Dataset Versions

v12

2023-12-29 1:18pm

Generated on Dec 29, 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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Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 16% Maximum Zoom
Rotation: Between -8° and +8°
Shear: ±8° Horizontal, ±8° Vertical
Brightness: Between -7% and +7%
Exposure: Between -4% and +4%
Blur: Up to 0.25px
Noise: Up to 1% of pixels

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