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naveed1011/README.md

Naveed Ahmad

AI Researcher · Medical Image Analysis · Deep Learning · Explainable AI


About Me

I am an AI researcher focused on deep learning for medical image analysis, with a particular interest in neurodegenerative disease detection, MRI-based classification, and Explainable AI (XAI) for clinical applications.

My research sits at the intersection of multi-view learning, 3D volumetric segmentation, and multimodal architectures — building systems that are not only accurate but interpretable enough to be trusted in a clinical setting. I am actively working toward a Master's / PhD in AI or Medical Imaging.


Research Publication

Rahim, N., Ahmad, N., Ullah, W., Bedi, J., & Jung, Y. (2025). Early progression detection from MCI to AD using multi-view MRI for enhanced assisted living. Image and Vision Computing, 105491. Q1 Journal · Top 10% in Field · Impact Factor 4.2 · Elsevier

Developed a multi-view deep learning framework for detecting early progression from Mild Cognitive Impairment (MCI) to Alzheimer's Disease (AD) using multi-modal MRI data, with explainability mechanisms to support clinical decision-making.

Technical Skills

Area Tools & Technologies
Languages Python · Java · C++
Deep Learning PyTorch · TensorFlow · Keras · Hugging Face
Medical Imaging MONAI · OpenCV · SimpleITK · NIfTI/MRI pipelines
ML / CV Scikit-learn · Transfer Learning · Model Fine-Tuning · Image Processing
XAI Grad-CAM · Feature Attribution · Saliency Maps
CS Fundamentals Data Structures · Algorithms
Tools Git · GitHub · Linux (Ubuntu) · Kaggle · Google Colab · Jupyter

Research Interests

🧠  Neurodegenerative Disease Detection (Alzheimer's, MCI)
🏥  Medical Image Analysis & MRI Classification
🔍  Explainable AI (XAI) for Clinical Applications
🌐  Multimodal AI & Vision-Language Models
📐  Multi-view & 3D Volumetric Deep Learning
⚗️  Model Interpretability & Trustworthy AI

Education

BSc Computer Science · Abdul Wali Khan University Mardan, Pakistan Sep 2019 – Sep 2023


Honours & Awards

  • 🏆 Q1 Journal Publication — Image and Vision Computing, IF 4.2, Top 10% worldwide (2025)

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