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IMC Lab

Intelligent Multi-Participant Activity Recognition

Using DeepConvLSTM and Graph Modeling

Ahmad Jalal Hanzla Mina Mahpara Saghir Sudais ur Rehman

Project Overview

Treating participants as graph nodes lets the model recognize shared and interacting activities that per-person classifiers cannot see. The framework employs DeepConvLSTM for spatiotemporal feature extraction and graph neural networks for inter-person relationship modeling, enabling accurate recognition of group activities and collaborative tasks in multi-person environments.

System Architecture

Wearable IMU
RGB-D Camera
DeepConvLSTM
Graph Modeling
Inter-Person Fusion
Activity Decoder
Group Activity
Role Classification

Related Publications (8)

Curated from publications by Professor Dr. Hafiz Ahmad Jalal

2026conference

Intelligent Multi-User Activity Recognition via Deep Belief Networks over Smartwatches

M Saghir, AA Rafique, A Jalal

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

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2025conference

Intelligent Wearable Framework for Remote Health Monitoring and Activity Recognition via Markov Models

N Fakhra, J Ahmad

ICIC25, 2025

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2025conference

Wearable Sensors-based Activity Recognition for Intelligent Healthcare Monitoring

F Nazar, J Ahmad

ICACS+�G�G��25, 2025

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2024journal

Intelligent Transportation Activity Recognition Using Deep Belief Network

A Abdulwahab, K Danyal, J Ahmad

INTCEC2024, 2024

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2026journal

Intelligent Human Interaction Recognition with Multi-Modal Feature Extraction and Bidirectional LSTM

MH Azhar, Y Wu, NA Almujally, SS Alharbi, A Algarni, J Ahmad, H Liu

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

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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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2025journal

Intelligent biosensors for human movement rehabilitation and intention recognition

M Rafiq, NA Almujally, A Algarni, M Alshehri, Y AlQahtani, A Jalal, H Liu

Frontiers in Bioengineering and Biotechnology 13, 1558529, 2025

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2024conference

Intelligent Multimodal Human Behavior Recognition using Inertial and Video Sensors

A Iqra Aijaz, J Ahmad

FIT2024, 2024

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