GCPDS - Image Segmentation

Baseline library for semantic segmentation experiments.

Documentation

Install

pip install -U git+https://github.com/UN-GCPDS/python-gcpds.image_segmentation.git

Documentation Overview

• Class Activation Maps
• Datasets
  • Nerve-UTP
  • Nerve segment dataset (NSD)
  • ThermalFeet: Infrared Thermal Images of Feet
  • Oxford Pet
  • Tomato Seeds
• Losses
  • Generalized Cross-Entropy
• Metrics
• Models
  • FCN
  • U-Net
  • ResUNet
  • Segnet
  • U-Net with mobilenetv2 as backbone
  • U-Net with vgg16 as backbone
• Visualizations
• Measures for Interpretability of Class Activation Maps
  • CAM Dice
  • CAM-based Cumulative Relevance
  • Mask-based Cumulative Relevance

Examples

• Seed Segmentation

Code Reference

• Index

• Module Index

• Search Page