Dataset Versions

v3

2023-02-14 12:52pm

Generated on Feb 14, 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 97%
2790Images
Valid Set 2%
52Images
Test Set 1%
30Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 224x224
Modify Classes: 1 remapped, 0 dropped

Augmentations

Outputs per training example: 2
Rotation: Between -22° and +22°
Grayscale: Apply to 25% of images
Hue: Between -180° and +180°
Brightness: Between -20% and +20%
Blur: Up to 0.5px
Cutout: 3 boxes with 2% size each

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