Nanyang Technological University

MDP

Object Detection

MDP Image Dataset

v2

2023-01-19 4:23pm

Generated on Jan 19, 2023

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Dataset Split

Train Set 86%
42Images
Valid Set 8%
4Images
Test Set 6%
3Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Grayscale: Apply to 25% of images
Brightness: Between -25% and +25%
Blur: Up to 10px
Noise: Up to 5% of pixels
Mosaic: Applied
Bounding Box: Rotation: Between -25° and +25°
Bounding Box: Blur: Up to 13.25px