Dataset Versions

v10

All_aug-1x_less-distortion

Generated on Feb 22, 2022

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Dataset Split

Train Set 80%
1176Images
Valid Set 15%
215Images
Test Set 6%
86Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 480x480

Augmentations

Outputs per training example: 1
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -5° and +5°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Hue: Between -20° and +20°
Saturation: Between -35% and +35%
Exposure: Between -10% and +10%
Noise: Up to 1% of pixels
Cutout: 3 boxes with 15% size each
Bounding Box: Blur: Up to 0.25px

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