Dataset Versions

v10

2023-04-08 8:06pm

Generated on Apr 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 90%
1515Images
Valid Set 7%
113Images
Test Set 4%
62Images

Preprocessing

Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Grayscale: Apply to 50% of images
Brightness: Between -33% and +33%
Blur: Up to 1.5px
Noise: Up to 5% of pixels
Cutout: 5 boxes with 21% size each
Mosaic: Applied
Bounding Box: Rotation: Between -20° and +20°

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