v4

2023-04-05 1:30pm

Generated on Apr 5, 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 81%
778Images
Valid Set 13%
129Images
Test Set 6%
59Images

Preprocessing

Resize: Stretch to 1800x1000
Modify Classes: 15 remapped, 48 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 30% Maximum Zoom
Rotation: Between -17° and +17°
Shear: ±16° Horizontal, ±10° Vertical
Mosaic: Applied

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