Nike Adidas and Converse Shoes Classification

Classification

Dataset Versions

v5

70-20-10split-augmented3x

Generated on Oct 12, 2022

Dataset Split

Train Set 87%
1728Images
Valid Set 8%
166Images
Test Set 4%
83Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 35% Maximum Zoom
Rotation: Between -15° and +15°
Grayscale: Apply to 5% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -20% and +20%
Exposure: Between -25% and +25%
Blur: Up to 0.5px
Cutout: 5 boxes with 3% size each

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