Digital Landscape

Cattle Breeds

Object Detection

Cattle Breeds Image Dataset

v1

2023-09-21 2:23am

Generated on Sep 21, 2023

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Pascal VOC XML
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Dataset Split

Train Set 85%
276Images
Valid Set 11%
36Images
Test Set 4%
14Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 25% Maximum Zoom
Grayscale: Apply to 73% of images
Noise: Up to 12% of pixels
Cutout: 3 boxes with 33% size each
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 2.5px