v27

2024-09-18 6:55am

Generated on Sep 18, 2024

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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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Dataset Split

Train Set 83%
7652Images
Valid Set 11%
1015Images
Test Set 6%
531Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 80x80
Tile: 3 rows x 3 columns
Filter Null: Require at least 99% of images to contain annotations.

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Hue: Between -5° and +5°
Saturation: Between -5% and +5%
Brightness: Between -3% and +3%
Exposure: Between -1% and +1%
Noise: Up to 0.53% of pixels

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