Abdelnasser Ahmed

ShelfCPlanogram

Object Detection

ShelfCPlanogram Image Dataset

v29

Balanced_classes_v2_14-9

Generated on Sep 14, 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 82%
1149Images
Valid Set 10%
135Images
Test Set 9%
120Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 320x320
Modify Classes: 0 remapped, 8 dropped

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -29% and +29%
Exposure: Between -25% and +25%
Blur: Up to 1.25px
Noise: Up to 5% of pixels