Egg Segmentation in Poultry Industry Based on Color

Object Detection

Dataset Versions

v1

2023-05-28 12:47pm

Generated on May 28, 2023

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Pascal VOC XML
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Dataset Split

Train Set 88%
19491Images
Valid Set 8%
1719Images
Test Set 4%
926Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 42 remapped, 21 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 -8% and +8%
Brightness: Between -7% and +7%
Exposure: Between -8% and +8%
Blur: Up to 0.75px
Noise: Up to 1% of pixels
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Brightness: Between -8% and +8%
Bounding Box: Exposure: Between -9% and +9%
Bounding Box: Blur: Up to 0.25px
Bounding Box: Noise: Up to 1% of pixels