Egg segmentation in poultry industry based on color

Object Detection

Dataset Versions

v1

2023-05-13 12:10am

Generated on May 12, 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 82%
7834Images
Valid Set 11%
1047Images
Test Set 7%
640Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 1-96% Horizontal Region, 1-96% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 11 remapped, 11 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -1° and +1°
Shear: ±0° Horizontal, ±0° Vertical
Saturation: Between -5% and +5%
Brightness: Between -8% and +8%
Exposure: Between -11% and +11%
Noise: Up to 1% of pixels
Bounding Box: Brightness: Between -6% and +6%
Bounding Box: Exposure: Between -6% and +6%
Bounding Box: Blur: Up to 1px
Bounding Box: Noise: Up to 1% of pixels