IC Scratch Detection

Scratch Segmentation

Instance Segmentation

Scratch Segmentation Image Dataset

v6

Final Version

Generated on Jan 8, 2024

Dataset Split

Train Set 82%
1605Images
Valid Set 12%
234Images
Test Set 6%
116Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -45° and +45°
Shear: ±10° Horizontal, ±10° Vertical
Brightness: Between -25% and +25%
Exposure: Between -15% and +15%
Blur: Up to 2.8px
Noise: Up to 1.5% of pixels