POTHOLES Dataset

v1

2022-01-29 1:26am

Generated on Jan 29, 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 92%
1596Images
Valid Set 6%
100Images
Test Set 2%
33Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 11% Maximum Zoom
Rotation: Between -5° and +5°
Blur: Up to 2.5px
Noise: Up to 3% of pixels
Bounding Box: Flip: Horizontal