Damage Type Dataset

v1

Damage Type V1

Generated on Jan 21, 2022

Popular Download Formats

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 88%
9630Images
Valid Set 8%
917Images
Test Set 4%
458Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal
Blur: Up to 2px
Noise: Up to 5% of pixels
Mosaic: Applied
Undamaged-Minor-Moderate-Heavy
4636 images
DamageType-YOLOv3
463 images