Egg segmentation in poultry industry based on color 1

Object Detection

Dataset Versions

v2

2023-05-23 8:14pm

Generated on May 23, 2023

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Pascal VOC XML
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Dataset Split

Train Set 87%
3774Images
Valid Set 8%
359Images
Test Set 4%
191Images

Preprocessing

Auto-Orient: Applied
Static Crop: 1-100% Horizontal Region, 1-100% Vertical Region
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 2 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -1° and +1°
Shear: ±1° Horizontal, ±1° Vertical
Saturation: Between -1% and +1%
Brightness: Between -7% and +7%
Exposure: Between -6% and +6%
Blur: Up to 0.75px
Noise: Up to 1% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Brightness: Between -4% and +4%
Bounding Box: Exposure: Between -5% and +5%
Bounding Box: Blur: Up to 0.75px