Dataset Versions

v3

2022-11-14 7:02pm

Generated on Nov 14, 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.
Other Formats
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Dataset Split

Train Set 94%
2778Images
Valid Set 4%
109Images
Test Set 2%
55Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 27% Maximum Zoom
Rotation: Between -17° and +17°
Shear: ±15° Horizontal, ±16° Vertical
Saturation: Between -8% and +8%
Blur: Up to 2px
Noise: Up to 5% of pixels
Cutout: 7 boxes with 23% size each
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Rotation: Between -4° and +4°
Bounding Box: Blur: Up to 2px

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