Dataset Versions

v12

2023-12-10 1:43pm

Generated on Dec 10, 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.
Other Formats
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Dataset Split

Train Set 88%
1695Images
Valid Set 11%
213Images
Test Set 0%
8Images

Preprocessing

Resize: Stretch to 640x640
Modify Classes: 0 remapped, 0 dropped
Filter Null: Require at least 78% of images to contain annotations.

Augmentations

Outputs per training example: 3
Cutout: 5 boxes with 4% size each
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Exposure: Between -84% and +84%
Bounding Box: Blur: Up to 11px
Bounding Box: Noise: Up to 5% of pixels

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