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IMC 2 Lab

Multi-Modal Feature Fusion for Myocardial Infarction Detection

Echo/MRI-Based Pipeline for Cardiac Abnormality Detection

Dr Shahryar Najam Ayesha Qaiser Hashmi Affia Ahmed Haleema Rehman Abdullah Iftikhar

Project Overview

A multi-modal feature fusion pipeline for myocardial infarction detection from echocardiogram and MRI sequences using deep learning. The system extracts complementary features from both imaging modalities, fuses them through attention-guided mechanisms, and classifies cardiac abnormalities with high sensitivity and specificity, enabling early detection of heart attacks and improved patient outcomes in clinical cardiology.

System Architecture

Inputs
Echo
MRI
Processing Pipeline
Feature Extraction
Attention Fusion
Classifier
Outputs
MI Diagnosis
Risk Score

Related Publications (8)

Curated from publications by Dr. Shaheryar Najam

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

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2025conference

Multimodal 2.5D Feature Fusion and LSTM Classifier for Telerehabilitation

K Aleena, N Shaheryar, J Ahmad

ICIC25, 2025

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2026journal

Transformer-Driven Multimodal for Human-Object Detection and Recognition for Intelligent Robotic Surveillance

AA Ullah, Y Wu, S Najam, NA Almujally, J Ahmad, H Liu

Computers, Materials, & Continua 87 (1), 2026

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2026journal

ACO-Optimized Multi-Feature Fusion Integrating Hand Pose Estimation and Shape Descriptors for Sign Language Classification

A Munazza, N Shaheryar, J Ahmad

KHI HTC 2026, 2026

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2026journal

Multi-Level Feature Fusion and Graph-Based Contextual Modeling for Accurate Skin Cancer Classification

A Munazza, N Shaheryar, Ahmad, Jalal

KHI HTC 2026, 2026

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2025conference

Hand Gesture Recognition via GNN Attention-Keypoint Features Fusion and Geometric Encoding

R Esha-Tur-, N Shaheryar, J Ahmad

HITE25, 2025

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2025journal

Two-hand static and dynamic Arabic sign language recognition using keypoints and shape descriptors with attention-driven feature fusion

K Zarnab, N Shaheryar, A Mohammed, AQ Yahya, A Abdulmonem, ...

PeerJ CS, 2025

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2026journal

Robust Multi-Modal Hand-Object Interaction via Hybrid Features and Graph Neural Network on Egocentric Dataset

K Zarnab, N Shaheryar, J Ahmad

KHI HTC 2026, 2026

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