Dataset Versions

v4

2023-12-28 9:57pm

Generated on Dec 28, 2023

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 85%
1950Images
Valid Set 10%
231Images
Test Set 4%
102Images

Preprocessing

Auto-Orient: Applied
Dynamic Crop: Class: Pothole
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Saturation: Between -25% and +25%
Bounding Box: Noise: Up to 5% of pixels

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