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chessrecog

Object Detection

chessrecog Image Dataset

v2

2022-05-24 11:06am

Generated on May 24, 2022

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 82%
990Images
Valid Set 7%
85Images
Test Set 11%
136Images

Preprocessing

Auto-Orient: Applied
Static Crop: 0-100% Horizontal Region, 3-100% Vertical Region
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -10° and +10°
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Exposure: Between -60% and +60%
Bounding Box: Blur: Up to 2px
Bounding Box: Noise: Up to 16% of pixels