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Data directory organization (for internal reference only)

  1. Unsegmented Classification
  • Preprocess
    • Unbalanced_train\ISIC_2019_Training_Input(input): 25331 images
    • training/Processed: 25331 images
  • Unbalanced
    • training/Processed: 25331 images
  • Re-weighted
    • training/Processed: 25331 images
  • SMOTE
    • training/Processed(train): 25331 images
    • training_balanced(resampled): 61875 images
  • Balanced
    • training_balanced: 61875 images

  1. Conditional GAN Model

    • Preprocess
      • Segmentation/train/ISIC2018_Task1-2_Training_Input(input): 2594 images
      • Segmentation/Processed_train: 2594 images
    • Training Images
      • GAN/train/images: 2594 images
    • Validation Images
      • GAN/val/images: 100 images
    • Test
      • GAN/test/images: 11720 images

  2. Segmentation using BCD UNet

    • Training Images
      • Segmentation: 14314 images
    • Validation Images
      • Segmentation/Data: 100 images
    • Test
      • Classification/training/Processed: 25331 images

  3. Segmented Classification

    • Unbalanced
    • Segmented_train_120epochs: 25331 images
    • Re-weights
    • Segmented_train_120epochs: 25331 images
    • SMOTE
    • Segmented_train_120epochs(train): 25331 images
    • segmented_smote(resampled): 61875 images
    • Balanced
    • segmented_smote: 61875 images