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Shoe Type Classification, Detection, and Web-Harvested Dataset

This repository contains three shoe datasets:

  1. Shoe Type Classification Dataset: An image classification dataset for classifying different types of shoes (4,794 images).
  2. COCO Shoe Detection Dataset: An object detection and part segmentation dataset annotated in COCO format (545 images).
  3. Harvested Footwear Dataset: Unannotated footwear images programmatically gathered from Google Search (2,368 images).
  • Grand Total Images: 7,707

1. Shoe Type Classification Dataset (4,794 images)

  • Dataset Structure:
    • train/: 4,494 images total:
      • ballet_flats/: 600 images
      • boats/: 600 images
      • boots/: 249 images
      • brogues/: 600 images
      • clogs/: 600 images
      • flip_flops/: 249 images
      • loafers/: 249 images
      • sandals/: 249 images
      • sneakers/: 849 images
      • soccer_shoes/: 249 images
    • validation/: 300 images total (50 images per class):
      • boots/: 50 images
      • flip_flops/: 50 images
      • loafers/: 50 images
      • sandals/: 50 images
      • sneakers/: 50 images
      • soccer_shoes/: 50 images
  • Format: Image Classification folder structure (subfolders named after classes containing raw images)

2. COCO Shoe Detection Dataset (545 images)

  • Dataset Structure:
    • shoes_coco/train/: 281 images and _annotations.coco.json
    • shoes_coco/validation/: 149 images and _annotations.coco.json
    • shoes_coco/test/: 115 images and _annotations.coco.json
  • Format: COCO Object Detection format (images and bounding box/polygon annotations in a single JSON file per split).
  • Categories/Classes:
    • shoes (ID 0)
    • ankle (ID 1)
    • heel (ID 2)
    • left_foot (ID 3)
    • pinky (ID 4)
    • right_foot (ID 5)
    • toe (ID 6)

3. Harvested Footwear Dataset (2,368 images)

  • Dataset Structure:
    • harvested_shoes/: 2,368 images total.
  • Format: A single flat directory containing raw unannotated web-harvested images.
  • Source: Gathered from Google Search.

License

CC BY 4.0

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