Data science

Egg Segmentation in Poultry Industry Based on Color

Object Detection

Egg Segmentation in Poultry Industry Based on Color Image Dataset

v3

2023-05-15 6:34pm

Generated on May 15, 2023

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Dataset Split

Train Set 91%
46815Images
Valid Set 4%
2294Images
Test Set 4%
2115Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 0-100% Horizontal Region, 0-100% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 23 remapped, 9 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 5% Maximum Zoom
Rotation: Between -0° and +0°
Shear: ±0° Horizontal, ±0° Vertical
Saturation: Between -6% and +6%
Brightness: Between -7% and +7%
Exposure: Between -6% and +6%
Blur: Up to 0.75px
Noise: Up to 2% of pixels
Bounding Box: Brightness: Between -6% and +6%
Bounding Box: Exposure: Between -6% and +6%
Bounding Box: Blur: Up to 0.75px
Bounding Box: Noise: Up to 1% of pixels