Hello! I am a M.Sc. student in Communication & Signal Processing at Bangladesh University of Engineering and Technology (BUET), currently maintaining a CGPA of 4.00/4.00. I also serve as a Lecturer in the Department of EEE at the University of Asia Pacific. My research interests broadly span Computer Vision, Applied Machine Learning / Deep Learning, Large Language Models, and Wireless Communication. I am currently investigating parameter-efficient methods for leveraging pretrained models under the supervision of Prof. Shaikh Anowarul Fattah at BUET. I also work as a remote research assistant in Dr. Fnu Suya's lab at the University of Tennessee, Knoxville.
I completed my B.Sc. in EEE from BUET with a CGPA of 3.85/4.00 and was awarded the undergraduate research grant. During my undergrad, I explored deep learning applications in healthcare. I am passionate about bridging the gap between machine learning research and real-world applications.
Selected Publications
LOOPE: Learnable Optimal Patch Order in Positional Embeddings for Vision Transformers
CVPR 2026 Findings
BEAU-Net: Boundary and Edge Aware U-Net for Improved Building Segmentation
International Journal of Applied Sciences and Intelligent Systems, 2025
Contextual Checkerboard Denoise – A Novel Approach for Classification-Aware OCT Image Denoising
arXiv Preprint, 2024
Performance prediction and optimization of a high-efficiency tessellated diamond fractal MIMO antenna for terahertz 6G communication using ML
Scientific Reports, 15(1), 4215, 2025
Meta learner-based optimization for antenna efficiency prediction and high-performance THz MIMO antenna applications
Results in Engineering, Volume 27, 2025
Attention Gated Multi-Axial Fusion Network for Brain MRI Lesion Segmentation
ICEEICT 2024, Dhaka, Bangladesh
Optimized Control Strategy for Self-Balancing Robot: Micro-Stepping Motors and PID Algorithm
IEEE RAAICON 2024, Dhaka, Bangladesh
Check my Google Scholar for the updated list.