Dataset Versions

v22

v8-LabelAssist_plusVehicles-Machinery-aug5xMosaic

Generated on Dec 23, 2022

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Pascal VOC XML
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Dataset Split

Train Set 93%
2350Images
Valid Set 4%
100Images
Test Set 3%
71Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 14 remapped, 17 dropped

Augmentations

Outputs per training example: 5
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -12° and +12°
Shear: ±2° Horizontal, ±2° Vertical
Grayscale: Apply to 10% of images
Hue: Between -15° and +15°
Saturation: Between -20% and +20%
Brightness: Between -25% and +25%
Exposure: Between -20% and +20%
Blur: Up to 0.5px
Cutout: 6 boxes with 2% size each
Mosaic: Applied

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