Egg Segmentation in Poultry Industry Based on Color

Object Detection

Dataset Versions

v2

2023-05-19 12:40pm

Generated on May 19, 2023

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
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Dataset Split

Train Set 88%
12078Images
Valid Set 8%
1112Images
Test Set 4%
569Images

Preprocessing

Auto-Orient: Applied
Static Crop: 1-100% Horizontal Region, 1-100% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 21 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 -9% and +9%
Brightness: Between -8% and +8%
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: Shear: ±1° Horizontal, ±1° Vertical
Bounding Box: Brightness: Between -9% and +9%
Bounding Box: Exposure: Between -7% and +7%
Bounding Box: Blur: Up to 0.75px
Bounding Box: Noise: Up to 1% of pixels