Casting Defects

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Surface_defects

Classification

Surface_defects Image Dataset

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Versions
2024-02-12 5:24pm
v3
Feb 12, 2024
2024-02-12 5:17pm
v2
Feb 12, 2024
v3

2024-02-12 5:24pm

Generated on Feb 12, 2024
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93 Total Images

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Dataset Split

Train Set 87%
81Images
Valid Set 9%
8Images
Test Set 4%
4Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -12° and +12°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 0.77% of pixels