IMC 2 Lab

NeuroVisionAI: Multi-Region MRI Analytics for Neurological Diagnosis

Anatomical Biomarkers with Quantum-Optimized Fusion

Dr Shahryar Najam Ayesha Qaiser Hashmi Affia Ahmed

Project Overview

An intelligent multi-region MRI analytics framework for neurological disorder diagnosis using anatomical biomarkers and quantum-optimized feature fusion. The system analyzes multiple brain regions simultaneously, extracts volumetric and textural biomarkers, and employs quantum-inspired optimization for feature selection, enabling accurate classification of neurological conditions including Alzheimer disease, brain tumors, and multiple sclerosis from structural MRI scans.

System Architecture

Inputs

Multi-Region MRI

Processing Pipeline

Biomarker Extraction

Quantum Optimization

Analytics Engine

Outputs

Diagnosis

Region Maps

Related Publications (8)

Curated from publications by Dr. Shaheryar Najam

2026journal

An Explainable Multi-Class Neurological Dementia Diseases Classification via Deep VGG Network and Multilayer Perceptron

N Zainab, N Shaheryar, J Ahmad

KHI HTC 2026, 2026

View on Scholar

2026journal

Toward intelligent rehabilitation: Multimodal human pose modeling with parametric meshes and graph-based temporal reasoning

A Kamal, Y Wu, S Najam, NA Almujally, A Jalal, H Liu

Digital Health 12, 20552076261417873, 2026

View on Scholar

2026conference

Vision-Based Sign Language Recognition Using MediaPipe and Silhouette-Driven Feature Extraction

A Sheikh, S Najam, A Jalal

2026 International Conference on IT and Industrial Technologies (ICIT), 1-6, 2026

View on Scholar

2026conference

Patient Exercise Monitoring for Telerehabilitation Using Heuristic Keypoint Estimation and LSTM

A Kamal, S Najam, A Jalal

2026 International Conference on IT and Industrial Technologies (ICIT), 1-6, 2026

View on Scholar

2026journal

SleepCode: A Novel Attention-Driven Multimodal Framework for Sleep Staging and Obstructive Apnea Screening

A Kamal, Y Wu, H Aljuaid, S Najam, K Alnowaiser, A Jalal, H Liu

IEEE Transactions on Consumer Electronics, 2026

View on Scholar

2026journal

3D-MLKD: A Hybrid Heuristic Framework for Synergistic Pose Estimation and Motion Analysis in Physically Disabled Individuals

K Aleena, N Shaheryar, A Mohammed, A Nouf Abdullah, J Ahmad, L Hui

Engineering Science and Technology, an International Journal, 2026

View on Scholar

2026journal

CrowdVoxel-Net: Voxelized Geometry and Transformer-Based Multimodal Fusion for Activity Recognition and Anomaly Detection in UAV-Based Crowded Scenes

S Harris, A Bayan, N Shaheryar, A Hadeel, A Fatimah, J Ahmad, L Hui

Egyptian Informatics Journal, 2026

View on Scholar

2026journal

Deep Hand Segmentation and Multi-Modal Gesture Recognition for Human-Robot Interaction via 3D Volumetric Encoding

K Zarnab, N Shaheryar, A Hadeel, A Bayan, A Fatimah, J Ahmad, L Hui

Computers, Materials & Continua, 2026

View on Scholar

Back to IMC 2 Lab Home