mayank1101 / master-thesis-work

Master-Thesis

Medical Image Super-Resolution

• My master’s thesis, titled Quantitative Analysis of Super-Resolution on Medical Image Pathology was conducted during my master's at IIT Jammu, under the supervision of Prof. Harkeerat Kaur and Prof. Bakul Goel.
• In this research, various super-resolution models, including SRCNN, ESPCN, SRGAN, WDSR, and EDSR were implemented on diverse medical image datasets of different modalities. The study involved a quantitative analysis of the results using various quality assessment metrics, such as RMSE, PSNR, SSIM, MS-SSIM, SCC, and VIFP specifically focusing on normal and diseased images, separately evaluating the quality degradation within the disease regions. The hypothesis was subsequently validated using the Mann-Whitney U Test
• Thesis Final Presentation can we found here

Thesis Supervisors

• Prof. Bakul Gohel
• Prof. Harkeerat Kaur

Note: This GitHub is used to keep track of all the resources and research papers referenced during thesis work.