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)
