University of Salford

Refuse bin

Classification

Refuse bin Image Dataset

v2

2023-11-28 10:23pm

Generated on Nov 28, 2023

Dataset Split

Train Set 89%
426Images
Valid Set 6%
30Images
Test Set 4%
20Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -31° and +31°
Shear: ±21° Horizontal, ±22° Vertical
Hue: Between -51° and +51°
Saturation: Between -65% and +65%
Brightness: Between -44% and +44%
Exposure: Between -25% and +25%
Noise: Up to 5% of pixels
Cutout: 8 boxes with 10% size each