GRANT(PI & MEMBERS)

34

PUBLICATIONS

156

INDEXED PUBLICATION

59

TOTAL STUDENTS

H-INDEXED (SCOPUS)

CITATIONS (SCOPUS)

Grant (PI)

INDUSTRY GRANTS
1
INTERNATIONAL GRANTS
1
NATIONAL GRANTS
5
UNIVERSITY FUND
4
TOTAL

Publications

INDEXED PUBLICATION
59
NON-INDEXED PUBLICATION
11
OTHERS PUBLICATION
86
TOTAL

Supervisions

MASTER
23
PHD
25
TOTAL

Legend : SPONSOR TYPE OF GRANT

Grant Name Year
HIGH-COMPRESSED DEEPFAKE VIDEO DETECTION WITH CONTRASTIVE LEARNING
FAKULTI KEJURUTERAAN ELEKTRIK (FKE) Junior Visiting Researcher
2024
Investigation of Colour Gamut Mapping for Improved Outdoor Classification of Oil Palm Ripeness
MINISTRY OF EDUCATION Fundamental Research Grant Scheme
2021
Formulation of DeepFake detection algorithm using cascade Convolution Neural Network and Long Short Term Memory network in face manipulation videos
MINISTRY OF EDUCATION Networking Grant
2021
Smart Video-Based Crowd Surveillance and Management System for Pilgrimages in the Holy places of Makkah and Madinah
KINGDOM OF SAUDI ARABIA Contract
2020
A New Semantic Gradient Segmentation Algorithm for Tomato Blight Disease Identification using Convolutional Neural Network
MINISTRY OF EDUCATION Fundamental Research Grant Scheme
2019
ANALYSIS OF VEHICLE DETECTION USING STATISTICAL BACKGROUND SUBTRACTION DURING HEAVY RAINFALL
RUG OF UTM Tier 1
2018
CONTENT-BASED IMAGE RETRIEVAL FRAMEWORK USING ORB FOR CRIMINAL DATASETS
RUG OF UTM Tier 1
2018
COPY-MOVE IMAGE FORGERY DETECTION FOR FORENSIC APPLICATIONS
RUG OF UTM Tier 2
2017
EXTRACTION OF FEATURES OF BREATHING SOUNDS FROM ADULTS WITH VARIOUS LEVELS BODY MASS INDEX (BMI)
RUG OF UTM Tier 2
2017
DEVELOPMENT OF AUTOMATIC OIL PALM TREE COUNTING BASED ON REMOTE SENSING IMAGERY
RUG OF UTM Tier 1
2015
ALGORITHMS FOR SIGN LANGUAGE RECOGNITION ON A MOBILE PLATFORM
RUG OF UTM Tier 1
2015
PEMANTAUAN KAJIAN KESIAPSIAGAAN DAN PENYELENGARAAN SISTEM 'DIFFERENTIAL GLOBAL NAVIGATION SATELLITE SYSTEM (DGNSS)'
JABATAN LAUT MALAYSIA Contract
2015
A Novel Method to Analyze Instantaneous Properties of Physiological Signal Using Time-Frequency Approach
MINISTRY OF EDUCATION Fundamental Research Grant Scheme
2014
Novel Near Infrared Face Recognition Using Zernike Moments and Hermite Kernel
MINISTRY OF EDUCATION Fundamental Research Grant Scheme
2014
i-Sejahtera: AN INTEGRATED INTELLIGENT MONITORING AND MANAGEMENT SYSTEM FOR ENVIRONMENT, HEALTH AND SECURITY-subprogram Security
RUG OF UTM Flagship
2013
GENERIC OPTICAL FORM PROCESSING FOR MULTIPLE CHOICE ANSWER EXTRACTION
UNIVERSITI TEKNOLOGI MALAYSIA Tier 2
2012
Implementing Robust Plate Number Recognition System Integrating Networked Database System at UTM Entrances
RUG OF UTM Tier 1
2011
Statistical Comparison of High Resolution Computed Tomography (HRCT) Thorax for Interstitial Lung Disease (ILD)
RUG OF UTM Tier 1
2011
Development Of Automated Starfruit Maturity Index Classifying Process With Defect Detection Using Vision System
MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund
2009
Design and Implementation of High Performance Vision Based Barcode Reader System for Mobile Aplication
MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund
2008
Depth Estimation of Inner Wall Defects by Means of Infrared Thermography.
MINISTRY OF EDUCATION Fundamental Research Grant Scheme
2007
Development of Nondestructive Inspection Systems Using Infrared Images Based on Image Processing Techniques
Sciencefund
2000
Development of Real-Time Embedded System with Speech Recognition for Smart House
Sciencefund
2000
Computer Aided Diagnostic System for Lung Diseases
Sciencefund
2000
Design and Development Of Street Light Monitoring and Management System
MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund
1999
Detection of Moving Objects Using Active Vision System
Contract
1999
Web-Based Visual Intelligence Surveillance and Security System
MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund
1998
Images Analysis On Wire Bonding
MINISTRY OF EDUCATION Short Term
1998
Development of Voice Verification System
MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund
1998
Automatic Search for Break Points in Printed Circuit Board Using Intelligent Vision System Based on DSP Algorithms
MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund
1996
Algoritma Enkripsi Untuk Pelbagai Format
Short Term
1995
An Intelligent Lightning Protection System
MINISTRY OF ENERGY, SCIENCE, TECHNOLOGY, ENVIRONEMNT AND CLIMATE CHANGE (MESTECC) Sciencefund
1994
Study on The Depth Perception Using Stereo Vesion
Short Term
1994

Legend : PUBLICATION CATEGORY TYPE OF AUTHORS

Publication Name Year
Motion Segmentation Using Ward’S Hierarchical Agglomerative Clustering For Crowd Disaster Risk Mitigation
INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION
Publication In Web Of Science UTM FIRST AUTHOR
2024
Transfer Learning Models For Cnn Fusion With Fisher Vector For Codebook Optimization Of Foreground Features
IEEE ACCESS
Publication In Web Of Science CO-AUTHOR
2024
Multi-Attention-Based Approach For Deepfake Face And Expression Swap Detection And Localization
EURASIP JPURNAL ON IMAGE AND VIDEO PROCESSING
Publication In Web Of Science UTM FIRST AUTHOR
2023
Violence Detection Using Affective Features From Upper Body Expressions
ACM INTERNATIONAL CONFERENCE PROCEEDING SERIES
Publication In Scopus UTM FIRST AUTHOR
2023
Cascading Pose Features With Cnn-Lstm For Multiview Human Action Recognition
SIGNALS
Publication In Scopus UTM FIRST AUTHOR
2023
Multi-View Human Action Recognition Using Skeleton Based-Fineknn With Extraneous Frame Scrapping Technique
SENSORS
Publication In Web Of Science CO-AUTHOR
2023
Deepfake On Face And Expression Swap: A Review
IEEE ACCESS
Publication In Web Of Science FIRST UTM CORRESPONDING AUTHOR
2023
Visual Motion Segmentation In Crowd Videos Based On Spatial-Angular Stacked Sparse Autoencoders
COMPUTER SYSTEMS SCIENCE AND ENGINEERING
Journal Article Non Citation-Indexed UTM FIRST AUTHOR
2023
Mrf Graph Approach To Image Segmentation
PROCEEDING OF 2023 ELECTRICAL ENGINEERING SYMPOSIUM
Proceedings UTM FIRST AUTHOR
2023
Motion Segmentation Of Pedestrian Trajectories Using Angular Gaussian Mixture Model
3RD INTERNATIONAL CONFERENCE ON BIG DATA ANDCOMPUTATIONAL INTELLIGENCE
Proceedings UTM FIRST AUTHOR
2023
Multi-Scale Network With Integrated Attention Unit For Crowd Counting
COMPUTERS, MATERIALS & CONTINUA
Publication In Web Of Science CO-AUTHOR
2022
An Elastic Frame Rate Up-Conversion For Sequential Omnidirectional Images
INTERNATIONAL JOURNAL ON ADVANCED SCIENCE, ENGINEERING AND INFORMATION TECHNOLOGY
Publication In Scopus UTM FIRST AUTHOR
2022
Balanced Weight Joint Geometrical And Statistical Alignment For Unsupervised Domain Adaptation
JOURNAL OF ADVANCES IN INFORMATION TECHNOLOGY
Publication In Scopus UTM FIRST AUTHOR
2022
Convolutional Neural Network Architecture For Detecting Facemask And Social Distancing: A Preventive Measure For Covid19
LECTURE NOTES IN ELECTRICAL ENGINEERING
Publication In Scopus CO-AUTHOR
2022
Implementation Of Project-Based Learning In Digital Signal Processing
NEW ACADEMIA LEARNING INNOVATION (NALI) 2022 NURTURING HYFLEX TEACHING AND LEARNING INNOVATION
Proceedings CO-AUTHOR
2022
Multiview Human Action Recognition System Based On Openpose And Knn Classifier
LECTURE NOTES IN ELECTRICAL ENGINEERING
Publication In Scopus UTM FIRST AUTHOR
2022
A Multi-Color Spatio-Temporal Approach For Detecting Deepfake
PROCEEDING ON 2022 12TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION SYSTEMS
Publication In Web Of Science UTM FIRST AUTHOR
2022
An Improved Open-View Human Action Recognition With Unsupervised Domain Adaptation
MULTIMEDIA TOOLS AND APPLICATIONS
Publication In Web Of Science UTM FIRST AUTHOR
2022
Online Jigsaw For Problem-Based Learning Using E-Learning Moodle
SYMPOSIUM ON TEACHING & LEARNING PRACTICES IN ELECTRICAL ENGINEERING (STLEE2021)
Proceedings CO-AUTHOR
2021
Car Model Recognition Using Deep Learning
PROCEEDINGS OF 2021 ELECTRICAL ENGINEERING SYMPOSIUM (EES2021) - VOL.3 ELECTRONICS
Proceedings UTM FIRST AUTHOR
2021
U-Asd Net: Supervised Crowd Counting Based On Semantic Segmentation And Adaptive Scenario Discovery
IEEE OPEN ACCESS
Publication In Web Of Science CORRESPONDING AUTHOR
2021
Vehicle Detection And Counting Using Adaptive Background Model Based On Approximate Median Filter And Triangulation Threshold Techniques
AUTOMATIC CONTROL AND COMPUTER SCIENCES
Publication In Web Of Science UTM FIRST AUTHOR
2020
Performance Comparison Between Svm And K-Means For Vehicle Counting
IOP CONFERENCE SERIES: MATERIALS SCIENCE AND ENGINEERING
Publication In Scopus UTM FIRST AUTHOR
2020
Face Recognition And Machine Learning At The Edge
IOP CONFERENCE SERIES: MATERIALS SCIENCE AND ENGINEERING
Publication In Scopus CO-AUTHOR
2020
Malaysia Chapter Bags Chapter Of The Year Award Again: What'S The Secret?
INSIDE SIGNAL PROCESSING NEWSLETTER
Article In Mass Media INDIVIDUAL AUTHOR
2019
Advances In Human Action Recognition: An Updated Survey
IET IMAGE PROCESSING
Publication In Web Of Science INDIVIDUAL AUTHOR
2019
An Automatic Malaysian Car Plate Recognition Based On Deep Learning Approach
ELECTRICAL ENGINEERING SYMPOSIUM 2019
Proceedings CORRESPONDING AUTHOR
2019
Action Recognition With Improved Trajectories
ELECTRICAL ENGINEERING SYMPOSIUM 2019
Proceedings CORRESPONDING AUTHOR
2019
Localized Background Subtraction Feature-Based Approach For Vehicle Counting
2019 IEEE INERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING APPLICATIONS (IEEE ICSIPA 2019)
Publication In Scopus UTM FIRST AUTHOR
2019
Performance Comparison Between Surf And Sift For Content-Based Image Retrieval
2019 IEEE INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING APPLICATIONS (IEEE ICSIPA 2019)
Publication In Scopus UTM FIRST AUTHOR
2019
Breathing Sounds - Determination Of Extremely Low Spl
MATEC WEB OF CONFERENCE
Publication In Scopus CO-AUTHOR
2018
Vehicle Detection And Counting For Complex Weather Conditions
2017 IEEE INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING APPLICATIONS
Publication In Scopus UTM FIRST AUTHOR
2017
Efficient Segmentation Of Arabic Handwritten Characters Using Structural Features
INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY
Publication In Web Of Science UTM FIRST AUTHOR
2017
Crowd Counting Using Statistical Features Based On Curvelet Frame Change Detection
MULTIMEDIA TOOLS AND APPLICATIONS
Publication In Web Of Science UTM FIRST AUTHOR
2017
A Robust Medical Image Watermarking Against Salt And Pepper Noise For Brain Mri Images
MULTIMEDIA TOOLS AND APPLICATIONS
Publication In Web Of Science CO-AUTHOR
2017
Chapter 2: 3d Information Estimation Foir Moving Object Detection In Multiple Camera Framework
ADVANCES IN DIGITAL SIGNAL AND IMAGE PROCESSING: SERIES 1
Book Chapter CORRESPONDING AUTHOR
2016
Vision Based Barcode Reader Using Intel Atom Processor For Stand Alone Application
2016 ELECTRICAL ENGINEERING SYMPOSIUM
Book Chapter UTM FIRST AUTHOR
2016
Face Detection In Profile Views Using Fast Discrete Curvelet Transform (Fdct) And Support Vector Machine (Svm)
INTERNATIONAL JOURNAL ON SMART SENSING AND INTELLIGENT SYSTEMS
Publication In Web Of Science CORRESPONDING AUTHOR
2016
Improved Automatic And Robust Roi Detection Technique For Medical Image Watermarking Application
INTERNATIONAL JOURNAL OF VIDEO & IMAGE PROCESSING AND NETWORK SECURITY
Journal Article Non Citation-Indexed CO-AUTHOR
2016
A Comparative Analysis On Reversible Watermarking Techniques In Medical Images
JURNAL TEKNOLOGI
Publication In Scopus CORRESPONDING AUTHOR
2015
Oil Palm Tree Enumeration Based On Template Matching
WORLD VIRTUAL CONFERENCE ON APPLIED SCIENCES AND ENGINEERING APPLICATIONS (WVCASEA2015)
Conference Paper CO-AUTHOR
2015
A Hybrid Skin Color Detection Using Hsv And Ycgcr Color Space For Face Detection
2015 IEEE INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING APPLICATIONS
Proceedings UTM FIRST AUTHOR
2015
Hyperspectral Imaging For Predicting Soluble Solid Content Of Starfruit
JURNAL TEKNOLOGI
Publication In Scopus CORRESPONDING AUTHOR
2015
Brain Lesion Segmentation Using Fuzzy C-Means On Diffusion Weighted Imaging
ARPN JOURNAL OF ENGINEERING AND APPLIED SCIENCES
Publication In Scopus UTM FIRST AUTHOR
2015
A Review Of Iris Recognition System
JURNAL TEKNOLOGI
Publication In Scopus CORRESPONDING AUTHOR
2015
A Heuristic Automatic And Robust Roi Detection Method For Medical Image Warermarking
JOURNAL OF DIGITAL IMAGING
Publication In Web Of Science CORRESPONDING AUTHOR
2015
Quantitative Defect Characterization For Passive Thermography Application
RESEARCH IN NONDESTRUCTIVE EVALUATION
Publication In Web Of Science UTM FIRST AUTHOR
2015
Young Oil Palm Recognition Using Haar Features Based On Worldview-2 Images
IEEE WORKSHOP ON GEOSCIENCE AND REMOTE SENSING 2015 (IWGRS 2015)
Conference Paper CO-AUTHOR
2015
Adaptive Fuzzy Switching Noise Reduction Filter For Iris Pattern Recognition
JURNAL TEKNOLOGI
Publication In Scopus CORRESPONDING AUTHOR
2015
Review Of Brain Lesion Detection And Classification Using Neuroimaging Analysis Techniques
JURNAL TEKNOLOGI
Publication In Scopus CORRESPONDING AUTHOR
2015
Neural Network-Based Approach For Face Recognition Across Varying Pose
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
Publication In Web Of Science UTM FIRST AUTHOR
2015
A Database Of Arabic Handwritten Characters
IEEE INTERNATIONAL CONFERENCE ON CONTROL SYSTEM, COMPUTING AND ENGINEERING
Conference Paper UTM FIRST AUTHOR
2014
Oil Palm Tree Counting Based On Template Matching
INTERNATIONAL CONFERENCE AND EXHIBITION ON REMOTE SENSING & GIS
Conference Paper UTM FIRST AUTHOR
2014
Curvelet Transform Sub-Difference Image For Crowd Estimation
INTERNATIONAL CONFERENCE ON CONTROL SYSTEM AND COMPUTER ENGINEERING
Conference Paper UTM FIRST AUTHOR
2014
Watermarking Techniques Used In Medical Images: A Survey
JOURNAL OF DIGITAL IMAGING
Publication In Web Of Science CORRESPONDING AUTHOR
2014
Texture-Based Statistical Detection And Discrimination Of Some Respiratory Diseases Using Chest Radiograph
ADVANCES IN MEDICAL DIAGNOSTIC TECHNOLOGY
Book Chapter CO-AUTHOR
2014
Enhanced Rotational Feature Points Matching Using Orientation Correction
ELECTRONICS LETTERS ON COMPUTER VISION AND IMAGE ANALAYSIS
Publication In Scopus UTM FIRST AUTHOR
2014
Segmentation Of Oil Palm Area Based On Glcm-Svm And Ndvi
IEEE REGION 10 TECHNICAL SYMPOSIUM 2014
Publication In Scopus CORRESPONDING AUTHOR
2014
Pair-Wise Discrimination Of Some Lung Diseases Using Chest Radiography
IEEE TENSYMP 2014 - 2014 IEEE REGION 10 SYMPOSIUM
Publication In Scopus CO-AUTHOR
2014
Human Emotion Recognition From Videos Using Spatio-Temporal And Audio Features
VISUAL COMPUTER
Publication In Web Of Science UTM FIRST AUTHOR
2013
Implementation And Application Of Orientation Correction On Sift And Surf Matching
INTERNATIONAL JOURNAL OF ADVANCES IN SOFT COMPUTING AND ITS APPLICATIONS
Publication In Scopus UTM FIRST AUTHOR
2013
2d-Automatic Composition Of Nodal Values From Numerical Model Using Script Programming
JURNAL TEKNOLOGI (SCIENCES AND ENGINEERING)
Publication In Scopus CO-AUTHOR
2013
Variant Pose Face Recognition Using Discrete Wavelet Transform And Linear Regression
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
Publication In Web Of Science UTM FIRST AUTHOR
2012
Investigation Of Error Concealment Using Different Transform Codings And Multiple Description Codings
JOURNAL OF ELECTRICAL ENGINEERING
Publication In Web Of Science CO-AUTHOR
2012
Face Recognition: Robust Approach Under Varying And Low Resolution Head Poses
INTERNATIONAL JOURNAL OF IMAGING AND ROBOTICS
Publication In Scopus UTM FIRST AUTHOR
2012
An Image Registration Technique To Enhance Pcb Inspection Algorithm With Real Images
ICIC EXPRESS LETTERS (ICIC-EL)
Publication In Scopus CO-AUTHOR
2012
Fully Automated Region Growing Segmentation Of Brain Lesion In Diffusion-Weighted Mri
IAENG INTERNATIONAL JOURNAL OF COMPUTER SCIENCE
Publication In Scopus UTM FIRST AUTHOR
2012
An Improved Defect Classification Algorithm For Six Printing Defects And Its Implementation On Real Printed Circuit Board Images
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING, INFORMATION AND CONTROL
Publication In Web Of Science CO-AUTHOR
2012
Applying A Statistical Ptb Detection Procedure To Complement The Gold Standard
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS
Publication In Web Of Science CO-AUTHOR
2011
A Discrimination Method For The Detection Of Pneumonia Using Chest Radiograph
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS
Publication In Web Of Science CO-AUTHOR
2010
Multidimensional Unreplicated Linear Functional Relationship Model With Single Slope And Its Coefficient Of Determination
WSEAS TRANSACTIONS ON MATHEMATICS
Publication In Scopus UTM FIRST AUTHOR
2010
Efficient Online Handwritten Chinese Character Recognition System Using A Two-Dimensional Functional Relationship Model
INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE
Publication In Web Of Science UTM FIRST AUTHOR
2010
Defect Detection In Thermal Image For Nondestructive Evaluation Of Petrochemical Equipments
NDT AND E INTERNATIONAL
Publication In Web Of Science UTM FIRST AUTHOR
2009
Selecting Texture Measures For Detection Of Pneumonia
PROCEEDINGS IF THE 9TH IASTED INTERNATIONAL CONFERENCE VISUALIZATION, IMAGING AND IMAGE PROCESSING
Publication In Scopus CO-AUTHOR
2009
A Graphical Method Of Detecting Pneumonia Using Chest Radiograph
WSEAS TRANSACTIONS ON INFORMATION SCIENCE AND APPLICATIONS
Publication In Scopus CO-AUTHOR
2009
Andrew'S Curve And Texture Ellipsoid For The Detection Of Pneumonia Using Chest X-Ray
PROCEEDINGS OF THE 13TH WSEAS INTERNATIONAL CONFERENCE ON COMPUTERS
Publication In Web Of Science CO-AUTHOR
2009
Vehicle Trajectory And Position Estimation
International Workshop on Signal Processing and Its Applications 2008 (WoSPA 2008)
Conference Paper INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Performance Testing And Reporting¿ Part 2: Testing Methodologies For Technology And Scenario Evaluation (Iso/Iec 19795-2:2005, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 1: Framework (Iso/Iec 19794-1:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 9: Vascular Image Data (Iso/Iec 19794-9:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Application Programmin Interface¿ Part 1: Bioapi Specification (Iso/Iec 19784-1:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Application Programmin Interface¿ Part 2: Biometric Archive Function Provider Interface (Iso/Iec 19784-2:2007, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 8: Finger Pattern Skeletal Data (Iso/Iec 19794-8:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Profiles For Interoperability And Data Interchange ¿ Part 1:Overview Of Biometric Systems And Biometric Profiles (Iso/Iec 24713-1:2008, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Common Biometric Exchange Formats Framework¿ Part 1: Data Element Specification (Iso/Iec 19785-1:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Common Biometric Exchange Formats Framework¿ Part 2: Procedures For The Operation Of The Biometric Registration Authority (Iso/Iec 19785-2:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Common Biometric Exchange Formats Framework¿ Part 3: Patron Format Specifications (Iso/Iec 19785-3:2007, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Conformance Testing For The Biometric Application Programming Interface (Bioapi )¿ Part 1: Methods And Procedures (Iso/Iec 24709-1:2007, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Conformance Testing For The Biometric Application Programming Interface (Bioapi )¿ Part 1: Testing Assertions For Biometric Service Providers (Iso/Iec 24709-2:2007, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 1: Framework (Iso/Iec 19794-1:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 10: Hand Geometry Silhouette Data (Iso/Iec 19794-7:2007, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 3: Finger Pattern Spectral Data (Iso/Iec 19794-3:2006, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 7: Signature/Sign Time Series Data (Iso/Iec 19794-7:2007, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2008
An Algorithm For Classification Of Six Types Of Defect On Bare Printed Circuit Board
33rd International Electronics Manufacturing Technology Conference (IEMT 2008)
Conference Paper INDIVIDUAL AUTHOR
2008
Defect Detection In Thermal Image Using Thresholding Technique
6th WSEAS International Conference on Circuits, Systems, Electrnics, Control & Signal Processing (CSECS'07)
Conference Paper INDIVIDUAL AUTHOR
2007
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 6: Iris Image Data (Iso/Iec 19794-6:2005, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2007
Defect Depth Estimation In Passive Thermography Using Neural Network Paradigm
6th WSEAS International Conference on Circuits, Systems, Electrnics, Control & Signal Processing (CSECS'07)
Conference Paper INDIVIDUAL AUTHOR
2007
Adaptive Thresholding Based On Co-Occurrence Matrix Edge Information
International Conference on Asia Modelling Symposion
Conference Paper INDIVIDUAL AUTHOR
2007
Object'S Shadow Removal With Removal Validation
7th IEEE International Symposium on Signal Processing and Information Technology (ISSPIT2007)
Conference Paper INDIVIDUAL AUTHOR
2007
Defect Depth Estimation In Passive Thermography - Comparing Multilayer Perceptron With Radial Basic Function Networks
Malaysia-Japan International Symposium on Advance Technology
Conference Paper INDIVIDUAL AUTHOR
2007
Modelling Of Defects Within High Temperature Wall By Means Of Infrared Thermography
Proceedings : International Conference on Risk Technology and Management (RISKtech 2007)
Conference Paper INDIVIDUAL AUTHOR
2007
Shape Representation Based On Closed Curved Convex Hull
Proceedings of the International Conference on Robotics, Vision, Information and Signal Processing (ROVISP 2007)
Conference Paper INDIVIDUAL AUTHOR
2007
Automatic Coronary Artery Detection In Echocardiogram Image
IEEE International Confernce on Signal Processing and Communications (ICSPC2007)
Conference Paper INDIVIDUAL AUTHOR
2007
Shape Defect Estimation Based On Closed Curve Convex Hull
International Conference on Soft Computing, Intelligent System and Information Technology (ICSIIT 2007)
Conference Paper INDIVIDUAL AUTHOR
2007
Linear One-Dimensional Color Feature For Starfruit Classification
Proceedings of the International Conference on Robotics, Vision, Information and Signal Processing (ROVISP 2007)
Conference Paper INDIVIDUAL AUTHOR
2007
Gray Level Co-Occurrence Matrix Computation Based On Haar Wavelet
International Conference on Computer Graphic, Imaging, and Visualisation 2007 (CGIV'07)
Conference Paper INDIVIDUAL AUTHOR
2007
Adaptive Thresholding Based On Co-Occurrence Matrix Edge Information
JOURNAL OF COMPUTERS
Publication In Scopus CO-AUTHOR
2007
Information Technology ¿ Biometric Data Interchange Formats ¿ Part 2: Finger Minutiae Data (Iso/Iec 19794-2:2005, Idt)
SIRIM Berhad
Article In Mass Media INDIVIDUAL AUTHOR
2007
Three-Dimensional Vehicle Pose Estimation From Two-Dimensional Monocular Camera Image For Vehicle Classification
6th WSEAS International Conference on Circuits, Systems, Electronics, Control & Signal Processing (CSECS 07)
Conference Paper INDIVIDUAL AUTHOR
2007
Texture Analysis And Classification Of Echocardiography Images For Diagnosis Of Myocardial Infarction Tissue And Retrieval In Small Dimension Images
The 6th Asian Control (ASCC 2006)
Conference Paper CO-AUTHOR
2006
Length Accumulation On Planar Curve For Shape Defect Detection And Recognition
Proceedings of International Conference on Man-Machine Systems
Conference Paper CO-AUTHOR
2006
Starfruit Grading Based On 2-Dimensional Color Map
1st Regional Postgraduate Conference on Engineering & Science 2006 (RPCES)
Conference Paper CO-AUTHOR
2006
Analysis And Classification Of Myocardial Infarction Tissue From Echocardiography Images Based On Texture Analysis
Regional Postgraduate Conference on Engineering and Science 2006 (RPCES)
Conference Paper CO-AUTHOR
2006
Vessels Classifications Based On Partial View Image
Proceedings of the 1st International Conference on Islamic World, Information Technology and Information Society
Conference Paper CO-AUTHOR
2006
Principal Component Analysis: Face And Fingerprint Features Fusion For Verification
International Conference on Robotics Vision, Information, and Signal Processing (ROVISP 2005)
Conference Paper CO-AUTHOR
2005
High Performance Real-Time Vision Based Barcode Reader
International Conference on Robotics Vision, Information, and Signal Processing (ROVISP 2005)
Conference Paper CO-AUTHOR
2005
Subpixel Disparity For Accurate Stereoscopic Depth And Velocity
1st International Conference on Computers, Communications and Signal Processing (CCSP)
Conference Paper CO-AUTHOR
2005
Wavelet-Based Printed Circuit Board Inspection System
International Journal of Integrated Computer-Aided Engineering (ICAE)
Publication In Web Of Science CO-AUTHOR
2005
Vestro: Velocity Estimation Using Stereoscopic Vision
1st International Conference on Computers, Communications and Signal Processing (CCSP)
Conference Paper CO-AUTHOR
2005
Wavelet Extension And Gray Level Co-Occurrence Matrix For Texture Defect Detection And Texture Retrieval In Small Dimension Images
8th International QIR Proceeding
Conference Paper CO-AUTHOR
2005
Texture Analysis Of Echocardiography Images For Diagnosis Of Myocardial Infarction Tissue
International Conference on Instrumentation, Communication and Information Technology (ICICIT) 2005
Conference Paper CO-AUTHOR
2005
Classification Of Moving Objects Using Active Vision
1st International Conference on Computers, Communications and Signal Processing (CCSP)
Conference Paper CO-AUTHOR
2005
Defects Classification On Bare Pcb Using Multiple Learning Vector Quantization Neural Network Paradigm
Proceedings of the International Conference on Computer Graphics, Imaging and Visualization (CGIV)
Conference Paper CO-AUTHOR
2004
A Noise Elimination Procedure For Wavelet-Based Printed Circuit Board Inspection System
The 5th Asian Control Conference (ASCC 2004)
Conference Paper CO-AUTHOR
2004
Features Extraction Based On Fuzzy Clustering And Segmentation Onto The Motion Region For Medium Field Surveillance Applications
International Conference on Computer Graphics, Imaging and Visualization (CGIV)
Conference Paper CO-AUTHOR
2004
Fingerprint Matching Based On Directional Image Constructed Using Expanded Haar Wavelet Transform
International Conference on Computer Graphics, Imaging and Visualization (CGIV)
Conference Paper CO-AUTHOR
2004
Wavelet-Based Printed Circuit Board Inspection System
International Journal of Signal Processing (IJSP)
Journal Article Non Citation-Indexed CO-AUTHOR
2004
Texture Analysis And Classification Using Wavelet Extension And Gray Level Co-Occurrence Matrix For Defect Detection In Small Dimension Images
International Conference on Control, Automation and Systems (ICCAS 2004)
Conference Paper CO-AUTHOR
2004
Moving Object Features Extraction Using Morphology Approach Based On Yuv Format
International Conference on Artificial Intelligence and Engineering Technology (ICAIET)
Conference Paper CO-AUTHOR
2004
Fingerprint Center Point Location Using Directional Field
3rd International Conference on Image and Graphics (ICIG 2004)
Conference Paper CO-AUTHOR
2004
Face Detection Based On Feature-Based Chrominance Colour Information
International Conference on Computer Graphics, Imaging and Visualization (CGIV)
Conference Paper CO-AUTHOR
2004
Pcb Inspection Based-On Wavelet And Morphological Image Processing Approaches
Proceedings of International Conference on Robotics, Vision, Information, and Signal Processing (ROVISP 2003)
Conference Paper CO-AUTHOR
2003
Neural Network Data Design: A Pcb Defects Classification Application.
Proceedings of Seminar on Artificial Intelligence Applications in Industry (AIAI 2003)
Conference Paper CO-AUTHOR
2003
Classification Of Defects On Pcb Based-On Neural Network
Proceedings of National Seminar on Information Technology in Multicultural Business
Conference Paper CO-AUTHOR
2003
Fingerprint Classification Based On Directional Image Constructed Using Wavelet Transform Domains
International Conference on Robotics Vision, Information, and Signal Processing (ROVISP 2003)
Conference Paper CO-AUTHOR
2003
Neural Network Paradigm For Classification Of Defects On Pcb
Jurnal Teknologi
Journal Article Non Citation-Indexed CO-AUTHOR
2003
Fingerprint Classification Based On Signatures Found In Directional Image.
Proceedings of Seminar on Artificial Intelligence Applications in Industry (AIAI 2003)
Conference Paper CO-AUTHOR
2003
The Application Of Linear Prediction To Object Tracking
Proceedings of the First Malaysia-France Regional Workshop on Image Processing In Vision Systems and Multimedia Communication (IMAGE 2003)
Conference Paper CO-AUTHOR
2003
Real-Time Multiple Object Tracking
Proceedings of the Engineering and Technology Conference (EnTech 2003)
Conference Paper CO-AUTHOR
2003
Integration Of Projection Histograms And Linear Prediction For Object Tracking
Jurnal Teknologi
Journal Article Non Citation-Indexed CO-AUTHOR
2003
Accurate Real-Time Obkect Tracking With Linear Prediction Method
IEEE International Conference on Image Processing (ICIP 2003)
Conference Paper CO-AUTHOR
2003
Analysis Of The Wavelet-Based Image Difference Algorithm For Pcb Inspection
Proceedings of the SICE Annual Conference (SICE 2002)
Conference Paper CO-AUTHOR
2002
Decomposition Of Pcb Image Into Basic Primitive Patterns Using Morphological Operations
Malaysian Science and Technology Congress 2002 (MSTC 2002)
Conference Paper CO-AUTHOR
2002
Model-Based Pcb Inspection Technique Using Wavelet Transform
Proceedings of the 4th Asian Control Conference (ASCC 2002), Singapore
Conference Paper CO-AUTHOR
2002
Coarse Resolution Defect Localization Algorithm For An Automated Visual Pcb Inspection
Jurnal Teknologi
Journal Article Non Citation-Indexed CO-AUTHOR
2002
Segmentation Of Pcb Images Into Simple Generic Patterns Using Mathematical Morphology And Windowing Technique
Proceedings of National Conference on Computer Graphic & Multimedia (CoGraMM)
Conference Paper CO-AUTHOR
2002
Coarse Resolution Defect Localization Algorithm For An Automated Visual Printed Circuit Board Inspection
28th Annual Conference of the IEEE Industrial Electronics Society (IECON 2002), Spain
Conference Paper CO-AUTHOR
2002
Directional Image Construction Based On Wavelet Transform For Fingerprint Classification And Matching
National Conference on Computer Graphics and Multimedia
Conference Paper CO-AUTHOR
2002
Performance Evaluation Of Wavelet-Based Pcb Defect Detection And Localization Algorithm
IEEE International Conference on Industrial Technology (ICIT 2002), Bangkok
Conference Paper CORRESPONDING AUTHOR
2002
Wavelet Based Algorithm For Image Comparison Technique In Application Of Coarse-To Fine Inspection Of Printed Circuit Board (Pcb)
Malaysian Science and Technology Congress on Physical Sciences and Engineering
Conference Paper CO-AUTHOR
2001
Fingerprint Classification Using Signature Obtain From Second Stage Discrete Wavelet Transform
Malaysian Science and Technology Congress on Information and Communication Technology
Conference Paper CO-AUTHOR
2001
Performance Evaluation Of Wavelet-Based Algorithm For Printed Circuit Board (Pcb) Inspection
JURNALTEKNOLOGI
Journal Article Non Citation-Indexed CO-AUTHOR
2001
On The Statistical Performance Analysis Of The Hexagonal Edge Detector
ELEKTRIKA
Journal Article Non Citation-Indexed CO-AUTHOR
2001
Pyramid Vector Quantization Of Video Subband With Dithering
JURNAL TEKNOLOGI
Journal Article Non Citation-Indexed CO-AUTHOR
2001
Optimum Dithering For Scalar Quantization Of Image Subbands
ELEKTRIKA
Journal Article Non Citation-Indexed CO-AUTHOR
2001
Using Multiscale Edge Detection For Low Bit Rate Subband Video Coding
JURNAL TEKNOOGI
Journal Article Non Citation-Indexed CO-AUTHOR
2001

Legend : IP CATEGORY IP LEVEL

Intellectual Property Name Grant Register No. IP Level IP Category
VISION BASED BARCODE READER SYSTEM MY-158018-A NATIONAL PATENT
OMNI DIRECTIONAL CAMERA TRAFFIC MONITORING AT JUNCTIONS NATIONAL COPYRIGHT

Legend : SESSION LEVEL OF STUDY STATUS SUPERVISION LEVEL

Supervision List
NAZORI
IDENTIFICATION OF MYOCARDIAL INFARCTION TISSUE BASED ON TEXTURE ANALYSIS FROM ULTRASOUND IMAGES
PHD GRADUATED SUPERVISOR 2008
MUSA BIN MOHD MOKJI
FEATURES CONSTRUCTION FOR STARFRUIT QUALITY INSPECTION
PHD GRADUATED SUPERVISOR 2008
USMAN ULLAH SHEIKH
A FRAMEWORK FOR THREE DIMENSIONAL MODEL-BASED CAMERA POSITIONING INVARIANT VEHICLE CLASSIFICATION
PHD GRADUATED SUPERVISOR 2009
RUDI HERIANSYAH
DEFECT DETECTION AND CHARACTERIZATION ON THERMAL IMAGE BY MEANS OF PASSIVE THERMOGRAPHY
PHD GRADUATED SUPERVISOR 2010
NORLIZA BINTI MOHD NOOR
LUNG DISEASES DETECTION BASE ON STATISTICAL DISCRIMINATION FOR SOME RESPIRATORY DISEASE
PHD GRADUATED SUPERVISOR 2010
ZUR'AINI DAHLAN
STATISTICAL COMPARISON OF HIGH RESOLUTION COMPUTED TOMOGRAPHY (HRCT) THORAX WITH APPLICATION ON THE DETECTION OF INTERSTIAL LUNG DISEASE (ILD)
PHD ON GOING CO-SUPERVISOR
PUSPA INAYAT KHALID
HANDWRITTING ABILITY ASSESSMENT MODEL USING DYNAMIC CHARACTERISTICS OF DRAWING PROCESS
PHD GRADUATED SUPERVISOR 2011
SEYED OMID SHAHDI
FRAMEWORK FOR POSE-INVARIANT FACE RECOGNITION
PHD GRADUATED SUPERVISOR 2012
SHEIKH MUHAMMAD MUNAF
HUMAN ACTION RECOGNITION AND RETRIEVAL IN DIGITAL VIDEO USING OPTIMISED RELEVANCE FEEDBACK AND ENSEMBLE BAG OF WORDS
PHD GRADUATED SUPERVISOR 2013
SEYED MOJTABA MOUSAVI KHORZOUGHI
ROBUST WATERMARKING FOR MAGNETIC RESONANCE IMAGES WITH AUTOMATIC REGION OF INTEREST DETECTION
PHD GRADUATED SUPERVISOR 2014
GOH KAM MENG
THREE DIMENSIONAL INFORMATION ESTIMATION AND TRACKING FOR MOVING OBJECTS DETECTION USING TWO CAMERAS FRAMEWORK
PHD GRADUATED SUPERVISOR 2015
NORHASHIMAH BINTI MOHD SAAD
AUTOMATED BRAIN LESION CLASSIFICATION METHOD FOR DIFFUSION-WEIGHTED MAGNETIC RESONANCE IMAGES
PHD GRADUATED SUPERVISOR 2015
AREZOU BANITALEBI DEHKORDI
ADAPTIVE NOISE REDUCTION AND CODE MATCHING FOR IRIS PATTERN RECOGNITION SYSTEM
PHD GRADUATED SUPERVISOR 2015
MAZEN ABDULLAH EDHA BAHASHWAN
EFFICIENT SEGMENTATION APPROACH AND CURVELET TRANSFORM BASED CHARACTER RECOGNITION FOR ARABIC HANDWRITING
PHD GRADUATED SUPERVISOR 2016
ADEL AMEERAHMED H. HAFEEZ ALLAH
MULTISCALE DISCRETE CURVELET TRANSFORM APPROACH IN BACKROUND INDEPENDENT CROWD ESTIMATION FOR ALMASJID ANNABAWI
PHD GRADUATED SUPERVISOR 2016
FERI CANDRA
HYPERSPECTRAL IMAGING FOR STARFRUIT QUALITY INSPECTION
PHD GRADUATED SUPERVISOR 2016
SHAPARAS BINTI DALIMAN
TEXTURE ANALYSIS TECHNIQUES FOR DETECTION AND CHARACTERIZATION OF OIL PALM TREE BASED ON REMOTE SENSING IMAGERY
PHD GRADUATED SUPERVISOR 2016
BASHIR MUHAMMAD
HUMAN FACE DETECTION BASED ON SKIN COLOUR AND CURVELET TRANSFORM FEATURES
PHD GRADUATED SUPERVISOR 2018
MOHAMED ATEF ABDELMONIEM ELIMAM ELKHOREBY
ADAPTIVE BACKGROUND SUBTRACTION TECHNIQUE WITH UNIQUE FEATURE REPRESENTATION FOR VEHICLE COUNTING
PHD GRADUATED SUPERVISOR 2021
MOHD SHAH RIZAL BIN SAMSUDIN
BALANCED WEIGHTED UNIFIED DISCRIMINANT AND DISTRIBUTION ALIGNMENT FOR OPEN-VIEW HUMAN ACTION RECOGNITION
PHD GRADUATED SUPERVISOR 2022
NAJEEB UR REHMAN MALIK
SKELETON JOINTS WITH EXTRANEOUS FRAMES SCRAPPING TECHNIQUE FOR MULTI VIEW HUMAN ACTION RECOGNITION USING DEEP LEARNING
PHD GRADUATED SUPERVISOR 2023
SABA BALOCH
VIDEO-BASED ABUSIVE BEHAVIOUR DETECTION AND CLASSIFICATION USING UPPER BODY FEATURES
PHD GRADUATED SUPERVISOR 2023
SAIMA WASEEM
MULTI-ATTENTION-BASED SPATIAL AND FREQUENCY DOMAIN FEATURES FUSION APPROACH FOR DEEPFAKE FACE AND EXPRESSION SWAP LOCALIZATION AND DETECTION
PHD GRADUATED SUPERVISOR 2024
BADAMS BADIU
ENHANCING FLOATING OBJECT DETECTION IN WATER BODIES USING ATROUS CONVOLUTION AND ATTENTION MECHANISM
PHD ON GOING CO-SUPERVISOR
MOHAMED GAMAL MOHAMED KAMALELDIN
VIDEO-BASED HUMAN ACTION RECOGNITION
PHD ON GOING SUPERVISOR
ZUWAIRIE BIN IBRAHIM

MASTER ON GOING SUPERVISOR
YEOH PHAIK YONG

MASTER GRADUATED SUPERVISOR 2004
NORHASHIMAH BINTI MOHD SAAD
DIFFUSION-WEIGHTED IMAGING IMAGE ANALYSIS TECHNIQUES FOR DETECTING AND CLASSIFYING BRAIN LESIONS
MASTER GRADUATED SUPERVISOR 2004
CHAN YING HUI
INTEGRATED BIMODAL SECURITY ACCESS SYSTEM
MASTER GRADUATED SUPERVISOR 2005
MOHAMAD NANSAH B. MALIKI
DEVELOPMENT OF A RECOGNITION SYSTEM FOR HUMAN'S ARMS MOTIONS
MASTER ON GOING SUPERVISOR
SHANJEEV KUMAR @ GANESAN A/L MAGITHALAM

MASTER ON GOING SUPERVISOR
AREZOU BANITALEBI DEHKORDI
IMPROVED IRIS RECOGNITION SYSTEM
MASTER GRADUATED SUPERVISOR 2009
SEYED MOJTABA MOUSAVI KHORZOUGHI
COMBINATION OF SEMI-FRAGILE AND ROBUST WATERMARKING METHOD IN MEDICAL IMAGES
MASTER GRADUATED SUPERVISOR 2010
ISMAIL BIN IBRAHIM
CLASSIFICATION ALGORITHMS FOR SIX TYPES OF DEFECTS ON BARE PRINTED CIRCUIT BOARDS
MASTER GRADUATED SUPERVISOR 2011
DINI ADDIATI
MULTIMEDIA MESSAGING SERVICE BASED MOBILE PHONE BARCODE READER
MASTER GRADUATED SUPERVISOR 2013
TAN JINN LI
FRAMEWORK FOR AUTOMATIC MALAYSIAN LICENSE PLATE IDENTIFICATION SYSTEM
MASTER GRADUATED SUPERVISOR 2013
BEHRAD SAEEDINEJAD
IMAGE RESIZING USING THIN PLATE SPLINE
MASTER GRADUATED SUPERVISOR 2014
YEOH KAH PIN

MASTER GRADUATED SUPERVISOR 2015
MAHSA NASSERI

MASTER GRADUATED SUPERVISOR 2015
SAIFULLAHI SADI SHITU

MASTER GRADUATED SUPERVISOR 2015
KADAWA IBRAHIM ALI

MASTER GRADUATED SUPERVISOR 2015
TOH JUN HAU

MASTER GRADUATED SUPERVISOR 2018
NUR 'AMIRAH BINTI AZMI

MASTER GRADUATED SUPERVISOR 2018
TAN YI PING

MASTER GRADUATED SUPERVISOR 2018
KUEH YING LIN

MASTER GRADUATED SUPERVISOR 2018
NG JIA PHUI

MASTER GRADUATED SUPERVISOR 2018
SUSANTA MALAKAR

MASTER CROSS CAMPUS SUPERVISOR
CHEAR LI XIAN
ROAD SIGN RECOGNITION FOR AUTONOMOUS VEHICLES BY USING DEEP CONVOLUTIONAL NEURAL NETWORKS  
MASTER ON GOING CO-SUPERVISOR