Egg Segmentation in Poultry Industry Based on Color

Object Detection

Dataset Versions

v3

2023-05-18 3:41pm

Generated on May 18, 2023

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Pascal VOC XML
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Dataset Split

Train Set 88%
56469Images
Valid Set 8%
4877Images
Test Set 4%
2490Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 1-100% Horizontal Region, 1-100% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 20 remapped, 3 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 -7% and +7%
Brightness: Between -9% and +9%
Exposure: Between -10% and +10%
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%
Bounding Box: Blur: Up to 0.75px
Bounding Box: Noise: Up to 1% of pixels