Dataset Versions

v3

resized640x640_aug3x

Generated on Dec 29, 2022

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Pascal VOC XML
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Dataset Split

Train Set 87%
2028Images
Valid Set 8%
194Images
Test Set 4%
97Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -10° and +10°
Shear: ±2° Horizontal, ±2° Vertical
Grayscale: Apply to 10% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -20% and +20%
Blur: Up to 1px
Cutout: 5 boxes with 3% size each

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