Remote Research Intern

🔗 GitHub

Description

Guide: Mohammad Farid Azampour (Visiting Researcher at Chair for Computer Aided Medical Procedures, TU Munich)

• Rearchitected Pix2Pix, a CGAN architecture, to generate Ultrasound (US) scans from MRI scans
• Addressed the challenge of structural dissimilarity between MRI and US scans due to data collection methods
• Developed a custom loss function combining CGAN loss and Dice Loss for improved image segmentation
• Implemented the loss function to encourage the generator to eliminate structural deformation in the generated US scans
• Leveraged remote access to TU-Munich’s cluster computers for fast model training
• Utilized TU-Munich’s Discourse forum for collaboration which drove the project to fruition