traffic sign5 Computer Vision Dataset

bybse21bft2Task:
Object Detection
License:CC BY 4.08 views1 download
Versions
Dataset Version
v1

2023-07-07 8:14pm

Generated on Jul 7, 2023

Dataset Split

Train Set 87%
2604Images
Valid Set 9%
262Images
Test Set 4%
111Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 36-68% Horizontal Region, 10-56% Vertical Region
Resize: Fill (with center crop) in 640x640
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -45° and +45°
Shear: ±45° Horizontal, ±45° Vertical
Saturation: Between -69% and +69%
Brightness: Between -48% and +48%
Exposure: Between -52% and +52%
Blur: Up to 4px
Noise: Up to 25% of pixels

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