Egg Segmentation in Poultry Industry Based on Color

Object Detection

Dataset Versions

v3

2023-05-15 3:52pm

Generated on May 15, 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 88%
8721Images
Valid Set 7%
704Images
Test Set 5%
462Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 0-100% Horizontal Region, 0-100% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 2 remapped, 9 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -0° and +0°
Shear: ±0° Horizontal, ±0° Vertical
Saturation: Between -9% and +9%
Brightness: Between -7% and +7%
Exposure: Between -4% and +4%
Blur: Up to 0.5px
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