Security Training

Police

Object Detection

Police Image Dataset

v2

v2 2023-06-27

Generated on Jun 27, 2023

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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 81%
207Images
Valid Set 12%
30Images
Test Set 8%
20Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Modify Classes: 0 remapped, 5 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -10° and +10°
Mosaic: Applied
Bounding Box: Shear: ±10° Horizontal, ±10° Vertical
Bounding Box: Blur: Up to 5px
Bounding Box: Noise: Up to 5% of pixels