Dataset Versions

v5

2023-01-17 12:23am

Generated on Jan 16, 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 88%
3855Images
Valid Set 8%
338Images
Test Set 4%
172Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -10° and +10°
Brightness: Between -15% and +15%
Blur: Up to 1px
Noise: Up to 1% of pixels
Cutout: 3 boxes with 20% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Brightness: Between -4% and +4%

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