Dataset Versions

v5

2022-07-19 4:43pm

Generated on Jul 19, 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 92%
8304Images
Valid Set 4%
348Images
Test Set 4%
348Images

Preprocessing

Resize: Stretch to 1280x1280
Modify Classes: 0 remapped, 41 dropped

Augmentations

Outputs per training example: 3
Cutout: 3 boxes with 12% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 26% Maximum Zoom
Bounding Box: Blur: Up to 3px
Bounding Box: Noise: Up to 3% of pixels

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