capstone

Capstone-food

Object Detection

Capstone-food Image Dataset

v10

fourth-800-gray

Generated on Sep 29, 2022

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

Train Set 86%
981Images
Valid Set 9%
99Images
Test Set 5%
55Images

Preprocessing

Resize: Fit (black edges) in 800x800

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -20° and +20°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 84% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Blur: Up to 2px
Noise: Up to 3% of pixels
Cutout: 3 boxes with 10% size each
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