A concise record of experience, education, community work, and research.
ModelCatAI (formerly Eta Compute) · Permanent Full-time
Researcher and developer of an AutoML system for embedded devices focused on neural architecture search, automated hyperparameter optimization, parallel computation, quantization, and deployment of computer vision models.
Delivered production-ready tooling to accelerate model iteration speed while meeting strict power and latency constraints on edge hardware.
Circle Cardiovascular Imaging · Permanent Full-time
Spearheaded development of advanced ML algorithms for cardiovascular healthcare, including 3D medical image segmentation, motion artifact remediation, and disease biomarker detection across CMR and CCTA data.
Collaborated with cardiologists and research teams in North America and Europe, producing published research integrated into the cvi42® platform.
Concordia University
Developed state-of-the-art deep learning algorithms for medical image processing with journal publications in IEEE TMI and BSPC.
Ranked second in a performance metric and placed among the top eight participants globally in the MICCAI iSeg 2019 challenge.
Bangladesh University of Engineering and Technology
Designed ML models for continuous emotional state prediction from audio-visual data, delivering robust performance and first-authored publications in Pattern Recognition Letters and ICTCS.
Bangladesh Betar
Presented news, commentaries, economic reviews, and special talks live on air. Organized opening, musical, and closing sessions of the program.
Collaborated with artists of different nationalities and languages to translate news.
Concordia University
Thesis: A Parameter-Efficient Deep Dense Residual Convolutional Neural Network for Volumetric Brain Tissue Segmentation from Magnetic Resonance Images.
Supervisors: Dr. M. Omair Ahmad and Dr. M.N.S. Swamy.
Bangladesh University of Engineering and Technology
Thesis: Estimation of Instantaneous Affective Dimension from Audio-Visual Data Using Two-Stream CNN.
Supervisor: Dr. S. M. Mahbubur Rahman.
RED FM Canada
Host a weekly radio program dedicated to promoting Nepali culture, traditions, and heritage.
Conduct interviews with guests to share insights and experiences on successful settlement in Canada, diverse opportunities, and business endeavors.
Help Nepal - Fundraising Programme
Collected relief funds for the victims of the April 2015 Nepal earthquake from universities in Bangladesh.
Supplied relief materials with support from the Embassy of Nepal, Dhaka, and organized a candlelight vigil in memory of lost lives.
arXiv · May 25, 2022
Evaluates incorporating explicit anatomic localization into SSCL pretraining for CMR to improve downstream diagnostic performance and saliency.
Circulation · Nov 16, 2021
Compares DL and radiomics approaches to classify ischemic vs non-ischemic cardiomyopathy using CMR short axis cine imaging.
Biomedical Signal Processing and Control · Aug 24, 2021
Introduces a compact 3D U-Net style architecture with dense connections and residual links for efficient brain tissue segmentation.
IEEE Transactions on Medical Imaging · Jan 28, 2021
Reviews top-performing methods and highlights challenges in multi-site infant brain segmentation consistency.
Pattern Recognition Letters · Sep 17, 2019
Investigates two-stream CNNs and feature selection for predicting continuous emotional state dimensions from audiovisual data.
2017 International Conference on New Trends in Computing Sciences (ICTCS) · Jan 11, 2018
Presents mutual information-based selection of CNN features for frame-by-frame emotional state prediction.