Dr. Md Rashedul Islam
Chief Researcher of Computer Vision and Chief Engineer of Overseas Division
Advisor || Head of the Department
Contact:
Advanced Machine Intelligence Research Lab
(AMIRL), Block-B, Banani.
Dhaka-1213, Bangladesh
E-mail:
rashed.cse@gmail.comTelephone:
Office:
Cell:
Academic Background:
*2016 (1 Sep 2013 - 19Aug 2016): Ph.D., Embedded System Lab, University of Ulsan, South Korea Thesis: Discriminant Fault Feature Selection and Reliable Online Bearing Fault Diagnosis System using Signal Processing and Machine Learning Techniques
*2011 (Jan 2010 – 18 May 2011): M.Sc. (Major in Informatics) University of Borås (Högskolan i Borås), Sweden. Thesis: Evaluations of the parallel extensions in .NET 4.0 Thesis link: http://hdl.handle.net/2320/8209 2004 (held 2006)
*(Jan 2001- Jun 2006): B. Sc. (Hons) in Computer Science and Engineering, Rajshahi University. And Obtained 1st Class (3rd position) Thesis: Speaker Identification System Using Eigenface Classification Engine
*2000: Higher secondary certificate from Govt. A. H. College, Bogra under Rajshahi board and obtained First Division
*1998: Secondary school certificate from Gabtali Pilot high school, Bogra, under
Job Experiences:
Teaching and research experience
1. Chief Researcher of Computer Vision and Chief Engineer of Overseas Division Chowagiken Corporation, Japan Joining date: 01-05-2023 to now Research and development on Computer vision applications, research, and development on Machine learning, deep learning, and AI Applications, supervise and manage different projects, conduct training for engineers.
2. Senior Research Engineer, R&D, (Computer Vision, Machine learning, Deep learning), Industry Solutions division Nikon-Exvision corporation Tokyo, Japan Joining date: 01-01-2020 to 30-04-2023 Research and development on Computer vision application, advanced video, image, and spectral exploitation algorithms, vision-based defect detection, Industrial visual monitoring, 3D pose estimation, Evolutionary algorithm for optimization, Machine learning and deep learning
3. Visiting Researcher (Postdoc) School of Computer Science and Engineering University of Aizu, Fukushima, Japan Joining date: 01-04-2018 to 31-12-2019 Conducting Research on HCI and Health informatics, Supervising Undergraduate & Graduate Students, Workshop, Project Proposal &Research Fund organizing, and Other academic
4. Associate Professor Dept. of Computer Science & Engineering University of Asia Pacific, Dhaka, Bangladesh Joining date: 16-10-2016 to 30-03-2018 Conducting courses, Conducting Research, Conducting Undergraduate & graduate Thesis, Workshop, Supervising Students, Research Fund organizing and Other academic and administrative duties.
5. Assistant Professor Dept. of Computer Science & Engineering University of Asia Pacific, Dhaka, Bangladesh Joining date: 09-10-2011 to 15-10-2016.
6. Graduate Research Assistant Embedded System Lab University of Ulsan, South Korea. http://eucs.ulsan.ac.kr Date: 01-09-2013 to 22-08-2016.
7. Senior Lecturer Dept. of Computer Science & Engineering Leading University, Sylhet, Bangladesh Joining date: 17-09-2009 to 01-10-2011.
8. Lecturer Dept. of Computer Science & Engineering Leading University, Sylhet, Bangladesh Joining date: 17-09-2007 to 16-09-2009. Professional Experience
9. Software System Analyst (Part-time) Orbit Itech Ltd., Birmingham, UK Duration: September 2016 to March 2018 Project supervision, Database analysis, Software System design and development, Web application development
10. Chief Technical Officer Orbit Solutions Ltd Niloy-60(2nd Floor), Dorga gate, Sylhet, Bangladesh. Duration: 01-03-2007 To 15-09-2007 Database analysis, Software System design and development, Web application development
11. Senior Developer Orbit Solutions Ltd (Complete IT Solution Firm), Niloy-60(2nd Floor), Dorga gate, Sylhet. Duration Date: 01-09-2006 To 28-02-2007 Database analysis, Software System design and development, Web application development
Other Experience
1. Secretary, Organizing committee, 19th International Conference on Computer and Information Technology 2017 (ICCIT2017)
2. Chair, Secretary, Organizing committee, ACM-ICPC Dhaka Regional Site 2017
3. Coordination, IEB Accreditation preparation committee 2018 of UAP.
4. Head, Self-Assessment Committee (SAC) of Dept. of CSE Under IQAC
5. Convener of Software and Hardware Club, Dept. of CSE
6. Coordinator, Admission Committee, Dept. of CSE
7. Treasurer, Bangladesh Advanced Computing Society.
8. Head (Acting), Department of CSE, Leading University Duration: 01-06-2008 to 19-04-2009
9. Adviser, Computer Club, Leading University, Sylhet Duration: 15-06-2009 to 28-09-2011
10. Coordinator, Master of Science in Computer Science and Engineering (MCSE), University of Asia, Pacific Duration: 01-11-2011 to 30/08/2013
11. Convener, Research and Publication Unit, Dept of CSE, University of Asia Pacific Duration: 01-11-2011 to 31-03-2013
12. Convener, Software and Hardware club, Dept of CSE, University of Asia Pacific Duration: 01-04-2013 to new
International Journal (37):
1. 2023: M. F. Mridha, Zabir Mohammad, Muhammad Mohsin Kabir, Aklima Akter Lima, Sujoy Chandra Das, Md Rashedul Islam*, Yutaka Watanobe, “An Unsupervised Writer Identification Based on Generating Clusterable Embeddings”, Computer Systems Science and Engineering 2023, 46(2), 2059-2073, (SCIE, IF=4.397, Q2)
2. 2022: M. F. Mridha, Akibur Rahman Prodeep, A. S. M. Morshedul Hoque, Md. Rashedul Islam, Aklima Akter Lima, Muhammad Mohsin Kabir, Md. Abdul Hamid, Yutaka Watanobe, "A Comprehensive Survey on the Progress, Process, and Challenges of Lung Cancer Detection and Classification", Journal of Healthcare Engineering, vol. 2022, Article ID 5905230, 43 pages, 2022. (SCIE, IF=3.822, Q2)
3. 2022: Md Rashedul Islam, Aklima Akter Lima, Sujoy Chandra Das, M. F. Mridha, Akibur Rahman Prodeep, Yutaka Watanobe, "A Comprehensive Survey on the Process, Methods, Evaluation, and Challenges of Feature Selection," in IEEE Access, vol. 10, pp. 99595-99632, 2022, doi: 10.1109/ACCESS.2022.3205618. (SCI, IF=3.476, Q1)
4. 2022: Lima, Aklima A., M. F. Mridha, Sujoy C. Das, Muhammad M. Kabir, Md. Rashedul Islam*, and Yutaka Watanobe. 2022. "A Comprehensive Survey on the Detection, Classification, and Challenges of Neurological Disorders" Biology 11, no. 3: 469. (SCIE, IF=5.079, Q1)
5. 2022: Raihan Kabir, Yutaka Watanobe, Md Rashedul Islam, Naruse, K.; Md Mostafizur Rahman, Unknown Object Detection Using a One-Class Support Vector Machine for a Cloud–Robot System. Sensors 2022, 22, 1352 (SCIE, IF=3.576, Q1)
6. 2021: Muhammad Firoz Mridh, Md. Abdul Hamid, Muhammad Mostafa Monowar, Ashfia Jannat Keya, Abu Quwsar Ohi, Md. Rashedul Islam and Jong-Myon Kim 4,* “A Comprehensive Survey on Deep-Learning-Based Breast Cancer Diagnosis.” Cancers. 2021; 13(23):6116. (SCIE IF=6.639, Q1).
7. 2021: Muhammad F. Mridha, Abu Q. Ohi, Muhammad M. Monowar, Md. A. Hamid, Md. Rashedul Islam*, and Yutaka Watanobe "U-Vectors: Generating Clusterable Speaker Embedding from Unlabeled Data" Applied Sciences 11, no. 21: 10079 (SCIE IF=2.679, Q2).
8. 2021: Nasima Begum, Md Azim Hossain Akash, Sayma Rahman, Jungpil Shin, Md Rashedul Islam*, and Md Ezharul Islam*, “User Authentication Based on Handwriting Analysis of Pen-Tablet Sensor Data Using Optimal Feature Selection Model”, Future Internet 2021, 13(9), 231 (ESCI, Q2)
9. 2021 (Survey Article): M. F. Mridha, Sujoy Chandra Das, Muhammad Mohsin Kabir, Aklima Akter Lima, Md. Rashedul Islam∗ and Yutaka Watanobe, “Brain-Computer Interface: Advancement and Challenges”, Sensors 2021, 21(17), 5746 (SCIE, IF=3.576, Q1)
10. 2020: Rasel Bhuiyan, Nadeem Ahmed, Md Amiruzzaman *, MD Rashedul Islam*, A Robust Feature Extraction Model for Human Activity Characterization using 3-axis Accelerometer and Gyroscope Data, Sensors 2020, 20, 6990. (SCIE, IF=3.275, Q1)
11. 2020: MD Rashedul Islam, Md Amiruzzaman, Shahriar Nasim, Jungpil Shin, “Smoke Object Segmentation and the Dynamic Growth Feature Model for Video-Based Smoke Detection Systems” Symmetry 2020, vol. 12(7), no. 1075, 30 June 2020 (SCIE, IF=2.645, Q2)
12. 2020: Jungpil Shin; Md Abdur Rahim; Md Rashedul Islam; Keun Soo Yun, “A novel approach of cursive signature generation for personal identity”, International Journal of Computer Applications in Technology, vol. 62, no. 4, pp, , 21 May 2020 (SCOPUS)
13. 2020: Nadeem Ahmed, Jahin Ibna Rafiq, Md Rashedul Islam*, “Enhanced Human Activity Recognition Based on Smartphone Sensor Data Using Hybrid Feature Selection Model”, Sensors 2020, 20, 317. (SCIE, IF=3.275, Q1)
14. 2020: Md Abdur Rahim, Jungpil Shin, Md. Rashedul Islam, “Hand Gesture Recognition-Based Non-Touch Character Writing System on a Virtual Keyboard”, Multimedia Tools and Applications (2020) doi:10.1007/s11042-019-08448-6 (SCIE, IF=2.101, Q1).
15. 2019: Md Abdur Rhaim, Jungpil Shin, Md Rashedul Islam, “Gestural Flick InputBased Nontouch Interface for Character Input”, The Visual Computer (TVCJ), pp. 1-14, 2019 (SCIE, IF=1.415, Q2).
16. 2019: Md Abdur Rhaim, Md Rashedul Islam, Jungpil Shin, “Non-touch Sign Word Recognition Based on Dynamic Hand Gesture using Hybrid Segmentation and CNN Feature Fusion”, Applied Science, 2019, 9(18), 3790. (SCIE, IF=2.217, Q1).
17. 2019: MD Rashedul Islam, Young-Hun Kim, Jaeyoung Kim, Jong–Myon Kim *, “Detecting and Learning Unknown Fault States by Automatically Finding the Optimal Number of Clusters for Online Bearing Fault Diagnosis”, Applied Science, 2019, 9(11), 2326. (SCIE, IF=2.679, Q1).
18. 2019: Jungpil Shin, Md Rashedul Islam, Md Abdur Rhaim, Hyung-Jin Mun, “Arm Movement Activity Based User Authentication in P2P Systems”, Peer-to-Peer Networking and Applications, 2019, https://doi.org/10.1007/s12083-019-00775-7. (SCIE, IF=2.397, Q2).
19. 2018: Rashedul Islam, Jia Uddin, Jong-Myon Kim, “Texture Analysis Based Feature Extraction Using Gabor Filter and SVD for Reliable Fault diagnosis of an Induction Motor”, International Journal of Information Technology and Management (IJITM), Vol. 17, No. 1/2, PP. 20-32, Jan-2018, (SCOPUS, Q4)
20. 2017: Dileep K. Appana, Rashedul Islam, Sheraz A. Khan, Jong-Myon Kim, A videobased smoke detection using smoke flow pattern and spatial-temporal energy analyses for alarm systems, Information Sciences, Volumes 418–419, December 2017, Pages 91-101, ISSN 0020-0255. (SCI, IF= 6.795, Q1)
21. 2017: Manjurul Islam, Rashedul Islam and Jong-Myon Kim, “A Hybrid feature selection scheme based on local compactness and global separability for improving roller bearing diagnostic performance”, Artificial Life and Computational Intelligence, Volume 10142 of the series Lecture Notes in Computer Science (LNCS) pp 180-192.
22. 2017: Dileep Appana, Rashedul Islam and Jong-Myon Kim, “Reliable Fault Diagnosis of Bearings Using Distance and Density Similarity on an Enhanced k-NN”, Artificial Life and Computational Intelligence, Volume 10142 of the series Lecture Notes in Computer Science (LNCS) pp 193-203.
23. 2016: Md. Rashedul Islam, Islam, J. Uddin, J.-M. Kim, "Acoustic Emission Sensor Network Based Fault Diagnosis of Induction Motors Using a Gabor Filter and Multiclass Support Vector Machines," Ad Hoc & Sensor Wireless Networks (AHSWN), Vol. 34, pp. 273-287, Dec. 2016. (SCIE, IF=1.043, Q3)
24. 2016: Md. Sharif Uddin, Rashedul Islam, Sheraz Ali Khan, Jaeyoung Kim, JongMyon Kim, Seok-Man Sohn and ByeongKeun Choi, “Distance and Density Similarity Based Enhanced k-NN Classifier for Improving Fault Diagnosis Performance of Bearings”, Shock and Vibration, vol. 2016, Article ID 3843192, 11 pages, Oct 2016. doi:10.1155/2016/3843192 (SCIE, IF 1.543, Q2)
25. 2016: Md. Rashedul Islam, Md. Sharif Uddin, Sheraz Khan, Jong-Myon Kim, and CheolHong Kim, “Multi-core Accelerated Discriminant Feature Selection for Realtime Bearing Fault Diagnosis”, Trends in Applied Knowledge-Based Systems and Data Science, LNCS, vol. 9799, pp 645-656.
26. 2016: Myeongsu Kang, Rashedul Islam, JaeYoung Kim, Jong-Myon Kim, Michael Pecht, “A Hybrid Feature Selection Scheme for Reducing Diagnostic Performance Deterioration Caused by Outliers in Data-Driven Diagnostics”, IEEE Transactions on Industrial Electronics (TIE), VOL. 63, NO. 5, MAY 2016, (ISI-SCI, IF: 8.236, JCR=0.8%, Q1)
27. 2016: Jia Uddin, Md. Rashedul Islam, Jong-Myon Kim, “A Two Dimensional Fault Diagnosis Model of Induction Motors using Gabor Filter on Segmented Images”, International Journal of Control and Automation, Vol. 9, No. 1, January 2016, (SCOPUS, Q4)
28. 2016: Rashedul Islam, Sheraz Ali Khan, and Jongmyon Kim, “Discriminant feature distribution analysis-based hybrid feature selection for online bearing fault diagnosis in induction motors”, Journal of Sensors, vol. 2016, pp. 1-16, 2016, Article ID 7145715, (SCIE, IF: 2.137, Q2)
29. 2015: Md. Rashedul Islam, Jong-Myon Kim, A Centroid-GPS Model to Improving Positioning Accuracy for a Sensitive Location-Based System, Lecture Notes in Electrical Engineering Volume 331, 2015, pp 187-196, Mar 05 2015. (SCOPUS)
30. 2014: Myeongsu Kang, Shohidul Islam, Rashedul Islam, and Jong-Myon Kim, “Accelerating the formant synthesis of haegeum sounds using a general-purpose graphics processing unit”, Multimedia Tools and Applications, Springer, October, 2014, DOI 10.1007/s11042-014-2297-3. (SCIE, IF: 2.75, Q1)
31. 2014: Jia Uddin, Rashedul Islam, and Jong-Myon Kim, “Texture Feature Extraction Techniques for Fault Diagnosis of Induction Motors”, Journal of Convergence, vol. 5, no. 2, pp. 15-20 June 2014
32. 2014: Md. Rashedul Islam, Jong-Myon Kim, “An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real Time Navigation”, The Scientific World Journal, vol-2014 pp-1-8, June 2014, Article ID 671494, doi:10.1155/2014/671494 (SCIE, IF: 1.73 (2014), Q2)
33. 2012: Md. Rashedul Islam, Aloke Kumar Shah, Md. Rofiqul Islam, “Experimental Evaluation of parallelism in real time execution”, Research Notes in Information Science (ISSN: 2093-1956). Vol.10, October 2012
34. 2011: Md. Shafiul Azam, Md. Rashedul Islam, Md. Omar Faruqe, “Determination of the Traveling Speed of a Moving Object of a Video Using Background Extraction and Region Based Segmentation”, International Journal of Computer Science and Information Security(IJCSIS), Vol. 9, No. 4, April 2011, ISSN 1947-5500, USA
35. 2011: Md. Rashedul Islam, Md. Rofiqul Islam, Md. Shariful Alam, Md. Shafiul Azam “Experiences and comparison study of EPC & UML for Business Process & IS Modeling ”, International Journal of Computer Science and Information Security (IJCSIS) Volume 9 No. 3, March 2011, page-125-133, ISSN: 1947-5500, USA
36. 2011: Md. Shariful Alam , Md. Rashedul Islam , Md. Rofiqul Islam “Organizational improvement using Organizational paradigms with the support of people paradigms”, International Journal on Computer Science and Engineering (IJCSE), Vol. 3, Issue 2, 2011, ISSN : 0975-3397, India.
37. 2010: Md. Rashedul Islam, Md. Rofiqul Islam, Tohidul Arafhin Mazumder “Mobile Application and Its Global Impact”, International Journal of Engineering & Technology”, International Journal of Engineering & Technology IJET-IJENS Vol. 10 Issue. 06, December 2010, ISSN: 2077-1185, Pakisthan. (SCOPUS)
Awards Received
▪ Best Paper Award, 3rd Eurasian Conference on Education and Innovation 2020, Vietnam
▪ Best Paper Award, 2019 IEEE Eurasia Conference on IOT, Communication and Engineering, Taiwan
▪ Best Paper Award, 2nd IEEE International Conference on Knowledge and Innovation and Invention 2019, South Korea. ▪ Research Fellowship, Visiting Researcher, University of Aizu, Fukushima, Japan, 2018
▪ Best Paper award, Winter Conference of the Korea Society of Computer and Information, South Korea
▪ Best Paper award, KISPS Summer Conference 2014, South Korea
▪ BK21 Scholarship, University Ulsan, South Korea, 2014-2016
▪ Full Scholarship including tuition fees, and living expenses for pursuing Ph.D. in Computing Engineering, University Ulsan, South Korea, 2013-2016
▪ Swedish Govt. awards (full tuition fees) for MSc. in Informatics at Borås (Högskolan i Borås), Sweden, 2010-2011
▪ 3rd Position, Software and Project Exhibition 2006, Dept. of CSE, University of Rajshahi, Bangladesh.
▪ Merit Scholarship from the University of Rajshahi, 2000-2004
▪ Merit Scholarship of Bangladesh Junior Level Scholarship Exam, 1996-1997
Project and Research Funding
▪ Funding for project “Machine learning and IoT based leaf disease diagnosis” from Institute of Energy, Environment, Research and Development (IEERD), University of Asia Pacific, 2019
▪ Established “Computer Vision and Pattern Recognition Lab” http://cvprlab.uap-bd.edu/, 2018.
▪ Funding for laboratory “Mobile Game Research and Development Lab” from ICTDivision, Ministry of Posts, Telecommunications and Information Technology, Government of Bangladesh, 2017
▪ Funding for project “Online home automation system for controlling 48 devices from remote place” from Institute of Energy, Environment, Research and Development (IEERD), University of Asia Pacific, 2012
Reviewer of International Journal and Conference
▪ IEEE Transactions on Industrial Informatics
▪ IEEE Access
▪ Sensors, MDPI
▪ Applied Science, MDPI
▪ Measurement, Elsevier
▪ Multimedia tools and application, Springer
▪ Cluster Computing, Springer
▪ Shock and Vibration, Hindawi
▪ Journal of Information Processing Systems
▪ TPC co-chair, ICSCT 2021, 2021 International Conference on Science and Contemporary Technologies (ICSCT)
▪ Secretary, Organizing committee, ICCIT 2017, 19th International Conference on Computer and Information Technology 2017
▪ TPC Member, ICCIT 2017, 19th International Conference on Computer and Information Technology 2017
▪ TPC Member, ICCIT 2018, 20th International Conference on Computer and Information Technology 2018
▪ Reviewer, ICRPSET2022, International Conference on Recent Progresses in Science, Engineering and Technology.
▪ TPC Member, icIVPR 2018, 2018 IEEE International Conference on Imaging, Vision & Pattern Recognition (icIVPR)
▪ TPC Member, icIVPR 2017, 2017 IEEE International Conference on Imaging, Vision & Pattern Recognition (icIVPR)
▪ Reviewer, IC4ME2-2021, The International Conference on Computer, Communication, Chemical, Material and Electronic Engineering (IC4ME2-2021),
▪ Reviewer, IC4ME2-2018, The International Conference on Computer, Communication, Chemical, Material and Electronic Engineering (IC4ME2-2018)
▪ Reviewer, IC ECCE 2019, International Conference on Electrical, Communication, and Computer Engineering (ICECCE)
▪ TPC Member, ICFSP 2019, France, International Conference on Frontiers of Signal Processing (ICFSP)
▪ TPC Member, ICFSP 2018, France, International Conference on Frontiers of Signal Processing (ICFSP)
▪ Reviewer, Joint 2020 4th International Conference on Imaging, Vision & Pattern Recognition (IVPR); 9th International Conference on Informatics, Electronics & Vision (ICIEV); and 2nd International Conference on Activity and Behavior Computing (ABC) Also I have served as session chair in several international conferences.
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