fyp

Chess Piece Detection FYP

Object Detection

Chess Piece Detection FYP Image Dataset

v4

4 - Seperate B-W

Generated on Jul 18, 2023

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 87%
927Images
Valid Set 8%
85Images
Test Set 5%
52Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x480
Modify Classes: 12 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Rotation: Between -25° and +25°
Grayscale: Apply to 15% of images
Saturation: Between -40% and +40%
Brightness: Between -25% and +25%
Exposure: Between -15% and +15%