v1

2023-10-10 7:39pm

Generated on Oct 10, 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 86%
1482Images
Valid Set 10%
171Images
Test Set 4%
75Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 13-75% Horizontal Region, 21-85% Vertical Region
Resize: Fit (reflect edges) in 430x430
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 11% Maximum Zoom
Brightness: Between -25% and +25%
Bounding Box: Flip: Horizontal, Vertical

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