singapore institute of technology

AI Crack Detection

Instance Segmentation

AI Crack Detection Image Dataset

v1

2023-07-06 12:52am

Generated on Jul 5, 2023

Dataset Split

Train Set 88%
33828Images
Valid Set 8%
3220Images
Test Set 4%
1612Images

Preprocessing

Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Auto-Adjust Contrast: Using Adaptive Equalization
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Noise: Up to 5% of pixels
Bounding Box: Blur: Up to 2.5px
Bounding Box: Noise: Up to 5% of pixels