Dataset Versions

v16

Eating_or_drink-asleep-distiracted_phone

Generated on Jun 29, 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 99%
4236Images
Valid Set 1%
32Images
Test Set 1%
23Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 5 remapped, 8 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Rotation: Between -17° and +17°
Saturation: Between -50% and +50%
Brightness: Between -30% and +30%
Exposure: Between -9% and +9%
Blur: Up to 1px
Noise: Up to 4% of pixels

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