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Research and Projects

Satellite Imagery for Vegetation Degradation Detection

Masked Autoencoder and Mamba-Based Self-Supervised Segmentation of SAR Imagery for Riverbank Erosion Detection

Research Paper

Our approach uses GANs for data gap reconstruction and a lightweight self-supervised MAE-Mamba framework for land-water segmentation to detect river erosion

Ongoing
Image Generation with Diffusion Models

TWIG: Two-Step Image Generation Using Segmentation Masks to Prevent Copyright Infringement

Research Paper

TWIG uses segmentation masks in diffusion models to generate copyright-free images (IFIP Privacy 2024).

View Paper
Text-to-Image Synthesis with Text Layout Optimization

TextDiffuser-RL: Efficient and Robust Text Layout Optimization for High-Fidelity Text-to-Image Synthesis

Research Paper

TextDiffuser-RL optimizes text layouts for high-fidelity text-to-image synthesis using reinforcement learning.

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Riverbank Change Detection in the Jamuna River

Riverbank Change Detection in the Jamuna River

Research Paper

This study uses Sentinel-2 satellite imagery, remote sensing techniques, and machine learning to analyze riverbank changes in the Jamuna River Basin, Bangladesh.

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Detecting Vegetation Degradation with Satellite Imagery

Detecting Vegetation Degradation with Satellite Imagery using Deep Learning Techniques

Project

Developed a deep learning model to analyze satellite images for identifying vegetation health and degradation patterns.

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Bangladeshi Mango Classification

MangoScan: A Bangladeshi Mango Classifier

Project

MangoScan classifies 10 Bangladeshi mango varieties using PyTorch and Streamlit with 95.05% accuracy.

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Part-of-Speech Tagging with Neural Networks

Token-Level Part-of-Speech Tagging Using Recurrent Neural Networks on the POS 1 Dataset

Project

BiLSTM model achieves 97% accuracy in token-level POS tagging on the POS 1 dataset.

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Riverbank Change Detection in the Jamuna River

দুম্যগ প্রহরী -- CrisisCrew

Idea Pitch

A tech-driven social entrepreneurship solution addressing fire safety and disaster management in Bangladesh.Selected as a Bracu Hult Prize 2025 Semi-Finalist. View Project

Optimizing Cyclone Evacuation Processes

An Algorithmic Approach for Optimizing Cyclone Evacuation Processes using Agent-Based Simulation

Project

Implemented an agent-based model to simulate and optimize evacuation routes and processes during cyclone threats.

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Awards and Honors

OSUN Undergraduate Mobility Scholarship

OSUN Undergraduate Mobility Scholarship, Spring 2024

Fully funded for tuition, accommodation, living expenses, insurance, and travel at Bard College, USA.

2nd Runner-Up, 3rd Kibo Robot Programming Challenge 2022

2nd Runner-Up, 3rd Kibo Robot Programming Challenge 2022

Japan Aerospace Exploration Agency (JAXA).

Top 5 Finalist, FOREWARN Disaster Hackathon 2.0

Top 5 Finalist, FOREWARN Disaster Hackathon 2.0

Among 84 teams.

Top 15, Banglalink Womentor Program

Top 15, Banglalink Womentor Program

Among 400 applicants.