ECE 499 Project

Spectral Labs Marine Dataset - Segmented

Instance Segmentation

Spectral Labs Marine Dataset - Segmented Image Dataset

v10

2023-07-16 8:16pm

Generated on Jul 17, 2023

Dataset Split

Train Set 94%
5034Images
Valid Set 6%
347Images
Test Set %
0Images

Preprocessing

Resize: Fit (black edges) in 1280x1280
Modify Classes: 36 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
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 -30° and +30°
Saturation: Between -40% and +40%
Brightness: Between -30% and +30%
Exposure: Between -25% and +25%
Blur: Up to 2.5px
Noise: Up to 10% of pixels
Cutout: 25 boxes with 10% size each