From 2d877f53ca8bcd8694ee61a86fe3ab728e513b78 Mon Sep 17 00:00:00 2001 From: Yash Kumar Saini <115717039+yashksaini-coder@users.noreply.github.com> Date: Thu, 10 Oct 2024 21:47:36 +0530 Subject: [PATCH 1/7] Create app.py --- Landmark-Detection/app.py | 1 + 1 file changed, 1 insertion(+) create mode 100644 Landmark-Detection/app.py diff --git a/Landmark-Detection/app.py b/Landmark-Detection/app.py new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/Landmark-Detection/app.py @@ -0,0 +1 @@ + From 3c619f4cf03eac94ddff520d21c7e9bda1a75596 Mon Sep 17 00:00:00 2001 From: Yash Kumar Saini <115717039+yashksaini-coder@users.noreply.github.com> Date: Thu, 10 Oct 2024 21:48:22 +0530 Subject: [PATCH 2/7] Add all files --- Landmark-Detection/README.md | 2 + .../landmark-detection-tfhub.ipynb | 372 ++++++++++++++++++ Landmark-Detection/requirements.txt | 6 + 3 files changed, 380 insertions(+) create mode 100644 Landmark-Detection/README.md create mode 100644 Landmark-Detection/landmark-detection-tfhub.ipynb create mode 100644 Landmark-Detection/requirements.txt diff --git a/Landmark-Detection/README.md b/Landmark-Detection/README.md new file mode 100644 index 000000000..ae016bee0 --- /dev/null +++ b/Landmark-Detection/README.md @@ -0,0 +1,2 @@ +# Landmark-Detection +Landmark Detection detects popular natural and human-made structures within an image. diff --git a/Landmark-Detection/landmark-detection-tfhub.ipynb b/Landmark-Detection/landmark-detection-tfhub.ipynb new file mode 100644 index 000000000..763fc3ba5 --- /dev/null +++ b/Landmark-Detection/landmark-detection-tfhub.ipynb @@ -0,0 +1,372 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "koOC9VRF8TdO" + }, + "source": [ + "# Web Application for Landmark Detection\n", + "\n", + "- Build a web application that can detect landmarks in images using a pre-trained model provided by Tensorflow-Hub on [Kaggle](https://www.kaggle.com/models/google/landmarks/tensorFlow1/classifier-asia-v1).\n", + "- The Variation of the model is `classifier-asia-v1`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Improting Libraries\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "51UpJe3BjO73" + }, + "outputs": [], + "source": [ + "# Importing the basic libraries\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import PIL.Image as Image\n", + "import tensorflow as tf\n", + "import tensorflow_hub as hub # type: ignore\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GEQhxWleVuIX" + }, + "source": [ + "**Load the model**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "Uov_ATfyKsUx" + }, + "outputs": [], + "source": [ + "TF_MODEL_URL = 'https://tfhub.dev/google/on_device_vision/classifier/landmarks_classifier_asia_V1/1'\n", + "LABEL_MAP_URL = 'https://www.gstatic.com/aihub/tfhub/labelmaps/landmarks_classifier_asia_V1_label_map.csv'\n", + "IMAGE_SHAPE = (321, 321)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "id": "sbUTlZpNN9wV" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Saver not created because there are no variables in the graph to restore\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Saver not created because there are no variables in the graph to restore\n" + ] + } + ], + "source": [ + "classifier = tf.keras.Sequential([\n", + " tf.keras.layers.InputLayer(input_shape=IMAGE_SHAPE+(3,)),\n", + " tf.keras.layers.Lambda(lambda x: hub.KerasLayer(TF_MODEL_URL, output_key='predictions:logits')(x))\n", + "])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "MSMbwGHkjoaB" + }, + "outputs": [], + "source": [ + "df = pd.read_csv(LABEL_MAP_URL)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "id": "M2ZYXPO8jodB" + }, + "outputs": [], + "source": [ + "label_map = dict(zip(df.id, df.name))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "Aq0TUBQCjofg" + }, + "outputs": [], + "source": [ + "img_loc = \"images/image2.jpeg\"" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "id": "oSySc7-8kO6_" + }, + "outputs": [], + "source": [ + "img = Image.open(img_loc).resize(IMAGE_SHAPE)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "id": "pNQBI_0MkO9U" + }, + "outputs": [ + { + "data": { + "image/jpeg": 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", 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", + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "id": "j5okv2i7kO_1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(321, 321, 3)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = np.array(img)/255.0\n", + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "id": "dBVMLsGpyA3j" + }, + "outputs": [], + "source": [ + "img = img[np.newaxis, ...]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "id": "lYSX2_wsxiAM" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 321, 321, 3)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "id": "1qttyE4PkYTG" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step\n" + ] + } + ], + "source": [ + "result = classifier.predict(img)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "FXrttmJKkYVu" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.11049077, 0.09116428, 0.00659586, ..., -0.1137985 ,\n", + " 0.0403024 , -0.04766773]], dtype=float32)" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "id": "5USw-oqZkb-M" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'India Gate'" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "label_map[np.argmax(result)]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iSEA0awVV5pK" + }, + "source": [ + "**Define prediction Function**" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "id": "ntwtYkA0-rYt" + }, + "outputs": [], + "source": [ + "class_names=list(label_map.values())" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "id": "RQDmVdTUK7M7" + }, + "outputs": [], + "source": [ + "def classify_image(image):\n", + " img = np.array(image)/255.0\n", + " img = img[np.newaxis, ...]\n", + " prediction = classifier.predict(img)\n", + " return label_map[np.argmax(prediction)]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9YnST63vV9MD" + }, + "source": [ + "**Streamlit UI in few lines of code!**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "u3tpADRuMF1d" + }, + "outputs": [], + "source": [ + "import streamlit as st\n", + "\n", + "# Streamlit app\n", + "st.title(\"Landmark Detection Web App\")\n", + "\n", + "uploaded_file = st.file_uploader(\"Choose an image...\", type=\"jpeg\")\n", + "\n", + "if uploaded_file is not None:\n", + " image = Image.open(uploaded_file).resize(IMAGE_SHAPE)\n", + " st.image(image, caption='Uploaded Image.', use_column_width=True)\n", + " st.write(\"\")\n", + " st.write(\"Classifying...\")\n", + " label = classify_image(image)\n", + " st.write(f\"Prediction: {label}\")" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "landmark-detection-gradio-tfhub", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Landmark-Detection/requirements.txt b/Landmark-Detection/requirements.txt new file mode 100644 index 000000000..a7fcbe185 --- /dev/null +++ b/Landmark-Detection/requirements.txt @@ -0,0 +1,6 @@ +streamlit +Pillow +numpy +pandas +tensorflow +tensorflow-hub \ No newline at end of file From 9faca0035d932e80c58960dddc1303b9c8843673 Mon Sep 17 00:00:00 2001 From: Yash Kumar Saini <115717039+yashksaini-coder@users.noreply.github.com> Date: Thu, 10 Oct 2024 21:49:15 +0530 Subject: [PATCH 3/7] Recreated streamlit web app from tfhub jupyter notebook --- Landmark-Detection/app.py | 42 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/Landmark-Detection/app.py b/Landmark-Detection/app.py index 8b1378917..bbd1409c6 100644 --- a/Landmark-Detection/app.py +++ b/Landmark-Detection/app.py @@ -1 +1,43 @@ +import streamlit as st +from PIL import Image +import numpy as np +import pandas as pd +import tensorflow as tf +import tensorflow_hub as hub # type: ignore + +# Load the model +TF_MODEL_URL = 'https://tfhub.dev/google/on_device_vision/classifier/landmarks_classifier_asia_V1/1' +IMAGE_SHAPE = (321, 321) + +classifier = tf.keras.Sequential([ + tf.keras.layers.InputLayer(shape=IMAGE_SHAPE+(3,)), + tf.keras.layers.Lambda(lambda x: hub.KerasLayer(TF_MODEL_URL, output_key='predictions:logits')(x)) +]) + +# Load the label map +LABEL_MAP_URL = 'https://www.gstatic.com/aihub/tfhub/labelmaps/landmarks_classifier_asia_V1_label_map.csv' +df = pd.read_csv(LABEL_MAP_URL) +label_map = dict(zip(df.id, df.name)) + +# Define the prediction function +def classify_image(image): + img = np.array(image)/255.0 + img = img[np.newaxis, ...] + prediction = classifier.predict(img) + return label_map[np.argmax(prediction)] + +# Streamlit app +st.title("Landmark Detection Web App") + +uploaded_file = st.file_uploader("Choose an image...", type="jpeg") + +if uploaded_file is not None: + st.success("Image uploaded successfully!") + image = Image.open(uploaded_file).resize(IMAGE_SHAPE) + st.image(image, caption='Uploaded Image.', use_column_width=True) + + if st.button("Classify Image"): + with st.spinner('Classifying...'): + label = classify_image(image) + st.success(f"Prediction: {label}") From 53962e2aa43a28fb25d34432c6ef8c918b6abf26 Mon Sep 17 00:00:00 2001 From: Yash Kumar Saini <115717039+yashksaini-coder@users.noreply.github.com> Date: Thu, 10 Oct 2024 21:50:37 +0530 Subject: [PATCH 4/7] Add Test images --- Landmark-Detection/images/image1.jpeg | Bin 0 -> 158726 bytes Landmark-Detection/images/image2.jpeg | Bin 0 -> 34130 bytes Landmark-Detection/images/image3.jpeg | Bin 0 -> 21342 bytes Landmark-Detection/images/image4.jpeg | Bin 0 -> 20468 bytes Landmark-Detection/images/image5.jpeg | Bin 0 -> 24908 bytes 5 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 Landmark-Detection/images/image1.jpeg create mode 100644 Landmark-Detection/images/image2.jpeg create mode 100644 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zD9IbbTVw9eDk!JlWpIk6m76Nc%11RIgF#*MgGCjFQ&q>5)k%ip1yC+5;g{5)29d5f zVI(!8Mo;YR`O!r@ZK7vUU83AWAyLy%%{SxeaHIbK#r)`^idKy>XFrNh{{XA`(mKhf zB6KIqK_8tIQX6tLb8??EPC^XLq9YM*puQ-gs~lxkGE{?SI6GUCJi`iP!E#uIw=3$* zF-t`jNYddU1&#CdfdJ}TKWb^Bc$loWKoQGKWRIOC6mMm5nm2N!tXPnHCAD(v Date: Sun, 13 Oct 2024 05:43:28 +0000 Subject: [PATCH 5/7] Restructured the Landmark Detection application --- .../Model/landmark-detection-tfhub.ipynb | 372 ++++++++++++++++++ Landmark Detection/Web app/README.md | 2 + Landmark Detection/Web app/app.py | 43 ++ Landmark Detection/images/image1.jpeg | Bin 0 -> 158726 bytes Landmark Detection/images/image2.jpeg | Bin 0 -> 34130 bytes Landmark Detection/images/image3.jpeg | Bin 0 -> 21342 bytes Landmark Detection/images/image4.jpeg | Bin 0 -> 20468 bytes Landmark Detection/images/image5.jpeg | Bin 0 -> 24908 bytes Landmark Detection/requirements.txt | 6 + 9 files changed, 423 insertions(+) create mode 100644 Landmark Detection/Model/landmark-detection-tfhub.ipynb create mode 100644 Landmark Detection/Web app/README.md create mode 100644 Landmark Detection/Web app/app.py create mode 100644 Landmark Detection/images/image1.jpeg create mode 100644 Landmark Detection/images/image2.jpeg create mode 100644 Landmark Detection/images/image3.jpeg create mode 100644 Landmark Detection/images/image4.jpeg create mode 100644 Landmark Detection/images/image5.jpeg create mode 100644 Landmark Detection/requirements.txt diff --git a/Landmark Detection/Model/landmark-detection-tfhub.ipynb b/Landmark Detection/Model/landmark-detection-tfhub.ipynb new file mode 100644 index 000000000..763fc3ba5 --- /dev/null +++ b/Landmark Detection/Model/landmark-detection-tfhub.ipynb @@ -0,0 +1,372 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "koOC9VRF8TdO" + }, + "source": [ + "# Web Application for Landmark Detection\n", + "\n", + "- Build a web application that can detect landmarks in images using a pre-trained model provided by Tensorflow-Hub on [Kaggle](https://www.kaggle.com/models/google/landmarks/tensorFlow1/classifier-asia-v1).\n", + "- The Variation of the model is `classifier-asia-v1`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Improting Libraries\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "51UpJe3BjO73" + }, + "outputs": [], + "source": [ + "# Importing the basic libraries\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import PIL.Image as Image\n", + "import tensorflow as tf\n", + "import tensorflow_hub as hub # type: ignore\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GEQhxWleVuIX" + }, + "source": [ + "**Load the model**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "Uov_ATfyKsUx" + }, + "outputs": [], + "source": [ + "TF_MODEL_URL = 'https://tfhub.dev/google/on_device_vision/classifier/landmarks_classifier_asia_V1/1'\n", + "LABEL_MAP_URL = 'https://www.gstatic.com/aihub/tfhub/labelmaps/landmarks_classifier_asia_V1_label_map.csv'\n", + "IMAGE_SHAPE = (321, 321)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "id": "sbUTlZpNN9wV" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Saver not created because there are no variables in the graph to restore\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Saver not created because there are no variables in the graph to restore\n" + ] + } + ], + "source": [ + "classifier = tf.keras.Sequential([\n", + " tf.keras.layers.InputLayer(input_shape=IMAGE_SHAPE+(3,)),\n", + " tf.keras.layers.Lambda(lambda x: hub.KerasLayer(TF_MODEL_URL, output_key='predictions:logits')(x))\n", + "])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "MSMbwGHkjoaB" + }, + "outputs": [], + "source": [ + "df = pd.read_csv(LABEL_MAP_URL)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "id": "M2ZYXPO8jodB" + }, + "outputs": [], + "source": [ + "label_map = dict(zip(df.id, df.name))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "Aq0TUBQCjofg" + }, + "outputs": [], + "source": [ + "img_loc = \"images/image2.jpeg\"" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "id": "oSySc7-8kO6_" + }, + "outputs": [], + "source": [ + "img = Image.open(img_loc).resize(IMAGE_SHAPE)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "id": "pNQBI_0MkO9U" + }, + "outputs": [ + { + "data": { + "image/jpeg": 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", 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", + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "id": "j5okv2i7kO_1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(321, 321, 3)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = np.array(img)/255.0\n", + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "id": "dBVMLsGpyA3j" + }, + "outputs": [], + "source": [ + "img = img[np.newaxis, ...]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "id": "lYSX2_wsxiAM" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 321, 321, 3)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "id": "1qttyE4PkYTG" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step\n" + ] + } + ], + "source": [ + "result = classifier.predict(img)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "FXrttmJKkYVu" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.11049077, 0.09116428, 0.00659586, ..., -0.1137985 ,\n", + " 0.0403024 , -0.04766773]], dtype=float32)" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "id": "5USw-oqZkb-M" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'India Gate'" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "label_map[np.argmax(result)]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iSEA0awVV5pK" + }, + "source": [ + "**Define prediction Function**" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "id": "ntwtYkA0-rYt" + }, + "outputs": [], + "source": [ + "class_names=list(label_map.values())" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "id": "RQDmVdTUK7M7" + }, + "outputs": [], + "source": [ + "def classify_image(image):\n", + " img = np.array(image)/255.0\n", + " img = img[np.newaxis, ...]\n", + " prediction = classifier.predict(img)\n", + " return label_map[np.argmax(prediction)]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9YnST63vV9MD" + }, + "source": [ + "**Streamlit UI in few lines of code!**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "u3tpADRuMF1d" + }, + "outputs": [], + "source": [ + "import streamlit as st\n", + "\n", + "# Streamlit app\n", + "st.title(\"Landmark Detection Web App\")\n", + "\n", + "uploaded_file = st.file_uploader(\"Choose an image...\", type=\"jpeg\")\n", + "\n", + "if uploaded_file is not None:\n", + " image = Image.open(uploaded_file).resize(IMAGE_SHAPE)\n", + " st.image(image, caption='Uploaded Image.', use_column_width=True)\n", + " st.write(\"\")\n", + " st.write(\"Classifying...\")\n", + " label = classify_image(image)\n", + " st.write(f\"Prediction: {label}\")" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "landmark-detection-gradio-tfhub", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Landmark Detection/Web app/README.md b/Landmark Detection/Web app/README.md new file mode 100644 index 000000000..ae016bee0 --- /dev/null +++ b/Landmark Detection/Web app/README.md @@ -0,0 +1,2 @@ +# Landmark-Detection +Landmark Detection detects popular natural and human-made structures within an image. diff --git a/Landmark Detection/Web app/app.py b/Landmark Detection/Web app/app.py new file mode 100644 index 000000000..bbd1409c6 --- /dev/null +++ b/Landmark Detection/Web app/app.py @@ -0,0 +1,43 @@ +import streamlit as st +from PIL import Image + +import numpy as np +import pandas as pd +import tensorflow as tf +import tensorflow_hub as hub # type: ignore + +# Load the model +TF_MODEL_URL = 'https://tfhub.dev/google/on_device_vision/classifier/landmarks_classifier_asia_V1/1' +IMAGE_SHAPE = (321, 321) + +classifier = tf.keras.Sequential([ + tf.keras.layers.InputLayer(shape=IMAGE_SHAPE+(3,)), + tf.keras.layers.Lambda(lambda x: hub.KerasLayer(TF_MODEL_URL, output_key='predictions:logits')(x)) +]) + +# Load the label map +LABEL_MAP_URL = 'https://www.gstatic.com/aihub/tfhub/labelmaps/landmarks_classifier_asia_V1_label_map.csv' +df = pd.read_csv(LABEL_MAP_URL) +label_map = dict(zip(df.id, df.name)) + +# Define the prediction function +def classify_image(image): + img = np.array(image)/255.0 + img = img[np.newaxis, ...] + prediction = classifier.predict(img) + return label_map[np.argmax(prediction)] + +# Streamlit app +st.title("Landmark Detection Web App") + +uploaded_file = st.file_uploader("Choose an image...", type="jpeg") + +if uploaded_file is not None: + st.success("Image uploaded successfully!") + image = Image.open(uploaded_file).resize(IMAGE_SHAPE) + st.image(image, caption='Uploaded Image.', use_column_width=True) + + if st.button("Classify Image"): + with st.spinner('Classifying...'): + label = classify_image(image) + st.success(f"Prediction: {label}") diff --git a/Landmark Detection/images/image1.jpeg b/Landmark 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Landmark-Detection/images/image1.jpeg delete mode 100644 Landmark-Detection/images/image2.jpeg delete mode 100644 Landmark-Detection/images/image3.jpeg delete mode 100644 Landmark-Detection/images/image4.jpeg delete mode 100644 Landmark-Detection/images/image5.jpeg delete mode 100644 Landmark-Detection/landmark-detection-tfhub.ipynb delete mode 100644 Landmark-Detection/requirements.txt diff --git a/Landmark-Detection/README.md b/Landmark-Detection/README.md deleted file mode 100644 index ae016bee0..000000000 --- a/Landmark-Detection/README.md +++ /dev/null @@ -1,2 +0,0 @@ -# Landmark-Detection -Landmark Detection detects popular natural and human-made structures within an image. diff --git a/Landmark-Detection/app.py b/Landmark-Detection/app.py deleted file mode 100644 index bbd1409c6..000000000 --- a/Landmark-Detection/app.py +++ /dev/null @@ -1,43 +0,0 @@ -import streamlit as st -from PIL import Image - -import numpy as np -import pandas as pd -import tensorflow as tf -import tensorflow_hub as hub # type: ignore - -# Load the model -TF_MODEL_URL = 'https://tfhub.dev/google/on_device_vision/classifier/landmarks_classifier_asia_V1/1' -IMAGE_SHAPE = (321, 321) - -classifier = tf.keras.Sequential([ - tf.keras.layers.InputLayer(shape=IMAGE_SHAPE+(3,)), - tf.keras.layers.Lambda(lambda x: hub.KerasLayer(TF_MODEL_URL, output_key='predictions:logits')(x)) -]) - -# Load the label map -LABEL_MAP_URL = 'https://www.gstatic.com/aihub/tfhub/labelmaps/landmarks_classifier_asia_V1_label_map.csv' -df = pd.read_csv(LABEL_MAP_URL) -label_map = dict(zip(df.id, df.name)) - -# Define the prediction function -def classify_image(image): - img = np.array(image)/255.0 - img = img[np.newaxis, ...] - prediction = classifier.predict(img) - return label_map[np.argmax(prediction)] - -# Streamlit app -st.title("Landmark Detection Web App") - -uploaded_file = st.file_uploader("Choose an image...", type="jpeg") - -if uploaded_file is not None: - st.success("Image uploaded successfully!") - image = Image.open(uploaded_file).resize(IMAGE_SHAPE) - st.image(image, caption='Uploaded Image.', use_column_width=True) - - if st.button("Classify Image"): - with st.spinner('Classifying...'): - label = classify_image(image) - st.success(f"Prediction: {label}") diff --git a/Landmark-Detection/images/image1.jpeg b/Landmark-Detection/images/image1.jpeg deleted file mode 100644 index f432fcf08cc5c456f24c603ba8dcd35a3970c187..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 158726 zcmbTddpwhW{6D;zQ_gA_=9FS1G9+hH8Rk5d((=J7rpTOf2tzuonR6txnuUrehY3Y& z)4^#ZIVF>`oTaFKSKr@#cs%aE?)$!Mj|UIewOz0G;rV*Lp0DTicku5xNCt~>#DKtH zFvu790sZ|0vN(#fvpw#HGgl8drxz4@K0rMRrEj2)hzuu&1gJY=?bWgFcJ}H~rUu9Z z>ZC}&OT>s6bt`o<1F^rupras&fWW^Oa0mh~AyFYAK|vug5fNcg2{8!?aWQdmNvYj3 zl2Wo#;^H#$GO~N1a&mGK(h4wnC~P-W4*Ksyz!2aXL7`njLc5@n;*!w+&&S^ukgO<# zDhPsr_ksju!4O&S-*%812m}@aLj4!*|8al?fO`}c5#1#w4xCUc0}=p3AOeDre|HU> z9S{5;Bq%GiTLWb)yvM^&WG@M7n3VZIRP#u6s~oO(d7qJgSn@70c?FoF(ta&%1X9QN 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- "data": { - "text/plain": [ - "(1, 321, 321, 3)" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "img.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "id": "1qttyE4PkYTG" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step\n" - ] - } - ], - "source": [ - "result = classifier.predict(img)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "id": "FXrttmJKkYVu" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0.11049077, 0.09116428, 0.00659586, ..., -0.1137985 ,\n", - " 0.0403024 , -0.04766773]], dtype=float32)" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "id": "5USw-oqZkb-M" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "'India Gate'" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "label_map[np.argmax(result)]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "iSEA0awVV5pK" - }, - "source": [ - "**Define prediction Function**" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "id": "ntwtYkA0-rYt" - }, - "outputs": [], - "source": [ - "class_names=list(label_map.values())" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "id": "RQDmVdTUK7M7" - }, - "outputs": [], - "source": [ - "def classify_image(image):\n", - " img = np.array(image)/255.0\n", - " img = img[np.newaxis, ...]\n", - " prediction = classifier.predict(img)\n", - " return label_map[np.argmax(prediction)]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "9YnST63vV9MD" - }, - "source": [ - "**Streamlit UI in few lines of code!**" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "u3tpADRuMF1d" - }, - "outputs": [], - "source": [ - "import streamlit as st\n", - "\n", - "# Streamlit app\n", - "st.title(\"Landmark Detection Web App\")\n", - "\n", - "uploaded_file = st.file_uploader(\"Choose an image...\", type=\"jpeg\")\n", - "\n", - "if uploaded_file is not None:\n", - " image = Image.open(uploaded_file).resize(IMAGE_SHAPE)\n", - " st.image(image, caption='Uploaded Image.', use_column_width=True)\n", - " st.write(\"\")\n", - " st.write(\"Classifying...\")\n", - " label = classify_image(image)\n", - " st.write(f\"Prediction: {label}\")" - ] - } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "landmark-detection-gradio-tfhub", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3", - "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": "3.12.5" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/Landmark-Detection/requirements.txt b/Landmark-Detection/requirements.txt deleted file mode 100644 index a7fcbe185..000000000 --- a/Landmark-Detection/requirements.txt +++ /dev/null @@ -1,6 +0,0 @@ -streamlit -Pillow -numpy -pandas -tensorflow -tensorflow-hub \ No newline at end of file From 9efe73b550ab94114632a7f2594a67b0cbd37021 Mon Sep 17 00:00:00 2001 From: Yash Kumar Saini <115717039+yashksaini-coder@users.noreply.github.com> Date: Sun, 13 Oct 2024 07:28:57 +0000 Subject: [PATCH 7/7] Add proper Video --- Landmark Detection/Final-video.mp4 | Bin 0 -> 4727884 bytes Landmark Detection/README.md | 27 +++++++++++++++++++++++++++ Landmark Detection/Web app/README.md | 2 -- Landmark Detection/image.png | Bin 0 -> 54858 bytes 4 files changed, 27 insertions(+), 2 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