Bahria University

Discovering Knowledge

DR. SHEHZAD KHALID

Faculty Photo
PERSONAL INFORMATION
Faculty Photo
Email shehzad@bahria.edu.pk
Phone Ext. 92519259460
Research Areas / Expertise Machine Learning, Computer vision, Machine Learning, Computer vision
QUALIFICATION
Degree Passing Year Majors University
MSc 2003 Software Engineering National University of Science and Technology, Rawalpindi
PhD 2009 Motion Data Mining and Machine Learning University of Manchester, UK
TEACHING EXPERIENCE
Designation From To Organization
Lecturer 01-Jul-2002 30-Jun-2003 Bahria University Islamabad
Assistant Professor 01-Jul-2007 30-Jun-2010 Bahria University Islamabad
Associate Professor 01-Jul-2010 31-Jul-2015 Bahria University Islamabad
Professor 01-Jul-2015 Present Bahria University Islamabad

Publications

Journals
  • Detection of neovascularization in retinal images using multivariate m-medios based classifier | Computerized Medical Imaging and Graphics
  • Identification and Classification of Microaneurysms for early detection of diabetic retinopathy | Pattern Recognition
  • Detection and classification of retinal lesions for grading of diabetic retinopathy | Computers in Biology and Medicine
  • Intelligent Optimization of Wireless Sensor Networks through Bio-Inspired Computing: Survey and Future Directions | International Journal of Distributed Sensor Networks
  • Classifying spatiotemporal object trajectories using unsupervised learning in the coefficient feature space | ACM Multimedia Systems Special Issue: Multimedia video surveillance
  • Automatic motion learning in the presence of anomalies using coefficient feature space representation of trajectories | Acta Automatica Sinica
  • Motion based behaviour learning, profiling and classification in the presence on anomalies | Pattern Recognition
  • Activity classification and anomaly detection using m-Mediods based modeling of motion patterns | Pattern Recognition
  • Frameworks for multivariate m-mediods based modeling and classification in Euclidean and general feature spaces | Pattern Recognition
  • Incremental indexing and retrieval mechanism for scalable and robust contour-based shape matching | Multimedia Systems
  • Identification and Classification of Microaneurysms for Early Detection of Diabetic Retinopathy | Pattern Recognition
  • Intelligent Optimization of Wireless Sensor Network through Bio-Inspired Computing: Survey and Future Directions | International Journal of Distributed Sensor Network
  • Detection of neovascularization in retinal images using multivariate m-Mediods based classifier | Computerized Medical Imaging and Graphics
  • Detection and classification of retinal lesions for grading of diabetic retinopathy | Journal of Computers in Biology and Medicine
  • Machine learning, a solution for intrusion detection | Journal of Basic and Applied Scientific Research
  • Accurate and efficient shape matching approach using vocabularies of multi-feature space representations | Journal of Real Time Image Processing
  • Robust Framework to Combine Diverse Classifiers Assigning Distributed Confidence to Individual Classifiers at Class Level | Scientific World Journal
  • A novel stemming approach for Urdu language | Journal of Applied Environmental and Biological Sciences
  • A Review of offline signature verification techniques | Journal of Applied Environmental and Biological Sciences
  • Online signature verification : A review | Journal of Applied Environmental and Biological Sciences
  • A hybrid approach to combine heterogeneous classifiers using weight learning robust to the presence of class label noise and imbalanced classes | Bahria University Journal of Information & Communication Technology
  • Determination of System Dimensionality from Observing Near-Normal Distributions | Journal of Abstract and Applied Analysis
  • Energy Efficient Strategy for throughput Improvement in Wireless Ad Hoc Sensor Networks | Journal of Sensors
  • Behaviour recognition using multivariate m-mediod based modelling of motion trajectories | Multimedia Systems
  • TOBAE: A density-based agglomerative clustering algorithm | Journal of Classification
  • EASARA: Energy Aware Simple Ant Routing Algorithm in Wireless Sensor Network | Recent Advancements in Soft Computing and its Application, The Scientific World Journal
  • A Novel Compression Technique For Multi-Camera Nodes Through Directional Correlation | International Journal of Dsitributed Sensor Network
  • Hybrid Features and Mediods Classification based Robust Segmentation of Blood Vessels | Journal of Medical Systems
  • Glaucoma detection using novel optic disk localization, hybrid feature set and classification techniques | Australasian physical and engineering sciences in Medicine
  • A hybrid shape matching framework for efficient and effective shape matching | Journal of Image and Video Processing
  • Fuzzy based Multi-criteria Vertical Handover Decision Modeling in Heterogeneous Wireless Networks | Multimedia Tools and Applications
  • Real-time imaging-based assessment model for improving teaching performance and student experience in e-learning | Real-Time Image Processing
  • A Three-way Approach for Learning Rules in Automatic Knowledge-based Topic Models | International Journal of Approximate Reasoning
  • Multimedia based qualitative assessment methodology in eLearing student teacher engagement analysis, Multimedia Tools and Applications | Multimedia Tools and Applications
  • Segmentation of Skin Lesion Using Cohen-Daubechies-Feauveau Biorthogonal Wavelet | SpringerPlus
  • Computer Based Melanocytic & Nevus Image Enhancement and Segmentation | Journal of BioMed Research International
  • Multi-Agent Semantical Annotation Enhancement Model for IoT based Energy Aware Data | International Journal of Distributed Sensor Networks
  • A Rule based Stemming Method for Multilingual Urdu Text | International Journal of Computer Applications
  • A Gateway Deployment Heuristic for Enhancing the Availability of Sensor Grids | International Journal of Distributed Sensor Networks
  • Big-Data: transformation from heterogeneous data to semantically enriched simplified data, | Multimedia Tools and Applications
  • CRAM: A conditioned reflex action inspired adaptive model for context addition in wireless sensor networks | Journal of Sensors
  • Automate diagnosis of macular edema and central serous retinopathy through robust reconstruction of 3D retinal surfaces | Computer Methods and Programs in Biomedicine
  • A novel white space optimization scheme using memory enabled genetic algorithm in cognitive vehicular communication | Wireless Personal Communications
  • Line and Ligature Segmentation in Printed Urdu Document Images | Printed Urdu Document Images
  • Lifelong aspect extraction from big data: knowledge engineering, Complex Adaptive Systems Modeling | Complex Adaptive Systems Modeling
  • Signature Verification through Chebyshev Polynomials A Novel Method | Journal of Applied Environmental and Biological Sciences
  • Review of offline text independent writer identification techniques | Jurnal Teknologi (Sciences & Engineering)
  • Sentiment Analysis and the Complex Natural Language: A Review, Complex Adaptive Systems Modeling | A Review, Complex Adaptive Systems Modeling
  • Aspect-Based Sentiment Analysis on a Large-Scale Data: Topic Models are the Preferred Solution | BUJICT
  • Online knowledge based model for big data topic extraction | Computational Intelligence and NeuroScience
  • Framework for Urdu News Headline Classification | Journal of Applied Computer Science and Mathematics
  • Detection of Lung Nodules in CT Scan Data- A Review | International Journal of Privacy and Health Information Management (IJPHIM)
  • Analysis of Valuable Techniques & Algorithms Used in Automated Skin Lesion Recognition Systems | International Journal of Privacy and Health Information Management (IJPHIM)
  • Sentiment Analysis for Health Care | International Journal of Privacy and Health Information Management (IJPHIM)
  • NEWS HEADLINES CLASSIFICATION USING PROBABILISTIC APPROACH | VAWKUM Transactions on Computer Science
  • Precise shape matching of large shape datasets using hybrid approach | J. Parallel Distrib. Comput.
  • Data Compatibility to Enhance Sustainable Capabilities for Autonomous Analytics in IoT, Sustainability | Sustainability
  • Semantic Interoperability in Heterogeneous IoT Infrastructure for Healthcare | Wireless Communications and Mobile Computing
  • Versig: A new approach for online signature verification | Cluster Computing-The Journal of Networks, Software Tools and Applications
  • An E-Assessment Framework for Blended Learning with Augmented Reality to Enhance the Student Learning | EURASIA Journal of Mathematics, Science and Technology Education
  • Socio-cyber network: The potential of cyber-phusical system to define human behaviour using big data analytics | Future Generation Computer Systems-The International Journal of eScience
  • Content Based Image Retrieval by using color Descriptor and Discrete Wavelet Transform | Journal of Medical Systems
  • Epileptic Seizures Prediction Using Deep Learning Techniques | IEEE Access
  • Deepgender: real-time gender classification using deep learning for smartphones | J Real-Time Image Proc
  • Segmentation-free optical character recognition for printed Urdu text | EURASIP Journal of Image and Video Processing
  • Pattern Based Comprehensive Urdu Stemmer and Short Text Classification | IEEE Access
  • IoT-based Students Interaction Framework using Attention-Scoring Assessment in eLearning | Future Generation Computer Systems - The International Journal of eScience
  • Designing an Energy-Aware Mechanism for Lifetime Improvementof Wireless Sensor Networks: a Comprehensive Study | Mobile Networks and Applications
  • Melanocytic and Nevus Lesion Detection from Diseased Dermoscopic Images using Fuzzy and Wavelet Techniques | Soft Computing
  • Analysis of Factors Affecting Energy Aware Routing in Wireless Sensor Network | Wireless Communications and Mobile Computing
  • Plagiarism detection in students’ programming assignments based on semantics: multimedia e-learning based smart assessment methodology | Multimedia Tools and Applications
  • Counter Measuring Conceivable Security Threats on Smart Healthcare Devices | IEEE Access
  • A Methodology of Real-Time Data Fusion for Localized Big Data Analytics | IEEE Access
  • An enhanced framework for multimedia data: Green transmission and portrayal for smart traffic system | Computers & Electrical Engineering
  • A generic methodology for geo-related data semantic annotation | Concurrency and Computation: Practice and Experience
  • BotDet: A System for Real Time Botnet Command and Control Traffic Detection | IEEE Access
  • Comprehensive Stemmer for Morphologically Rich Urdu Language | The International Arab Journal of Information Technology
  • Enhanced Network Anomaly Detection Based on Deep Neural Networks | IEEE Access
  • Impoved Context-aware Youtube Recommender System with User Feedback Analysis | BUJICT
  • Using casual reasoning for anomaly detection among ECG live data streams in ubiquitous healthcare monitoring systems | Journal of Ambient Intelligence and Humanized Computing
  • Remote access capability embedded in linked data using bi-directional transformation: Issues and simulation | Sustainable Cities and Society
  • Fundus Images-Based Detection and Grading of Macular Edema Using Robust Macula Localization | IEEE Access
  • Loss Based Congestion Control Module for Health Centers Deployed by Using Advanced IoT Based SDN Communication Networks | International Journal of Parallel Programming
  • Software plagiarism detection in multiprogramming languages using machine learning approach | Concurrency and Computation Practice and Experience
  • A Parallel Architecture for the Partitioning Around Medoids (PAM) Algorithm for Scalable Multi-Core Processor Implementation with Applications in Healthcare | Sensors
  • Multimedia based IoT-Centric Smart Framework for eLearning Paradigm | Multimedia Tools and Applications
  • Deep Learning Approaches Towards Skin Lesion Segmentation and Classification from Dermoscopic Images – A Review | Current Medical Imaging Reviews
  • Detection of preictal state in epileptic seizures using ensemble classifier | Epilepsy Research
  • Are Self-Driving Vehicles Ready to Launch? An Insight into Steering Control in Autonomous Self-Driving Vehicles | Mathematical Problems in Engineering
  • Micro-electromechanical system based optimized steering angle estimation mechanism for customized self-driving vehicles | Measurement and Control
  • Path loss modelling at 60 GHz mmWave based on cognitive 3D ray tracing algorithm in 5G | Peer-to-Peer Networking and Applications
  • Retail level Blockchain transformation for product supply chain using truffle development platform | Cluster Computing
  • Next-generation UWB antennas gadgets for human health care using SAR | EURASIP Journal on Wireless Communications and Networking volume 2021
  • Epileptic seizure prediction using scalp electroencephalogram signals | Biocybernetics and Biomedical Engineering
  • Loss Based Congestion Control Module for Health Centers Deployed by Using Advanced IoT Based SDN Communication Networks | International Journal of Parallel Programming
  • Plagiarism detection in students’ programming assignments based on semantics: multimedia e-learning based smart assessment methodology | Multimedia Tools and Applications
  • Image and command hybrid model for vehicle control using Internet of Vehicles | Transactions on Emerging Telecommunications Technologies
  • Malware detection in industrial internet of things based on hybrid image visualization and deep learning model | Ad Hoc Networks
  • Deep Learning Approaches Towards Skin Lesion Segmentation and Classification from Dermoscopic Images | Current Medical Imaging Reviews
  • Epileptic Seizures Prediction Using Deep Learning Techniques | IEEE Access
  • Artificial neural network based classification of lung nodules in CT images using intensity, shape and texture features | Journal of Ambient Intelligence and Humanized Computing
  • Internet of medical things for smart D3S to enable road safety | International Journal of Distributed Sensor Networks
  • Cyber security threats detection in internet of things using deep learning approach | IEEE Access
  • Using casual reasoning for anomaly detection among ECG live data streams in ubiquitous healthcare monitoring systems | Journal of Ambient Intelligence and Humanized Computing
  • Using scalp EEG and intracranial EEG signals for predicting epileptic seizures: Review of available methodologies | Seizures
  • Detection of clone scammers in Android markets using IoT?based edge computing | Transactions on Emerging Telecommunications Technologies
  • Energy efficient edge-of-things | EURASIP Journal on Wireless Communications and Networking
  • Multimedia based IoT-Centric Smart Framework for eLearning Paradigm | Multimedia Tools and Applications
  • A Parallel Architecture for the Partitioning Around Medoids (PAM) Algorithm for Scalable Multi-Core Processor Implementation with Applications in Healthcare | Sensors
  • Software plagiarism detection in multiprogramming languages using machine learning approach | Concurrency and Computation Practice and Experience
  • Loss Based Congestion Control Module for Health Centers Deployed by Using Advanced IoT Based SDN Communication Networks | International Journal of Parallel Programming
  • Fundus Images-Based Detection and Grading of Macular Edema Using Robust Macula Localization | IEEE Access
  • Resource-Restricted Environments based Memory-Efficient Compressed Convolutional Neural Network Model for Image-level Object Classification | IEEE Access
  • Exploring Lightweight Deep Learning Solution for Malware Detection in IoT Constraint Environment | Electronics
  • An Ensemble Model for Consumer Emotion Prediction Using EEG Signals for Neuromarketing Applications | Sensors
  • An Ensemble Learning Method for Emotion Charting Using Multimodal Physiological Signals | Sensors
  • Classification of EEG Signals for Prediction of Epileptic Seizures | Applied Sciences
  • Dynamic Naming Scheme and Lookup Method Based on Trie for Vehicular Named Data Network | Wireless Communications and Mobile Computing
  • Hierarchical lifelong topic modeling using rules extracted from network communities | PLoS ONE
  • Images data practices for semantic segmentation of breast cancer using deep neural network | Journal of Ambient Intelligence and Humanized Computing
  • Enhancing Computational Scalability in Blockchain by leveraging Improvement in Consensus Algorithm | Frontiers in Computer Science
  • Recognition and classification of handwritten urdu numerals using deep learning techniques | Applied Sciences
  • Advancing Emotional Health Assessments: A Hybrid Deep Learning Approach Using Physiological Signals for Robust Emotion Recognition | IEEE Access
  • A hybrid approach of vision transformers and CNNs for detection of ulcerative colitis | Scientific Reports
  • An Extended Pattern Based Comprehensive Stemmer for the Urdu Language | ACM Transactions on Asian and Low-Resource Language Information Processing
  • Multimodal consumer choice prediction using EEG signals and eye tracking | Frontiers in Computational Neuroscience
  • Fusing Geometric and Temporal Deep Features for High-Precision Arabic Sign Language Recognition | Computer Modeling in Engineering & Sciences
  • Quantum Genetic Algorithm Based Ensemble Learning for Detection of Atrial Fibrillation Using ECG Signals | Computer Modeling in Engineering & Sciences
  • Unlocking the potential of EEG in Alzheimer's disease research: Current status and pathways to precision detection | Brain Research Bulletin
  • Feature fusion ensemble classification approach for epileptic seizure prediction using electroencephalographic bio-signals | Frontiers in Medicine
  • ADNET: A 1D-CNN Feature Fusion-based Method for Alzheimer’s Disease Detection Using EEG Signals | IEEE Access
  • EgoVision a YOLO-ViT hybrid for robust egocentric object recognition | Scientific Reports
  • Edge-Optimized CNNs: A Co-Designed Software-Hardware Framework for Lightweight Deep Learning | IEEE Access
  • NeuroFusionNet: a hybrid EEG feature fusion framework for accurate and explainable Alzheimer’s Disease detection | Scientific Reports
  • Language assisted learnable hyperdimensional computing framework for retinal disease classification | Scientific Reports
Conferences
  • An approach to improve efficiency and accuracy of sophisticated and intelligent shape matcing techniques | IEEE 4th International Conference on Simulation, Modeling and Simulation, Bankok, Thailand (ISMS-2013)
  • Video Sequence Indexing Through Recovery of Object Based Motion Trajectories | Irish Machine Vision and Image Processing Conference
  • Indexing and Retrieval of Video Clips via Object Motion Trajectory Descriptors | Visualization, Imaging and Image Processing
  • Evaluation of Matching Metrics for Trajectories-based Indexing and Retrieval of Video Clips | IEEE workshop on Applications of Computer Vision
  • Motion Trajectory Clustering for Video Retrieval Using Spatiotemporal Approximation | 8th International Conference on Visual Surveillance Systems
  • Motion Clustering Using Spatiotemporal Approximation | IASTED international conference on Internet and Multimedia Systems and Applications
  • Classification and Prediction of Motion Trajectories Using Spatiotemporal Approximation | BMVC workshop on Human Activity Recognition and Modellin
  • Classifying Spatiotemporal Object Trajectories using Unsupervised Learning of Basis Function Coefficients | 3rd ACM International Workshop on Video Surveillance and Sensor Networks
  • Detecting Anomalous Motion Trajectories in the Coefficient Space | IEEE International Conference on Computer Vision Systems
  • Image Matching using Feature Set Transformations | IEEE ICET
  • Framework for constructing hybrid classifier using weight learning to combine heterogeneous classifiers | IEEE 5th International Conference on Computational Intelligence, Communication System and Networks. Seoul, South Korea
  • A Robust Ensemble based Approach to Combine Heterogeneous Classifiers in the Presence of Class Label Noise | IEEE 5th International Conference on Computational Intelligence, Communication System and Networks. Seoul, South Korea
  • A survey of e-learning techniques and the role of agent based assistance | IEEE 5th International Conference on Computational Intelligence, Communication System and Networks. Seoul
  • Preprocessing Approach Identifying and Removing Noise | 16th IEEE International Conference of Modelling and Simulation
  • a | 2nd international conference on Computational and Social Sciences, Turkey
  • News Classification Based On Their Headlines: A Review | 17th IEEE INMIC 2014 Conference, Bahria University, Karachi, Pakistan.
  • Comparative Study of Classification Techniques Used in Skin Lesion Detection Systems | 17th IEEE INMIC 2014 Conference, Bahria University, Karachi, Pakistan.
  • On Access Control for Cloud Service Chains | 17th IEEE INMIC 2014 Conference, Bahria University, Karachi, Pakistan.
  • Application layer time synchronization utilizing symbol time recovery in wireless sensor networks | 17th IEEE USKIM-AMSS, Cambridge, U.K
  • Valuable pre-processing and segmentation techniques used in automated skin lesion detection systems | 17th IEEE USKIM-AMSS, Cambridge, U.K
  • Framework for human identification through offline handwritten documents | Framework for human identification through offline handwritten documents
  • Recognition of Urdu ligatures: A Holistic Approach | 13th International Conference on Document Analysis and Recognition, Gammarth, Tunisia
  • ONLINE SIGNATURE VERIFICATION USING CHEBYSHEV POLYNOMIALS | In 3rd International Conference on Computational and Social Siences
  • LINE AND LIGATURE SEGMENTATION IN PRINTED URDU DOCUMENT IMAGES | 3rd International Conference on Computational and Social Siences
  • Review of Offline Text Independent Writer Identification Techniques | In 3rd International Conference on Computational and Social Siences
  • NEWS HEADLINES CLASSIFICATION USING PROBABILISTIC APPROACH | In 3rd International Conference on Computational and Social Siences,
  • Real-Time Government Policy Monitoring Framework Using Expert Guided Topic Modeling | IEEE 6th International Conference on Innovative Computing Technology (INTECH 2016), Islamabad.
  • Survey on Effective GPS Spoofing Countermeasures | IEEE 6th International Conference on Innovative Computing Technology (INTECH 2016), Islamabad.
  • A Review on Automatic Tuberculosis Screening Using Chest Radiographs | IEEE 6th International Conference on Innovative Computing Technology (INTECH 2016), Islamabad.
  • Dermoscopic feature analysis for Melanoma Recognition and Prevention | IEEE 6th International Conference on Innovative Computing Technology (INTECH 2016), Islamabad.
  • Dermoscopic image enhancement and hair artifact removal using Gabor Wavelet | IEEE 6th International Conference on Innovative Computing Technology (INTECH 2016), Islamabad.
  • Evolving long-term dependency rules in Lifelong Learning Models | IEEE International Conference on Knowledge Engineering and Applications
  • Self-refining Targeted Readings Recommender System | IEEE 2nd international conference on robotics and artificial intelligence, Pakistan
  • Digital Image Preprocessing and Hair Artifact Removal by using Gabor Wavelet | 13th International SoC Design Conference, Korea
  • Histogram Based Rule Verification in Lifelong Learning Models | 19th IEEE international multi-topic conference (INMIC)
  • Multimodal Rule Transfer into Automatic Knowledge Based Topic Models | 19th IEEE international multi-topic conference (INMIC)
  • Unsupervised Aspect Extraction from Large-scale data | 14th IEEE international conference on Frontiers of Information Technology (FIT2016), Islamabad, Pakistan,
  • Paradigmatic and Syntagmatic Rule Extraction for Lifelong Topic Models | 6th IEEE International Conference on Electrical Engineering and Informatics, Malaysia
  • Opinion Reason Mining: Implicit Aspects Beyond Applying Aspects | 21st Saudi Computer Society National Computer Conference, Riyadh, Saudia Arabia
  • Opinion Reason Mining: Implicit Aspects Beyond Applying Aspects | 21st Saudi Computer Society National Computer Conference, Riyadh, Saudia Arabia
  • A Novel Opinion Reason Mining Framework Exploiting Linguistic Association | 6th International Conference on Advances in Computing, Communication and Information Technology – CCIT 2018, Zurich – Switzerland
  • A probabilistic framework for short text classification | 2018 IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC), Las Vegas, USA
  • Trends and Challenges in Lifelong Machine Learning Topic Models | 2nd IEEE International Conference on Computing, Electronics and Electrical Engineering, ICE CUBE (Quetta)
  • Graph Clustering Based Size Varying Rules for Lifelong Topic Modeling | 7th International Conference on Computer Technology and Science, Vietenam
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