ECE 499 Project

Spectral Labs Marine Dataset - Segmented

Instance Segmentation

Spectral Labs Marine Dataset - Segmented Image Dataset

v2

2023-07-14 6:57pm

Generated on Jul 15, 2023

Dataset Split

Train Set 92%
1893Images
Valid Set 7%
138Images
Test Set 1%
23Images

Preprocessing

Resize: Fit (black edges) in 640x640
Modify Classes: 8 remapped, 1 dropped

Augmentations

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