About me

I am a 4th year Ph.D. student in Imaging Science with a focus on Medical Image Analysis using machine learning (ML) and deep learning (DL) algorithms. Currently, I am also a Research Assistant at BiMVisIGN Lab. I have experienced developing and fine- tuning deep learning for multi-modal medical images to improve automatic semantic and instance segmentation accuracy, and deformable registrations. I completed my MSEE from University of Minnesota Duluth, USA and undergrad from Khulna University of Engineering & Technology, Bangladesh.

News

  • Our paper “Motion-Guided Scar Detection from Static Left Atrial MRI via Deformable Registration to a Healthy Atlas” was accepted in SPIE Medical Imaging 2026 for Oral Presentation (October 2025)

  • Our paper “Multi-Scale Feature Fusion with Image-Driven Spatial Integration for Left Atrium Segmentation from Cardiac MR Images” was accepted in EMBC 2025 (April 2025)

  • Our paper “Investigating the Domain Adaptability of General-Purpose Foundation Models for Left Atrium Segmentation from MR Images” was accepted in Functional Imaging and Modeling of the Heart (FIMH) 2025 (April 2025)

  • Attended SPIE Medical Imaging, 2025 to present our paper on “Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images”.

  • Received Travel Award from RIT Women in science (WISe) program (December 2024)

  • Our paper, “Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images” was accepted in SPIE Medical Imaging 2025 for Oral Presentation (October 2024)

  • Our paper, “Comparative analysis of non-rigid registration techniques for liver surface registration,” was accepted in SPIE Medical Imaging, 2024 (October 2023)

  • Passed Qualifying Exam (July 2023)

  • Started Ph.D. in Imaging Science, Rochester Institute of Technology (August 2022)

  • Started Ph.D. in Electrical Engineering, Texas Tech University (August 2021)

  • Started MS in Electrical Engineering, University of Minnesota Duluth (August 2018)

  • Joined Banglalink Digital Communications Ltd. as Power & Infrastructure Specialist (January 2018)

  • Joined Express Systems Ltd. as Pre-sales Engineer (January 2016)

  • Graduated (BSc in ECE) from Khulna University of Engineering & Technology (July 2015)