Dataset Versions

v3

2023-04-03 8:36pm

Generated on Apr 3, 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 85%
4365Images
Valid Set 11%
560Images
Test Set 4%
224Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 23 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Mosaic: Applied
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Blur: Up to 10px
Bounding Box: Noise: Up to 5% of pixels

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