Dataset Versions

v1

2022-09-15 11:48am

Generated on Sep 15, 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 91%
123Images
Valid Set 6%
8Images
Test Set 3%
4Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 460x460
Modify Classes: 0 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±17° Vertical
Saturation: Between -48% and +48%
Blur: Up to 2px
Noise: Up to 2% of pixels
Cutout: 5 boxes with 5% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down

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