CapstoneProjectWasteSegmentation

WasteSegmentation_Total_Combined_Dataset

Semantic Segmentation

WasteSegmentation_Total_Combined_Dataset Image Dataset

v18

2024-05-12 2:18am

Generated on May 11, 2024

Dataset Split

Train Set 88%
2394Images
Valid Set 8%
228Images
Test Set 4%
114Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 5% of images
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 0.1% of pixels
Cutout: 3 boxes with 10% size each