Ghulam Muhammad
Education:
Ph.D. March 2006
Electronics and Information Engineering, Toyohashi University of Technology, Japan.
Thesis Title: A study on auditory based feature extraction and HMM/SM based classification for robust automatic speech recognition
M.S. March 2003
Knowledge-based Information Engineering, Toyohashi University of Technology, Japan.
Thesis Title: Normalization of Acoustic Quality of the Monophones in an Utterance.
B.S. July 1997
Computer Science and Engineering, Bangladesh University of Engineering and Technology, Bangladesh.
Academic Experience:
Professor
January 2017 – present
Department of Computer Engineering,
College of Computer and Information Sciences (CCIS),
King Saud University (KSU), Riyadh, Saudi Arabia
Associate Professor
September 2011 – January 2017
Department of Computer Engineering,
College of Computer and Information Sciences (CCIS),
King Saud University (KSU), Riyadh, Saudi Arabia
Assistant Professor
August 2007 – August 2011
Department of Computer Engineering,
College of Computer and Information Sciences (CCIS),
King Saud University (KSU), Riyadh, Saudi Arabia
JSPS Post-Doctoral Research Fellow
April 2007 - August 2007 (shortened)
Ministry of Education, Japan & Toyohashi University of Technology, Japan.
Toshiba Research Fellow
April 2006 - March 2007
Toyohashi University of Technology, Japan. Collaboration with Toshiba Corporation, Japan.
Courses Taught:
Undergraduate: Signals and Systems (CEN340); Digital Signal Processing (CEN352); Introduction to Digital Control (CEN455); Digital Speech Processing (CEN460), Digital Image Processing (CEN465).
Graduate and post-graduate (Ph.D.): Digital signal processing (CEN543); Digital image processing (CEN545); Digital Speech processing (CEN547); Speech and video signal processing (CEN643); Advanced digital signal processing (CEN645).
Thesis Supervision:
Ph.D. Supervision
2019-
- Human Fall Detection Using Multistream Convolutional Neural Networks with Fusion, Thamer Alanazi
2017-2019
- Hand gesture recognition for sign language using deep learning techniques, Muneer Hamid A. Al-Hammadi
- Deep Learning EEG Features for Motor Imagery Task Classification, Syed Umar Amin, co-supervision
- A Novel Tree-Based Deep Convolutional Model, Abduljawad A. Amory, co-supervision
2015-2017
- Investigation of Frequency Regions for Voice Pathology Detection and Classification, Ahmed Al-nasheri
- Automatic Voice Pathology Assessment System for Vocal Fold Disorders, Zulfiqar Ali, co-supervision, University Teknologi Petronas, Malaysia.
2009-2013
- A multi-directional feature extraction technique for speaker recognition, Awais Mahmood (co-supervision)
Master Thesis / Project Supervision
2018-2019
- (Thesis) A vision system for date harvesting robot, Hamdi Altaheri, co-supervision
2013-2015
- (Thesis) Image forgery detection based on texture descriptors, Aisha Al-Bogami
- (Project) Image forgery detection using MSB and local texture descriptors, Mai Sulaiman Hamad Altulyan
- (Thesis) Detection and/or Classification of Voice Pathology Using Feature Selection, Malak Mohammad AlMojaly
- (Thesis) Automatic voice pathology detection based on vocal tract area measurement, Ghadir Ali AlTuwaijri
- (Thesis) Automatic Pronunciation Error Detection of Non-native Arabic Speech, Afnan Waheed AlHindi (co-supervision)
2012-2013
- (Thesis) Copy Move Image Forgery Detection Based on Multi-resolution Techniques, Muneer Hamid Ahmed Al-Hammadi
- (Project) Category Specific Face Recognition Using Bandlets, Faten Abdullah Alomar
- (Thesis) Voice Pathology Detection Based on MPEG-7 Features, Moutasem Melhim
- (Thesis) Automatic Detection of Copy-Move Image Forgery Based on Clustering Technique, Motasem S. Al-Sawadi
- (Project) Face Recognition Using Ridgelet Coefficients, Mutib Hamdan AL-Enazi
2011-2012
-
(Project) Applying Feature Selection on Local Binary Patterns/WLD for Ethnicity classification for Category-specific Face Recognition, Fatimah Alanizi
2009-2010
- (Thesis) Feature selection based verification system using palm and fingerprint, Muhanad M. Jazzar
- (Project) Extract context from environment sound, Mobarak Obaid Alqahtani
Academic Committee Involvement:
- Department ABET committee member (2010 – present).
- Department course curriculum committee member (2011 – 2012)
- College NCAAA committee member (2012 – 2013)
Research Interest:
- Image, speech, and medical signal processing.
- Machine learning, especially deep learning.
- Smart healthcare.
Patent
- “Environment recognition of audio input”, US Application No.: 13/183,424, Filed: July 14, 2011; US Patent No.: 8,812,310 B2, Issue date: August 19, 2014; Inventors: Ghulam Muhammad and Khaled S. Alghathbar.
- “Tree harvesting tool”, US Patent No.: 10,485,171 B1, Issue Date: November 26, 2019: Inventors: Mohamed Amin Mekhtiche, et al.
Speech Corpus
Mansour Alsulaiman, Ghulam Muhammad, Bencherif Mohamed Abdelkader, Awais Mahmood, Zulfiqar Ali, King Saud University Arabic Speech Database LDC2014S02. Web Download. Philadelphia: Linguistic Data Consortium, 2014. ISBN 1-58563-669-X; https://catalog.ldc.upenn.edu/LDC2014S02
Date Fruits Database
H. Altaheri, M. Alsulaiman, M. Faisal, and G. Muhammad, “Date Fruit Dataset for Automated Harvesting and Visual Yield Estimation,” IEEE DataPort, v1, 2019. DOI: 10.21227/x46j-sk98.
Scholarships and Awards:
- Best teaching faculty award for the Computer Engineering department (2014-2015).
- Top quality (top 2% according to Clarivate) research paper award (2018), I received three awards out of a total of eight awards throughout KSU.
- JSPS Post-Doctoral Research Fellowship from the Ministry of Education, Culture, Sports, Science, and Technology (MONBUKAGAKUSHO), Japan for my outstanding research (acceptance rate: 14%) from April 2007.
- Scholarship awarded by MONBUKAGAKUSHO throughout MS and PhD courses, October 2000-March 2006.
Research Projects and Grants:
18. Title: Deep Learning based EEG Brain Control for Hand Rehabilitation of
Stroke Patients
Organization: KSA International Collaboration Grant, Research and Development
Office at the Ministry of Education, KSA
Duration: 2020-2022 (3 years)
Responsibility: Principal Investigator.
Amount: 1.6144 Million Saudi Riyals.
17. Title: A Framework for Arabic Media Mining and Information Extraction
Using Continuous Domain Semantic Representation
Organization: KSA International Collaboration Grant, Research and Development
Office at the Ministry of Education, KSA
Duration: 2020-2022 (3 years)
Responsibility: Co-Principal Investigator.
Amount: 1.8 Million Saudi Riyals.
16. Title: High Quality and Impact Research Initiative
Organization: Research and Development Office at the Ministry of Education
Duration: 2019-2020
Responsibility: Principal Investigator.
Amount: 90,420 Saudi Riyals per contract.
15. Title: Computer-Aided Pronunciation Training System for Non-native Learners of the Arabic Language
Organization: Grant Programs for Universities and Research Centers. (Project
Number: 3-17-09-001-0003).
Duration: 2018-2020 (two years).
Responsibility: Co Investigator.
Amount: 750,000 Saudi Riyals.
14. Title: Multimodal Healthcare System Research Group.
Organization: KSU Deanship of Scientific Research. (RGP-1436-023)
Duration: 2015-2019 (two years + two years).
Responsibility: Principal Investigator.
Amount: 150,000 Saudi Riyals per year.
13. Title: Automatic date fruit inspection system using local texture descriptor in different color spaces
Organization: Research Center, CCIS, KSU. (Project Number: RC140218).
Duration: 2014-2015 (one year).
Responsibility: Principal Investigator.
Amount: 30,000 Saudi Riyals.
12. Title: The design and analysis of 3D educational content for learning and memorization processes
Organization: KACST-KSU National Strategic Research Project Grant. (Project Number: 12-INF2582-02).
Duration: 2014-2016 (two years).
Responsibility: Co Investigator.
Amount: 1,825,000 Saudi Riyals.
11. Title: Automatic Voice Pathology Assessment
Organization: KACST-KSU National Strategic Research Project Grant. (Project Number: 12-MED2474-02).
Duration: 2013-2015 (two years).
Responsibility: Co Investigator.
Amount: 1,999,830 Saudi Riyals.
10. Title: Non-intrusive Image Forgery Detection using Multiresolution Framework.
Organization: KACST-KSU National Strategic Research Project Grant. (Project Number: 10-INF1140-02).
Duration: 2012-2013 (two years).
Responsibility: Principal Investigator.
Amount: 1,528,000 Saudi Riyals.
9. Title: Haptics-based Health Monitoring and Learning Research Group.
Organization: KSU Deanship of Scientific Research. (RGP-VPP-228)
Duration: 2013-2015 (two years).
Responsibility: Co Investigator.
Amount: 150,000 Saudi Riyals per year.
8. Title: Arabic Speaker Recognition.
Organization: KACST-KSU National Strategic Research Project Grant. (Project Number: 08-INF167-02)
Duration: 2011-2013 (two years).
Responsibility: Co Investigator.
Amount: 1,098,000 Saudi Riyals.
7. Title: Category specific face recognition.
Organization: KACST-KSU National Strategic Research Project Grant. (Project Number: 10-INF1044-02)
Duration: 2011-2013 (two years).
Responsibility: Co Investigator.
Amount: 1,295,000 Saudi Riyals.
6. Title: Automatic voice pathology detection based on MPEG-7 audio descriptors and support vector machine.
Organization: Research Center, CCIS, KSU. (Project Number: RC120910)
Duration: 2012-2013 (one year).
Responsibility: Principal Investigator.
Amount: 30,000 Saudi Riyals.
5. Title: Automatic voice pathology detection based on vocal tract area function.
Organization: Research Center, CCIS, KSU. (Project Number: RC121230)
Duration: 2013-2014 (one year).
Responsibility: Principal Investigator.
Amount: 30,000 Saudi Riyals.
4. Title: Environment detection for digital audio forensics.
Organization: Center of Excellence in Information Assurance, KSU.
Duration: 2009, six months.
Responsibility: Principal Investigator.
Amount: 60,000 Saudi Riyals.
3. Title: Pitch detection in noisy environments.
Organization: Research Center, CCIS, KSU. (Project Number: RC13/428-429)
Duration: 2008-2009 (one year).
Responsibility: Principal Investigator.
Amount: 30,000 Saudi Riyals.
2. Title: Study on cannonicalization for robust speech recognition.
Organization: Japan Society for the Promotion of Science (JSPS), Ministry of Education, Culture, Sports, Science and Technology, Japan. (ID No. P 07080)
Duration: 2007-2009. (Shortened and completed)
Responsibility: JSPS Fellow.
1. Title: Feature extraction for noise-robust automatic speech recognition.
Organization: Toshiba Corporation, Japan.
Duration: 2006-2007.
Responsibility: Principal Researcher.
Professional Membership:
- International Speech Communication Association (ISCA). (4110)
- Acoustic Society of Japan (ASJ), (not active).
- IEEE, Senior Member. (M'10, SM'19; 91229298)
- Institute of Engineers, Bangladesh (IEB), Fellow. (F-13241)
- ACM, Member. (5060427)
Professional Activities:
- Editorial board member, KSU CCIS Journal (Elsevier), 2016 - present
- Associate Editor: International Arab Journal on Information Technology, 2011 – present
- Program committee member, KACSTIT2016, the 4th Saudi International Conference on Information Technology, November, Riyadh, Saudi Arabia.
- Advisory committee member, 1st International Conference on Advanced Information and Communication Technology 2016 (ICAICT 2016).
- The 5th International IEEE Workshop on Multimedia Services and Technologies for EHealth (MUST-EH), in conjunction with IEEE ICME, Seattle, USA, 2016.
- EUROCON 2015, Salamanca, Spain, 2015.
- The 4th International IEEE Workshop on Multimedia Services and Technologies for EHealth (MUST-EH), in conjunction with IEEE ICME, Torino, Italy, 2015.
- The second International Conference on Information Technology (ICIT14), Dubai, UAE, 2014.
- 10th International Symposium on Visual Computing (ISVC), Las Vegas, USA, 2014.
- 2013 IEEE Symposium on Computers and Informatics (ISCI 2013), Malaysia, 2013.
- The 3rd International IEEE Workshop on Multimedia Services and Technologies for EHealth (MUST-EH), in conjunction with IEEE ICME, San Jose, USA, 2013.
- 9th International Symposium on Visual Computing (ISVC), Crete, Greece, 2013.
- The 2nd International IEEE Workshop on Multimedia Services and Technologies for EHealth (MUST-EH), in conjunction with IEEE ICME, Melbourne, 2012.
- 2012 IEEE Symposium on Computers and Informatics (ISCI 2012), Malaysia, 2012.
- The First International Conference on Robot, Vision, and Signal Processing, Kaohsiung, Taiwan, 2011.
- The 1st International IEEE Workshop on Multimedia Services and Technologies for EHealth (MUST-EH), in conjunction with IEEE ICME, Barcelona, 2011.
- 2011 IEEE Symposium on Computers and Informatics (ISCI 2011), Malaysia, 2011.
- 2011 IEEE Symposium on Industrial Electronics and Applications (ISIEA 2011), Malaysia, 2011.
- 2011 IEEE International Conference on Signal and Image Processing Applications (ICSIPA 2011), Malaysia, 2011.
- 2011 IEEE Conference on Computer Applications and Industrial Electronics (ICCAIE 2011), Malaysia, 2011.
- 2010 IEEE Conference on Computer Applications and Industrial Electronics (ICCAIE 2010), Malaysia, 2010.
Reviewer (journal)
- International Arab Journal on Information Technology
- Multimedia Tools and Applications, Springer
- Biomedical Signal Processing and Control, Elsevier
- Computer Vision and Image Understanding, Elsevier
- Digital Signal Processing, Elsevier
- Information Fusion, Elsevier
- Information Sciences, Elsevier
- Computers in Biology and Medicine, Elsevier
- IEEE Journal of Biomedical and Health Informatics
- International Journal on Speech Technology, Springer
- IET Image Processing
- IET Signal Processing
- IEEE Transactions on Information Forensics & Security
- Computer and Electrical Engineering, Elsevier