v3

2024-06-01 7:59am

Generated on Jun 1, 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 82%
11424Images
Valid Set 12%
1663Images
Test Set 6%
819Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require at least 86% of images to contain annotations.

Augmentations

Outputs per training example: 2
Grayscale: Apply to 36% of images
Noise: Up to 1.25% of pixels
Cutout: 10 boxes with 5% size each
Mosaic: Applied

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