Hand Signs Dataset

v9

Revamping

Generated on Jun 20, 2022

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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 97%
11840Images
Valid Set 2%
251Images
Test Set 1%
96Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 14 remapped, 8 dropped

Augmentations

Outputs per training example: 10
Flip: Horizontal
Hue: Between -28° and +28°
Saturation: Between -9% and +9%
Brightness: Between -29% and +29%
Exposure: Between -15% and +15%
Blur: Up to 0.5px
Noise: Up to 1% of pixels
Bounding Box: Rotation: Between -25° and +25°

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