I am currently a Postdoctoral Fellow at the Lerner Research Institute in Cleveland Clinic, working in Dr. Xiaojuan Li and Dr. Kunio Nakamura's lab. Prior to that, I completed my PhD under Dr. David L. Wilson's supervision at Case Western Reserve University. My research spans real-world problems related to the applications of machine learning, computer vision and signal processing.
Previously, I worked as a computer vision researcher at Semion Inc. I completed my Bachelors and Masters degree in Electrical and Electronic Engineering from Bangladesh University of Engineering and Technology, where I was advised by Dr. Celia Shahnaz.
Please check my updated CV and resume.
PhD in Biomedical Engineering, 2024
Case Western Reserve University
MSc in Electrical and Electronics Engineering, 2018
Bangladesh University of Engineering and Technology
BSc in Electrical and Electronics Engineering, 2016
Bangladesh University of Engineering and Technology
We developed a 3D ocular ultrasound system (3D-Ultrasound BioMicroscopy or 3D-UBM) capable of imaging ocular structures, applying deep learning segmentation, and automating biometric measurements to investigate disease and trauma-related changes and treatment outcomes. .
We proposed an end-to-end deep learning approach for microvessel imaging using non-contrast ultrasound, which efficiently removes tissue clutter, extracts blood signals, and reconstructs microvessels, demonstrating promising results and potential for adaptation to various scenarios.
We developed speech enhancement methods based on wavelet domain features using decision directed approach and generative models.
We explored the performance of different convolutional neural network architectures in disease classification, organ segmentation and localization in chest x-ray images.
We developed a sleep apnea detection approach from spectral features of EEG signals
An up-to-date list of publications can be found here