Dataset Versions

v4

2023-03-09 4:28pm

Generated on Mar 9, 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 87%
1809Images
Valid Set 8%
173Images
Test Set 4%
88Images

Preprocessing

Static Crop: 8-100% Horizontal Region, 26-100% Vertical Region
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 10% Minimum Zoom, 28% Maximum Zoom
Rotation: Between -2° and +2°
Grayscale: Apply to 11% of images
Noise: Up to 5% of pixels
Cutout: 8 boxes with 19% size each

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