abbas abdulameer hameed.-crack detection

Object Detection

Dataset Versions

v1

2023-05-10 9:28pm

Generated on May 10, 2023

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Pascal VOC XML
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Dataset Split

Train Set 88%
885Images
Valid Set 8%
82Images
Test Set 4%
42Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 25% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -9% and +9%
Exposure: Between -25% and +25%
Blur: Up to 1px
Noise: Up to 2% of pixels