datasets

Smart Driver Assistant

Object Detection

Smart Driver Assistant Image Dataset

v4

2023-03-05 11:23pm

Generated on Mar 6, 2023

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Dataset Split

Train Set 87%
1491Images
Valid Set 7%
126Images
Test Set 5%
91Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -19° and +19°
Shear: ±15° Horizontal, ±15° Vertical
Brightness: Between -39% and +39%
Exposure: Between -29% and +29%
Blur: Up to 2.75px
Noise: Up to 7% of pixels
Bounding Box: Shear: ±24° Horizontal, ±21° Vertical
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