v13

2023-12-11 9:04pm

Generated on Dec 11, 2023

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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 91%
2400Images
Valid Set 9%
239Images
Test Set 0%
8Images

Preprocessing

Resize: Stretch to 640x640
Modify Classes: 0 remapped, 1 dropped
Filter Null: Require at least 31% of images to contain annotations.

Augmentations

Outputs per training example: 3
Blur: Up to 0.25px
Mosaic: Applied
Bounding Box: Brightness: Between -14% and +14%
Bounding Box: Blur: Up to 4.5px
Bounding Box: Noise: Up to 5% of pixels

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