Dataset Versions

v1

2023-04-24 10:40pm

Generated on Apr 24, 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 90%
36Images
Valid Set 8%
3Images
Test Set 3%
1Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 26% Maximum Zoom
Rotation: Between -18° and +18°
Hue: Between -25° and +25°
Brightness: Between -34% and +34%
Blur: Up to 1.5px
Noise: Up to 2% of pixels
Cutout: 10 boxes with 15% size each
Mosaic: Applied
Bounding Box: Rotation: Between -7° and +7°
Bounding Box: Shear: ±14° Horizontal, ±10° Vertical
Bounding Box: Noise: Up to 6% of pixels

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