PW42_2025_GranCanaria: Add project TorchxrayvisionMeets3DSlicerBridgi…

…ngDeepLearningAndMedicalImaging

PW42_2025_GranCanaria/Projects/TorchxrayvisionMeets3DSlicerBridgingDeepLearningAndMedicalImaging/README.md

@@ -0,0 +1,96 @@
+---
+layout: pw42-project
+
+permalink: /:path/
+
+project_title: 'TorchXRayVision Meets 3D Slicer: Bridging Deep Learning and Medical Imaging'
+category: Segmentation / Classification / Landmarking
+
+key_investigators:
+
+- name: Constantin Constantinescu
+  affiliation: Lucian Blaga University of Sibiu
+  country: Romania
+
+- name: Juan Ruiz-Alzola
+  affiliation: University of Las Palmas de Gran Canaria
+  country: Spain
+
+- name: Csaba Pintér
+  affiliation: EBATINCA
+  country: Spain
+
+---
+
+# Project Description
+
+<!-- Add a short paragraph describing the project. -->
+
+
+This project focuses on developing a 3D Slicer module for the automatic processing of chest X-rays, integrating powerful deep learning capabilities provided by TorchXRayVision. The module streamlines radiological analysis by offering the following features:
+
+- Segmentation: Automatically identify and outline anatomical regions in chest X-rays, such as lungs or other structures.
+- Anomaly Detection: Detect abnormalities and highlight regions of interest for further investigation.
+- Pathology Classification: Classify pathologies such as pneumonia, atelectasis, or other common conditions.
+
+By combining the advanced machine learning models from TorchXRayVision with the versatile 3D Slicer platform, this module aims to provide a robust tool for clinicians and researchers to enhance diagnostic workflows, reduce manual workload, and improve consistency in radiological interpretation.
+
+
+
+## Objective
+
+<!-- Describe here WHAT you would like to achieve (what you will have as end result). -->
+
+
+1. A 3D Slicer Module
+2. TorchXRayVision models included in the module
+3. Torch XRays automatic segmentation, anomaly detection and pathology classification
+4. Heatmaps
+
+
+
+
+## Approach and Plan
+
+<!-- Describe here HOW you would like to achieve the objectives stated above. -->
+
+
+1. Create a Slicer Module 
+2. Create an interface to upload X-Rays and perform automatic analysis
+3. Use TorchXRayVision framework to perform automatic analysis
+4. Compute heatmaps
+
+
+
+
+## Progress and Next Steps
+
+<!-- Update this section as you make progress, describing of what you have ACTUALLY DONE.
+     If there are specific steps that you could not complete then you can describe them here, too. -->
+
+
+1. Creating a 3D Slicer Module
+2. Building the interface
+3. Including the TorchXRayVision models (work in progress)
+
+
+
+
+
+# Illustrations
+
+<!-- Add pictures and links to videos that demonstrate what has been accomplished. -->
+
+
+_No response_
+
+
+
+# Background and References
+
+<!-- If you developed any software, include link to the source code repository.
+     If possible, also add links to sample data, and to any relevant publications. -->
+
+
+_No response_
+