Areesha Waseem

Damage Model

Object Detection

Damage Model Image Dataset

v1

2023-12-08 8:19am

Generated on Dec 8, 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 92%
18438Images
Valid Set 4%
768Images
Test Set 4%
769Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 47% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
outersole-midsole-uppersole-heel
3260 images
0-1-2-3
9773 images
outersole-midsole-uppersole-heel
3142 images