IC Scratch Detection

Scratch Segmentation

Instance Segmentation

Scratch Segmentation Image Dataset

v3

Segment 3

Generated on Jan 2, 2024

Dataset Split

Train Set 88%
5910Images
Valid Set 8%
562Images
Test Set 4%
281Images

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°
Brightness: Between -25% and +25%
Exposure: Between -15% and +15%
Blur: Up to 2.8px
Noise: Up to 1.5% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -45° and +45°
Bounding Box: Brightness: Between -20% and +20%
Bounding Box: Exposure: Between -20% and +20%
Bounding Box: Blur: Up to 4px
Bounding Box: Noise: Up to 2% of pixels