Ramen Ghosh

PhD Researcher

Exploring the intersection of signal processing, machine learning, and remote sensing to solve complex real-world problems. My research focuses on developing innovative algorithms that extract meaningful insights from multi-dimensional data.

Statistical Signal Processing Machine Learning Deep Learning Remote Sensing
Ramen Ghosh
Open to Collaboration

Research Areas

Advancing the frontiers of intelligent signal analysis

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Statistical Signal Processing

Developing advanced statistical methods for signal detection, estimation, and analysis in noisy environments. Focus on adaptive filtering, spectrum estimation, and time-frequency analysis techniques.

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Machine Learning

Designing novel ML algorithms for pattern recognition, classification, and regression tasks. Research includes ensemble methods, feature engineering, and optimization techniques for high-dimensional data.

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Deep Learning

Exploring neural network architectures for complex signal processing tasks. Work includes CNNs for image analysis, RNNs for temporal patterns, and transformer models for multi-modal data fusion.

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Remote Sensing

Applying AI and signal processing techniques to satellite imagery and geospatial data. Research focuses on land cover classification, change detection, and environmental monitoring applications.

Selected Publications

Recent contributions to the field

DAR2A-Net: Pixelwise Distance Aware Recurrent Residual Attention Net for Efficient Hyperspectral Change Detection

Ramen Ghosh, Samiran Das

IEEE Geoscience and Remote Sensing Letters • 2025

Unmixing Aware Semantic Feature Fused Network for Accurate Multi-Class Hyperspectral Change Detection

Ramen Ghosh, Samiran Das

IEEE WHISPER • 2025

Teaching & Mentoring

Sharing knowledge and inspiring the next generation

Applied Accelerated Artificial Inteligence

Spring 2025 • Graduate Level

Introduction to C Programming

Fall 2024 • Graduate Level

Foundation of Database System

Spring 2024 • Undergraduate Level

Experience: Project Linked Person , Indian Statistical Institute Kolkata

Student Opportunities

I'm actively looking for motivated students interested in signal processing, machine learning, and remote sensing. Whether you're an undergraduate looking for research experience or a graduate student seeking supervision, I welcome inquiries about potential collaborations.

Get In Touch

Let's collaborate on exciting research

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Location

Department of DSE
Indian Institute of Science Education and Research
Bhopal, India

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Scholar Profiles

Google ScholarResearchGate