Egg Segmentation in Poultry Industry Based on Color

Object Detection

Dataset Versions

v1

2023-05-19 11:27am

Generated on May 19, 2023

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.

Dataset Split

Train Set 87%
4425Images
Valid Set 8%
418Images
Test Set 4%
226Images

Preprocessing

Auto-Orient: Applied
Static Crop: 1-100% Horizontal Region, 1-100% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching

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 -9% and +9%
Exposure: Between -7% and +7%
Blur: Up to 0.75px
Noise: Up to 1% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Brightness: Between -8% and +8%
Bounding Box: Exposure: Between -6% and +6%
Bounding Box: Blur: Up to 0.75px
Bounding Box: Noise: Up to 1% of pixels