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VIA thesis

Classification

VIA thesis Image Dataset

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Versions
2024-05-19 3:35am
v2
May 18, 2024
2024-05-17 10:45pm
v1
May 17, 2024
v2

2024-05-19 3:35am

Generated on May 18, 2024
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395 Total Images

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Dataset Split

Train Set 87%
345Images
Valid Set 8%
32Images
Test Set 5%
18Images

Preprocessing

Auto-Orient: Applied
Static Crop: 20-80% Horizontal Region, 20-80% Vertical Region
Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -45° and +45°
Shear: ±14° Horizontal, ±8° Vertical
Grayscale: Apply to 15% of images
Exposure: Between -10% and +10%
Noise: Up to 0.54% of pixels