Nedrick Chandra

Safety Shoes Detection

Object Detection

Safety Shoes Detection Image Dataset

v3

2023-12-04 6:48pm

Generated on Dec 4, 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 94%
1380Images
Valid Set 4%
54Images
Test Set 2%
27Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 160x160
Modify Classes: 2 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Brightness: Between -15% and +15%
Blur: Up to 1px
Noise: Up to 2% of pixels
Cutout: 5 boxes with 5% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -30° and +30°
Bounding Box: Brightness: Between -15% and +15%
Bounding Box: Blur: Up to 0.25px
Bounding Box: Noise: Up to 5% of pixels