Car Damage Detection Final

Cars-Part-Damage-Detection

Object Detection

Cars-Part-Damage-Detection Image Dataset

v4

fine-tune

Generated on Sep 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 74%
264Images
Valid Set 13%
46Images
Test Set 13%
48Images

Preprocessing

Auto-Orient: Applied
Modify Classes: 4 remapped, 21 dropped
Filter by Tag: 0 required, 1 dropped

Augmentations

Outputs per training example: 3
Hue: Between -20° and +20°
Saturation: Between -20% and +20%
Blur: Up to 1.5px
Noise: Up to 5% of pixels