Dataset Versions

v3

2023-12-18 10:33am

Generated on Dec 18, 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 83%
162Images
Valid Set 12%
23Images
Test Set 6%
11Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 1280x1280

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 75% Maximum Zoom
Rotation: Between -40° and +40°
Shear: ±30° Horizontal, ±13° Vertical
Cutout: 25 boxes with 4% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Crop: 0% Minimum Zoom, 52% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±9° Horizontal, ±21° Vertical

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