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IMC Lab

Semantic Segmentation based Crowd Tracking & Anomaly Detection

Neuro-Fuzzy Classifier in Smart Surveillance System

Ahmad Jalal Bisma Batool

Project Overview

A neuro-fuzzy classifier-based surveillance system for semantic segmentation driven crowd tracking and anomaly detection in crowded public spaces. The framework integrates pixel-level semantic understanding with fuzzy inference rules to track individual movements and detect anomalous behaviors such as running, fighting, or crowding.

System Architecture

CCTV Stream
Semantic Segmentation
Neuro-Fuzzy Classifier
Crowd Tracker
Anomaly Detector
Crowd Flow Map
Anomaly Alert

Related Publications (8)

Curated from publications by Professor Dr. Hafiz Ahmad Jalal

2022journal

Semantic Segmentation Based Crowd Tracking and Anomaly Detection via Neuro-fuzzy Classifier in Smart Surveillance System

A Faisal, J Ahmad

Arabian Journal for Science and Engineering, 2022

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2026journal

A novel deep learning-based object detection along semantic segmentation on aerial imagery

M Abdelhaq, A Naseer, R Alsaqour, A Jalal, MA Jamal, A Nadeem, J Kim

PeerJ Computer Science 12, e3648, 2026

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2024conference

Integrating semantic segmentation and object detection for multi-object labeling in aerial images

A Naseer, J Ahmad

Icacs, 2024

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2021journal

Multi-person tracking and crowd behavior detection via particles gradient motion descriptor and improved entropy classifier

F Abdullah, YY Ghadi, M Gochoo, A Jalal, K Kim

Entropy 23 (5), 628, 2021

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2019conference

Multi-Person Tracking in Smart Surveillance System for Crowd Counting and Normal/Abnormal Events Detection

S Ahsan, A Jalal, K Kibum

International Conference on Applied and Engineering Mathematics, 1-6, 2019

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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

Multi-Feature Deep Framework for Real-Time Anomaly Detection in Crowd Surveillance

BB Fatima, A Jalal

2025 6th International Conference on Innovative Computing (ICIC), 1-6, 2025

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2025conference

Bayesian-Optimized Framework For Segmentation Guided Transformer-based Leaf Disease Detection

S Mumtaz, RMW Ahmed, A Jalal

2025 6th International Conference on Innovative Computing (ICIC), 1-6, 2025

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