Dataset Versions

v11

2022-12-12 2:51pm

Generated on Dec 12, 2022

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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
Isolate Objects: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640
Modify Classes: 5 remapped, 0 dropped

Augmentations

Outputs per training example: 1
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -12° and +12°
Shear: ±8° Horizontal, ±12° Vertical
Hue: Between -180° and +180°
Saturation: Between -55% and +55%
Brightness: Between -56% and +56%
Exposure: Between -47% and +47%
Blur: Up to 7px
Noise: Up to 25% of pixels
Mosaic: Applied