Ayyaz Hussain
Professor (Tenured)
HEC Approved Supervisor
📧
ayyaz.hussain-at-qau-edu-pk
☎ +92-51-9064-2059
📯 Dept. of Computer Science,
Quaid-i-Azam University,
Islamabad, Pakistan
Research Publications |
PhD Students |
MPhil/MS Students
|
BS/MSc Students |
Professional Activities
Research Interests
- Pattern Recongition
- Image Processing
- Computational Intelligence
Teaching
- PhD / MS
- Pattern Recognition
- Theory of Computation
- Advance Analysis of Algorithms
- Research Trends in Computer Vision
- Advance Machine Learning Techniques
- Special Topics in Image Processing
- Advances in Intelligent Systems
- MSc / BS
- Neural Networks
- Artificial Intelligence
- Introduction to Digital Image Processing
- Analysis and Design of Algorithms
- Operating Systems
- Data Structures and Algorithms
- Object Oriented Programming
Research
Publications
Journal
- M. Kashif, A. Hussain, A. Munir, A.B. Siddiqui, A.A. Abbasi, M. Akif, A.J. Malik, F.E. Alazemi and O.Y. Song, A Machine Learning Approach for Expression Detection in Healthcare Monitoring Systems, Computers, Materials & Continua,67(2): 2123-2139 (2021)
- J. Khan, M. Fayaz, A. Hussain, S. Khalid, W. K. Mashwani, J. Gwak, An Improved Alpha Beta Filter Using a Deep Extreme Learning Machine. IEEE Access 9: 61548-61564 (2021)
- A. Rehman, T. Sadad, T. Saba, A. Hussain, U. Tariq, Real-Time Diagnosis System of COVID-19 Using X-Ray Images and Deep Learning. IT Prof. 23(4): 57-62 (2021)
- M. Asad, A. Hussain, U. Mir, Low complexity hybrid holistic - landmark based approach for face recognition. Multim. Tools Appl. 80(20): 30199-30212 (2021)
- M.S.I. Malik, A. Hussain, Exploring the influential reviewer, review and product determinants for review helpfulness. Artif. Intell. Rev. 53(1): 407-427 (2020)
- M.Nadeem, A.Hussain, A.Munir, M.Habib, M.T.Naseem: Removal of random valued impulse noise from grayscale images using quadrant based spatially adaptive fuzzy filter. Signal Process. 169: 107403 (2020).
- M. Q. Khan, A. Hussain, S. U. Rehman, U. Khan, M. Maqsood, K. Mehmood, M. A. Khan, Classification of Melanoma and Nevus in Digital Images for Diagnosis of Skin Cancer. IEEE Access 7: 90132-90144 (2019).
- M. T. Naseem, M. Nadeem, I. M. Qureshi, A. Hussain, Optimal Secure Information using Digital Watermarking and Fuzzy Rule base. Multim. Tools Appl. 78(6): 7691-7712 (2019)
- M. Nadeem, A. Hussain, A. Munir, Fuzzy logic based computational model for speckle noise removal in ultrasound images. Multim. Tools Appl. 78(13): 18531-18548 (2019)
- T. Sadad, A. Munir, T. Saba, A. Hussain, Fuzzy C-means and region growing based classification of tumor from mammograms using hybrid texture feature. J. Comput. Sci. 29: 34-45 (2018).
- S. Arshid, A. Hussain, A. Munir, A. Nawaz, S. Aziz, Multi-stage binary patterns for facial expression recognition in real world. Cluster Computing 21(1): 323-331 (2018).
- M. S. I Malik, A. Hussain, An analysis of review content and reviewer variables that contribute to review helpfulness. Inf. Process. Manage. 54(1): 88-104 (2018).
- S. A. Khan, A. Hussain, M. Usman, Reliable facial expression recognition for multi-scale images using weber local binary image based cosine transform features. Multimedia Tools Appl. 77(1): 1133-1165 (2018).
- A. Munir, A. Hussain, S. A. Khan, M. Nadeem, S. Arshid, Illumination invariant facial expression recognition using selected merged binary patterns for real world images, Optik, 158: 1016-1025 (2018).
- M. M. Tahir, A. Q. Khan, N. Iqbal, A. Hussain, S. Badshah, Enhancing Fault Classification Accuracy of Ball Bearing Using Central Tendency Based Time Domain Features. IEEE Access 5: 72-83 (2017).
- M. S. I. Malik, A. Hussain, Helpfulness of product reviews as a function of discrete positive and negative emotions. Computers in Human Behavior 73: 290-302 (2017)
- A. Hussain, M. Habib, A new cluster based adaptive fuzzy switching median filter for impulse noise removal. Multimedia Tools Appl. 76(21): 22001-22018 (2017).
- M. Sharif, A. Hussain, M. A. Jaffar, T. S. Choi, Fuzzy based hybrid filter for rician noise removal, Signal, Image and Video Processing, 10(2): 215-224 (2016).
- M. Habib, A. Hussain, S. Rasheed, M. Ali, Adaptive Fuzzy inference system based directional median filter for impulse noise removal, International Journal of Electronics and Communication, 70(5): 689-697 (2016).
- M. Habib, A. Hussain, T. S. Choi, Adaptive Threshold based Fuzzy Directional Filter Design using Background Information, Applied Soft Computing, 29: 471-478 (2015).
- S. Akram, M. Y. Javed, A. Hussain, F. Riaz, M. U. Akram, Intensity-based statistical features for classification of lungs CT scan nodules using artificial intelligence techniques, 2015, Journal of Experimental and Theoratical Artificial Intelligence, 27(6): 737-751 (2015).
- M. Sharif, A. Hussain, M. A. Jaffar, T. S. Choi, Fuzzy similarity based non-local mean filter rician noise removal, Multimedia Tools and Applications, 74(15): 5533-5556 (2015).
- S. M. Bhatti, A. Hussain, M. A. Jaffar, T. S. Choi, Color Differences based Fuzzy filter for Extremely Corrupted Images, Applied Soft Computing, 21: 107-118 (2014).
- S. khan, A. Hussain, M. Usman, A. M. Mirza, Robust face recognition using computationally efficient features, Journal of Intelligent and Fuzzy Systems, 27(6): 3131-3143 (2014).
- M. Bilal, A. Hussain, M. A. Jaffar, T. Choi, A. M. Mirza, Estimation and optimization based ill-posed inverse restoration using fuzzy logic, Multimedia Tools and Applications, 69(3): 1067-1087 (2014).
- S. M. Bhatti, A. Hussain, M. A. Jaffar, T. S. Choi, Intelligent noise detection and filtering using neuro-fuzzy system. Multimedia Tools and Applications, 63: 93-105 (2013).
- S. M. Bhatti, A Hussain, M. A.Jaffar, T. S. Choi, Machine Learning and Directional Switching Median based Filter for highly corrupted Images, Knowledge and Information Systems,36(3): 557-577 (2013).
- A. Hussain, S. M. Bhatti, M. A. Jaffar, Fuzzy based Impulse Noise Reduction Method. Multim. Tools Appl. 60(3): 551-571 (2012)
- N. Naveed, A. Hussain, M. A. Jaffar, T.S. Choi, Quantum and impulse noise filtering from breast mammogram images. Comput. Methods Programs Biomed. 108(3): 1062-1069 (2012).
- S. M. Bhatti, A. Hussain, M. A. Jaffar, A M. Mirza, T. S. Choi, Fuzzy Random Impulse Noise Reduction technique based on Statistical Estimator, International Journal of Innovative Computing Information and Control, 7: 3395-3406(2011).
- M. A. Jaffar, A. M. Mirza, M. A. Iqbal, A. Hussain, R. Baig, Genetic Fuzzy based Automatic Lungs Segmentation from CT scans Images, International Journal of Innovative Computing Information and Control, 7: 1875-1890 (2011).
- M. Nazir, A. Hussain, M. A. Jaffar, A. M. Mirza, Efficient Gender Classification using Optimization of Hybrid Classifiers based on Genetic Algorithm, International Journal of Innovative Computing Information and Control, (2011).
- A. B. Siddiqui, M. A. Jaffar, A. Hussain, A. M. Mirza, Block- based Pixel Level Multi-focus Image Fusion using Particle Swarm Optimization, International Journal of Innovative Computing Information and Control, 7: (2011).
- M. A. Jaffar, M Ishtiaq, B. Ahmed, A. Hussain, N. Naveed, Fuzzy Wavelet-Based Color Image Segmentation using Self-Organizing Map Neural Network, International Journal of Innovative Computing Information and Control, 6: 4813-4824 (2010).
- A. Hussain, M. A. Jaffar, A. M. Mirza, Random Valued Impulse Noise Removal using Fuzzy Logic, International Journal of Innovative Computing Information and Control, 6: 4273-4288 (2010).
- A. Hussain, M. A. Jaffar, A. M. Mirza, A Hybrid Image Restoration Approach: Fuzzy Logic and Directional Weighted Median based Uniform Impulse Noise Removal, Knowledge and Information System, 24: 77-90 (2009).
- M. A. Jaffar, A. Hussain, A. M. Mirza, Fuzzy Entropy based Optimization of Clusters for the Segmentation of Lungs in CT Scanned Images, Knowledge and Information System, 24: 91-111(2009).
- A. Hussain, M. A. Jaffar, A. Chaudary, A. M. Mirza, Detail Preserving Fuzzy Filter for Impuse Noise Removal, International Journal of Innovative Computing Information and Control, 5: 3583-3591(2009).
- M. A. Jaffar, A. Hussain, A. M. Mirza, A. Chaudary, Fuzzy Entropy and Morphology based fully automated Segmentation of Lungs from CT Scan Images, International Journal of Innovative Computing Information and Control, 5: 4993-5002 (2009).
PhD Students
Supervised
- Mr. Asim Munir, "Human Facial Expression Recognition using Computational Intelligence Techniques", 2020
- Mr. Muhammad Nadeem, "Image Restoration using Adaptive Soft Computing Techniques", 2020
- Mr. Sajid Ali Khan, "Facial Expression Recognition in unconstrained environment", 2019
- Mr. Tariq Sadad, "Tumor Detection, Classification and Risk Assessment in Digital Mammograms", 2019
- Ms. Freeha Anwar, "Online Urdu Handwritten Text Recognition for Mobile Devices using Intelligent Techniques",2019
- Mr. M. Shahid Iqbal Malik, "Exploring the Determinants of Web Mining and their Evaluations in Online Reviews",2018
- Mr. Muhammad Habib, " Restoration of Impulse Noise Corrupted Images using Fuzzy Logic",2018
- Mr. Masood Tahir, " Intelligent Fault Diagnosis of Rotating Machinery through Vibration Analysis",2018
- Ms. Sadia Arshid, " Facial Expression Recognition for Multiple Faces in Less-Constraint Environment",2017
- Ms. Sumaira Farid, " Optimal Feature Selection and Fusion for Content Based Image Retrieval using Computational Intelligence Techniques", 2015
Professional
Activities
Invited Research Seminars
- Image Restoration using Fuzzy Logic, Department of Mechatronics, Gwangju Institute of Science & Technology (GIST), South Korea, March 14, 2013.
- Role of Soft Computing in Image Processing, Department of Mechatronics, Gwangju Institute of Science & Technology (GIST), South Korea, November 14, 2013.
- Image Restoration using Soft Computing, Department of Computer Science, Fatima Jinnah Women University, Rawalpindi, Pakistan, May 2, 2014.
Administrative Activities
- Coordinator Mphil/Ph.D Program, Department of Computer Science,Quaid-i-Azam University Islamabad
- Member Admission Committee, Department of Computer Science, Quaid-i-Azam University Islamabad
- Chairman, Department of Computer Science & Software Engineering, International Islamic University Islamabad, Pakistan (September 2017 to January 2020)
- Head Graduate Research Committee, Department of Computer Science & Software Engineering, International Islamic University Islamabad, Pakistan. (Aug 2010 to December 2011).
- Head Accreditation Committee, Department of Computer Science & Software Engineering, International Islamic University Islamabad, Pakistan. (2011-2012).
- Head Admission Committee, Department of Computer Science & Software Engineering, International Islamic University Islamabad, Pakistan. (Fall 2011).
- Coordinator Professional Development Center (PDC), PMAS-AAUR. (Feb 2010 to Aug 2010).
- Member Graduate Program Committee, PMAS-AAUR. (Feb 2010 to Aug 2010).
Journal Reviewer
- Pattern Recognition
- Knowledge and Information System
- Multimedia Tools and Applications
- Digital Signal Processing
- Signal Processing
- Computer Programs and Methods in Biomedicine