Cognitive Smart City

Pothole Detection

Object Detection

Pothole Detection Image Dataset

v1

2024-02-26 11:45am

Generated on Feb 26, 2024

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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.
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Dataset Split

Train Set 91%
2295Images
Valid Set 5%
135Images
Test Set 3%
81Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Saturation: Between -25% and +25%
Noise: Up to 0.1% of pixels