382 - val_accuracy: 0.7497\n","Epoch 7/100\n","143/143 [==============================] - 15s 104ms/step - loss: 1.4061 - accuracy: 0.9943 - val_loss: 2.2502 - val_accuracy: 0.7641\n","Epoch 8/100\n","143/143 [==============================] - 15s 104ms/step - loss: 1.2008 - accuracy: 0.9912 - val_loss: 2.1754 - val_accuracy: 0.7600\n","Epoch 9/100\n","143/143 [==============================] - 13s 93ms/step - loss: 1.0792 - accuracy: 0.9807 - val_loss: 2.1777 - val_accuracy: 0.7313\n","Epoch 10/100\n","143/143 [==============================] - 13s 93ms/step - loss: 1.1824 - accuracy: 0.9338 - val_loss: 2.4775 - val_accuracy: 0.6851\n","Epoch 11/100\n","143/143 [==============================] - 15s 105ms/step - loss: 1.1010 - accuracy: 0.9431 - val_loss: 1.9284 - val_accuracy: 0.7426\n","Epoch 12/100\n","143/143 [==============================] - 15s 105ms/step - loss: 0.8868 - accuracy: 0.9785 - val_loss: 1.7413 - val_accuracy: 0.7795\n","Epoch 13/100\n","143/143 [==============================] - 15s 105ms/step - loss: 0.7436 - accuracy: 0.9916 - val_loss: 1.5708 - val_accuracy: 0.8103\n","Epoch 14/100\n","143/143 [==============================] - 15s 106ms/step - loss: 0.6218 - accuracy: 0.9974 - val_loss: 1.3611 - val_accuracy: 0.8205\n","Epoch 15/100\n","143/143 [==============================] - 15s 104ms/step - loss: 0.5524 - accuracy: 0.9927 - val_loss: 1.3003 - val_accuracy: 0.7990\n","Epoch 16/100\n","143/143 [==============================] - 15s 106ms/step - loss: 0.4905 - accuracy: 0.9930 - val_loss: 1.2152 - val_accuracy: 0.8123\n","Epoch 17/100\n","143/143 [==============================] - 15s 102ms/step - loss: 0.3984 - accuracy: 0.9998 - val_loss: 1.0809 - val_accuracy: 0.8287\n","Epoch 18/100\n","143/143 [==============================] - 13s 92ms/step - loss: 0.3307 - accuracy: 0.9996 - val_loss: 1.0944 - val_accuracy: 0.8215\n","Epoch 19/100\n","143/143 [==============================] - 15s 103ms/step - loss: 0.3026 - accuracy: 0.9965 - val_loss: 1.0131 - val_accuracy: 0.8236\n","Epoch 20/100\n","143/143 [==============================] - 15s 103ms/step - loss: 0.2487 - accuracy: 0.9991 - val_loss: 0.9672 - val_accuracy: 0.8267\n","Epoch 21/100\n","143/143 [==============================] - 13s 93ms/step - loss: 0.4400 - accuracy: 0.9598 - val_loss: 2.3631 - val_accuracy: 0.5969\n","Epoch 22/100\n","143/143 [==============================] - 14s 95ms/step - loss: 0.7257 - accuracy: 0.9193 - val_loss: 1.9184 - val_accuracy: 0.7056\n","Epoch 23/100\n","143/143 [==============================] - 14s 95ms/step - loss: 0.4939 - accuracy: 0.9789 - val_loss: 1.3975 - val_accuracy: 0.7990\n","Epoch 24/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.4001 - accuracy: 0.9905 - val_loss: 1.1677 - val_accuracy: 0.8133\n","Epoch 25/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.3395 - accuracy: 0.9921 - val_loss: 1.1810 - val_accuracy: 0.8082\n","Epoch 26/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.3008 - accuracy: 0.9908 - val_loss: 1.1539 - val_accuracy: 0.8010\n","Epoch 27/100\n","143/143 [==============================] - 13s 92ms/step - loss: 0.2666 - accuracy: 0.9932 - val_loss: 1.0178 - val_accuracy: 0.8164\n","Epoch 28/100\n","143/143 [==============================] - 14s 95ms/step - loss: 0.2449 - accuracy: 0.9934 - val_loss: 1.0169 - val_accuracy: 0.8154\n","Epoch 29/100\n","143/143 [==============================] - 15s 105ms/step - loss: 0.1923 - accuracy: 0.9982 - val_loss: 0.9078 - val_accuracy: 0.8400\n","Epoch 30/100\n","143/143 [==============================] - 15s 102ms/step - loss: 0.1607 - accuracy: 0.9980 - val_loss: 0.8243 - val_accuracy: 0.8400\n","Epoch 31/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.2079 - accuracy: 0.9877 - val_loss: 1.2052 - val_accuracy: 0.8021\n","Epoch 32/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.2254 - accuracy: 0.9877 - val_loss: 1.1229 - val_accuracy: 0.7887\n","Epoch 33/100\n","143/143 [==============================] - 13s 92ms/step - loss: 0.2396 - accuracy: 0.9855 - val_loss: 1.5064 - val_accuracy: 0.7323\n","Epoch 34/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.3537 - accuracy: 0.9738 - val_loss: 1.4688 - val_accuracy: 0.7621\n","Epoch 35/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.3232 - accuracy: 0.9851 - val_loss: 1.2206 - val_accuracy: 0.7990\n","Epoch 36/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.2666 - accuracy: 0.9914 - val_loss: 1.0200 - val_accuracy: 0.8318\n","Epoch 37/100\n","143/143 [==============================] - 13s 92ms/step - loss: 0.1865 - accuracy: 0.9991 - val_loss: 0.9724 - val_accuracy: 0.8246\n","Epoch 38/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.1526 - accuracy: 0.9980 - val_loss: 0.9241 - val_accuracy: 0.8400\n","Epoch 39/100\n","143/143 [==============================] - 13s 91ms/step - loss: 0.1586 - accuracy: 0.9938 - val_loss: 0.9468 - val_accuracy: 0.8277\n","Epoch 40/100\n","143/143 [==============================] - 13s 94ms/step - loss: 0.1688 - accuracy: 0.9927 - val_loss: 1.0514 - val_accuracy: 0.8000\n"]}],"source":["model.compile(optimizer=Adam(learning_rate), loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n","\n","early_stopping = EarlyStopping(monitor='val_loss', patience=10)\n","model_checkpoint = ModelCheckpoint(checkpoint_path, monitor='val_loss', save_best_only=True)\n","\n","start_time = time.time()\n","\n","history = model.fit(\n"," X_train,\n"," y_train,\n"," epochs=epochs,\n"," validation_data = (X_valid,y_valid),\n"," callbacks=[model_checkpoint, early_stopping],\n"," batch_size = batch_size,\n",")\n","\n","end_time = time.time()"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T18:10:06.730007Z","iopub.status.busy":"2023-08-28T18:10:06.729364Z","iopub.status.idle":"2023-08-28T18:10:06.737068Z","shell.execute_reply":"2023-08-28T18:10:06.735770Z","shell.execute_reply.started":"2023-08-28T18:10:06.729966Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Time 608.5670804977417\n"]}],"source":["print(\"Training Time\", end_time - start_time)"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T18:10:06.739673Z","iopub.status.busy":"2023-08-28T18:10:06.738557Z","iopub.status.idle":"2023-08-28T18:10:35.264696Z","shell.execute_reply":"2023-08-28T18:10:35.263801Z","shell.execute_reply.started":"2023-08-28T18:10:06.739637Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["loss = history.history['loss']\n","val_loss = history.history['val_loss']\n","epochs = range(1, len(loss)+1)\n","plt.plot(epochs, loss, 'b', label='Training loss')\n","plt.plot(epochs, val_loss, 'r', label='Validation loss')\n","plt.title('Training and Validation Loss')\n","plt.xlabel('Epochs')\n","plt.ylabel('Loss')\n","plt.legend()\n","plt.savefig(loss_image_path)\n","plt.show()"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T18:10:35.266542Z","iopub.status.busy":"2023-08-28T18:10:35.265930Z","iopub.status.idle":"2023-08-28T18:10:35.674963Z","shell.execute_reply":"2023-08-28T18:10:35.673911Z","shell.execute_reply.started":"2023-08-28T18:10:35.266506Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["acc = history.history['accuracy']\n","\n","val_acc = history.history['val_accuracy']\n","\n","plt.plot(epochs, acc, 'b', label='Training acc')\n","plt.plot(epochs, val_acc, 'r', label='Validation acc')\n","plt.title('Training and Validation Accuracy')\n","plt.xlabel('Epochs')\n","plt.ylabel('Accuracy')\n","plt.legend()\n","plt.savefig(acc_image_path)\n","plt.show()"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2023-08-28T18:10:35.677357Z","iopub.status.busy":"2023-08-28T18:10:35.676671Z","iopub.status.idle":"2023-08-28T18:10:38.875817Z","shell.execute_reply":"2023-08-28T18:10:38.874822Z","shell.execute_reply.started":"2023-08-28T18:10:35.677322Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["31/31 [==============================] - 2s 31ms/step\n","Classification Report:\n"," precision recall f1-score support\n","\n"," CHECQUERED SKIPPER 1.0000 0.6667 0.8000 15\n"," ADONIS 0.8000 0.8889 0.8421 9\n"," BLUE MORPHO 0.9000 0.7500 0.8182 12\n"," SOUTHERN DOGFACE 0.6667 0.7273 0.6957 11\n"," STRAITED QUEEN 0.8000 0.8000 0.8000 10\n"," MESTRA 0.4545 1.0000 0.6250 10\n"," POPINJAY 1.0000 0.8333 0.9091 12\n"," MALACHITE 0.8750 0.8750 0.8750 8\n"," CLODIUS PARNASSIAN 0.5385 0.7778 0.6364 9\n"," SOOTYWING 0.7692 0.7692 0.7692 13\n"," LARGE MARBLE 1.0000 0.4167 0.5882 12\n"," QUESTION MARK 1.0000 0.4667 0.6364 15\n"," CLOUDED SULPHUR 0.5625 0.5294 0.5455 17\n"," COPPER TAIL 0.7000 0.5000 0.5833 14\n"," BECKERS WHITE 0.8824 0.7895 0.8333 19\n"," JULIA 1.0000 0.8750 0.9333 8\n"," RED CRACKER 0.9231 0.7500 0.8276 16\n"," INDRA SWALLOW 0.8000 0.8889 0.8421 9\n"," AN 88 1.0000 1.0000 1.0000 15\n"," METALMARK 0.7222 1.0000 0.8387 13\n"," SLEEPY ORANGE 0.7619 0.8421 0.8000 19\n"," RED SPOTTED PURPLE 0.7500 0.8571 0.8000 7\n"," PURPLE HAIRSTREAK 0.4375 0.6364 0.5185 11\n"," RED ADMIRAL 1.0000 0.6875 0.8148 16\n"," AMERICAN SNOOT 0.7143 0.6250 0.6667 8\n"," ELBOWED PIERROT 1.0000 1.0000 1.0000 10\n"," MOURNING CLOAK 0.9231 0.8889 0.9057 27\n"," BROWN SIPROETA 0.9000 0.8571 0.8780 21\n"," GREAT JAY 0.9444 0.8947 0.9189 19\n"," CRECENT 1.0000 0.5833 0.7368 12\n","AFRICAN GIANT SWALLOWTAIL 0.4706 1.0000 0.6400 8\n"," VICEROY 0.6667 0.8333 0.7407 12\n"," PEACOCK 1.0000 1.0000 1.0000 8\n"," ATALA 0.9474 0.9474 0.9474 19\n"," DANAID EGGFLY 0.7500 0.6667 0.7059 18\n"," SILVER SPOT SKIPPER 0.7500 0.8571 0.8000 7\n"," ORCHARD SWALLOW 0.9412 0.8421 0.8889 19\n"," GREY HAIRSTREAK 0.7143 0.8824 0.7895 17\n"," GREEN CELLED CATTLEHEART 0.6364 0.7000 0.6667 10\n"," PAINTED LADY 0.3889 1.0000 0.5600 7\n"," IPHICLUS SISTER 1.0000 0.8750 0.9333 16\n"," CLEOPATRA 0.8889 0.8000 0.8421 10\n"," BANDED PEACOCK 1.0000 0.8333 0.9091 12\n"," EASTERN COMA 0.8333 0.7692 0.8000 13\n"," EASTERN PINE ELFIN 0.7500 0.8571 0.8000 14\n"," COMMON WOOD-NYMPH 1.0000 0.7778 0.8750 9\n"," RED POSTMAN 1.0000 0.7857 0.8800 14\n"," CRIMSON PATCH 1.0000 0.9231 0.9600 13\n"," ULYSES 0.9167 0.9167 0.9167 12\n"," ZEBRA LONG WING 1.0000 0.9000 0.9474 10\n"," ORANGE OAKLEAF 0.9167 0.7857 0.8462 14\n"," PAPER KITE 0.9231 0.9231 0.9231 13\n"," BLUE SPOTTED CROW 0.7857 0.7857 0.7857 14\n"," BLACK HAIRSTREAK 0.8571 0.7500 0.8000 16\n"," GOLD BANDED 1.0000 0.7143 0.8333 7\n"," YELLOW SWALLOW TAIL 1.0000 0.9333 0.9655 15\n"," TWO BARRED FLASHER 1.0000 0.7273 0.8421 11\n"," CHESTNUT 0.8824 1.0000 0.9375 15\n"," PINE WHITE 0.7059 0.8571 0.7742 14\n"," CABBAGE WHITE 0.9231 0.7059 0.8000 17\n"," MILBERTS TORTOISESHELL 0.9375 0.7143 0.8108 21\n"," MANGROVE SKIPPER 0.7000 0.8750 0.7778 8\n"," COMMON BANDED AWL 1.0000 0.6000 0.7500 15\n"," CAIRNS BIRDWING 0.8333 0.9091 0.8696 11\n"," APPOLLO 0.8571 0.8000 0.8276 15\n"," ORANGE TIP 0.8000 1.0000 0.8889 4\n"," MONARCH 0.7857 0.9167 0.8462 12\n"," BANDED ORANGE HELICONIAN 0.7647 1.0000 0.8667 13\n"," GREAT EGGFLY 0.4286 0.6000 0.5000 10\n"," PURPLISH COPPER 0.4839 0.8333 0.6122 18\n"," EASTERN DAPPLE WHITE 0.7727 0.8947 0.8293 19\n"," SCARCE SWALLOW 0.8750 1.0000 0.9333 14\n"," TROPICAL LEAFWING 1.0000 0.7059 0.8276 17\n"," WOOD SATYR 1.0000 0.7778 0.8750 9\n"," PIPEVINE SWALLOW 1.0000 0.8750 0.9333 8\n","\n"," accuracy 0.8082 975\n"," macro avg 0.8362 0.8137 0.8093 975\n"," weighted avg 0.8464 0.8082 0.8131 975\n","\n"]}],"source":["y_pred = model.predict(X_test)\n","\n","y_pred = np.argmax(y_pred, axis=1)\n","\n","classification_rep = classification_report(y_test, y_pred, target_names=class_name, digits=4)\n","print(\"Classification Report:\\n\", classification_rep)\n","\n","classification_file = 'classification_report.txt'\n","with open(classification_file, 'w') as file:\n"," file.write(classification_rep)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.12"}},"nbformat":4,"nbformat_minor":4}