umar

road damage model

Object Detection

road damage model Image Dataset

v2

2023-10-15 3:30pm

Generated on Oct 15, 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.
Other Formats
Choose another format.

Dataset Split

Train Set 87%
1473Images
Valid Set 8%
141Images
Test Set 4%
70Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 50% of images
Saturation: Between -50% and +50%
Noise: Up to 5% of pixels
Cutout: 3 boxes with 10% size each