ECE 499 Project

Spectral Labs Marine Dataset - Segmented

Instance Segmentation

Spectral Labs Marine Dataset - Segmented Image Dataset

v5

2023-07-15 3:30pm

Generated on Jul 15, 2023

Dataset Split

Train Set 90%
4590Images
Valid Set 9%
449Images
Test Set 1%
47Images

Preprocessing

Resize: Fit (black edges) in 1024x1024
Modify Classes: 36 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Shear: ±15° Horizontal, ±15° Vertical
Hue: Between -30° and +30°
Saturation: Between -40% and +40%
Brightness: Between -30% and +30%
Blur: Up to 2.5px
Noise: Up to 10% of pixels
Cutout: 25 boxes with 10% size each