Egg Segmentation in Poultry Industry Based on Color

Object Detection

Dataset Versions

v1

2023-05-18 1:36pm

Generated on May 18, 2023

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Pascal VOC XML
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Dataset Split

Train Set 83%
59876Images
Valid Set 11%
7973Images
Test Set 6%
4154Images

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: 46 remapped, 13 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±0° Horizontal, ±0° Vertical
Saturation: Between -7% and +7%
Brightness: Between -8% and +8%
Exposure: Between -5% and +5%
Blur: Up to 0.75px
Noise: Up to 1% of pixels
Bounding Box: Brightness: Between -7% and +7%
Bounding Box: Exposure: Between -5% and +5%