TS. Nguyễn Hồng Quang Bộ môn Kỹ thuật máy tính, Viện Công nghệ thông tin và Truyền thông, Trường Đại học Bách Khoa Hà Nội, Điện thoại: +84 (0)24 38696125 Email: quangnh(at)soict.hust.edu.vn, quang.nguyenhong(at)hust.edu.vn Hướng nghiên cứu Công bố Giảng dạy Nhóm nghiên cứu Projects Khác

Hướng nghiên cứu

• Xử lý tiếng nói và âm thanh
• Học máy và học sâu
• Khoa học dữ liệu ứng dụng trong y tế

Công bố

• Nguyen Thi Thanh, Nguyen Hong Quang, Trinh Van Loan, Pham Ngoc Hung, “Vietnamese speech recognition using the Kaldi toolkit”, Journal of Science and Technology on Information and Communications, Posts and Telecommunications Institute of Technology, pp 7-15, no 3-4 (CS.01) 2016, 11/4/2017, ISSN 2525-2224. (in Vietnamese)
• Pham Ngoc Hung, Trinh Van Loan, Nguyen Hong Quang, “Statistical analysis of Vietnamese dialect corpus and dialect identification experiments”, International Journal of Scientific Engineering and Applied Science (IJSEAS), Volume 2 Issue 8, pp 255-266, August 2016, ISSN : 2395-3470.
• Chu Van Kien, Nguyen Hong Quang, “Study some morphological and physical indicators of students aged 11 to 17 in An Thi district, Hung Yen province”, Proceedings of the 2nd National Scientific Conference on Biological Research and Teaching in Vietnam, Danang, May 20, 2016, pp 438-443, Hanoi National University Press, 2016, ISBN 978-604-62-5440-9. (in Vietnamses)
• Chu Ba Thanh, Trinh Van Loan, Nguyen Hong Quang, “Automatic identification of some folk songs of Vietnam”, The 20th National Symposium of Selected ICT Problems (@2016), pp 92-97, Hanoi, October, 2016. ISBN: 978-604-67-0781-3.
• Nguyen Phi Hiep, Nguyen Kim Khanh, Nguyen Hong Quang, Trinh Van Loan, “Vietnamese Speech Recognition using LSTM neural network”, Proceedings of the 9th Regional Conference on Electrical and Electronics Engineering (AUN/SEED-NET RCEEE 2016), pp 274-278, November 17-18, 2016, ISBN: 978-604-93-8944-3, Bach Khoa Publishing House.
• Pham Ngoc Hung, Trinh Van Loan, Nguyen Hong Quang, “Automatic identification of Vietnamese dialects”, Journal of Computer Science and Cybernetics, Vietnam Academy of Science and Technology, pp 19-30, Volume 32, Number 1, 2016, ISSN 1813-9663
• Le Xuan Thanh, Đao Thi Le Thuy, Trinh Van Loan, Nguyen Hong Quang, “Emotions in the voice and statistical analysis of emotional Vietnamese language”, Research, Development and Application on Information & Communication Technology, Journal of Information and Communication Technology, pp 86-98, Tập V-1, Số 15 (35) 6-2016, ISSN 1859-3526 (in Vietnamese)
• Nguyen Hong Quang, Trinh Van Loan, “The Effect of Dialect on the Syllable Accuracy of Vietnamese Continuous Speech Recognition System”, 4th International Conference on Human-Agent Interaction (HAI 2016), 4-7 October Singapore.
• Nguyen Hong Quang, Pham Ngoc Hung, Trinh Van Loan, Pham Quoc Hung, “Comparison some classification method for Vietnamese dialects”, pp 663-667, Proceedings of the 9th national conference on fundamental and applied information technology research (FAIR'9), ISBN: 978-604-913-472-2, Can Tho, August, 2016.
• Le Xuan Thanh, Dao Thi Le Thuy, Nguyen Hong Quang, Trinh Van Loan, “Comparison some classification method for Vietnamese emotional speech”, Kỷ yếu hội nghị khoa học công nghệ quốc gia lần thứ IX, Nghiên cứu cơ bản và ứng dụng công nghệ thông tin (FAIR 2016), pp 656-662, Proceedings of the 9th national conference on fundamental and applied information technology research (FAIR'9), ISBN: 978-604-913-472-2, Can Tho, Vietnam, August, 2016.
• Pham Ngoc Hung, Trinh Van Loan, Nguyen Hong Quang, Tran Vu Duy, “Performance Improving of Vietnamese speech recognition with dialect information”, Proceedings of the 9th national conference on fundamental and applied information technology research (FAIR'9), pp 63-69, ISBN: 978-604-913-472-2, Can Tho, Vietnam, 2016.
• Nguyen Hong Quang, Trinh Van Loan, Bui Duy Chien, “PBX Autoresponder System for Information Lookup of Pupil Records”, Intelligent Information and Database Systems, 8th Asian Conference, ACIIDS 2016, Danang, Vietnam, March 14-16, 2016, Proceedings, PartII, pp 509-518, ISSN 0302-9743, ISBN 978-3-642-49389-2, Lecture Notes in Artificial Intelligence, LNAI 9622, Springer 2016, indexed by ISI Conference Proceedings Citation Index - Science (CPCI-S), included in ISI Web of Science.
• Pham Ngoc Hung, Trinh Van Loan, Nguyen Hong Quang, “Building of Corpus for Vietnamese Dialect Identification”, Journal of Science & Technology Technical Universities, No.109, 2015. ISSN 2354-1083, pp. 49-55.
• Nguyen Hai Dương, Nguyen Hong Quang, “Vietnamese speech recognition on mobile phone”, Journal of Science, Hanoi National University of Education, Volume 60, Number 7A, 2015, ISSN 2354-1059, p. 180-188.
• Nguyen Hong Quang, Trinh Van Loan, Le Xuan Thanh, “A Novel Approach for Spoken Term Detection in Vietnamese”, The 3rd International Conference on Computing, Management and Telecommunications (IEEE ComManTel 2015), Danang, December, 28-29, 2015. ISBN: 978-1-4673-6547-5, IEEE Catalog Number: CFP1523T-CDR, trang 68-72.
• DAO Thi Le Thuy, LE Xuan Thanh, TRINH Van Loan, NGUYEN Hong Quang, “Emotion Recognition and Corpus for Vietnamese emotion recognition”, Journal of Science and Technology, HungYen University of Technology and Science, No 7, December 2015, ISSN 2354-0575, pp 51-56.
• NGUYEN Hong Quang, TRINH Van Loan, “Analysis performance of several machine learning model to recognize Vietnamese tones”, Proceedings of the 2015 National Conference on Electronics, Communications and Information technology (ECIT 2015), Ho Chi Minh city, 10-11 December 2015, page 342-347, ISBN: 978-604-67-0635-9.
• PHAM Ngoc Hung, TRINH Van Loan, NGUYEN Hong Quang, “Automatic Vietnamese dialect recognition using MFCC and F0 parameters”, Proceedings of the 8th national conference on fundamental and applied information technology research (FAIR 2015), Hanoi, 9-10 July 2015, page 536-536, ISBN: 978-604-913-397-8.
• NGUYEN Hong Quang, TRINH Van Loan, HOANG Bich Ngoc, PHAM Thu Thuan, TRAN Thi Loan, “Influence of ages and gender to fundamental frequency and energy of Vietnamese speech”, Proceedings of the 8th national conference on fundamental and applied information technology research (FAIR 2015), Hanoi, 9-10 July 2015, page 40-50, ISBN: 978-604-913-397-8.
• Pham Thi Nhung, Pham Viet Anh, Nguyen Hong Quang, Cao Hung Phi, “Speech emotion recognition of Vietnamese driver”, Proceedings of The international conference on automotive technology for vietnam (ICAT 2015), October 9-11, 2015, Hanoi, Vietnam, Cartogarphic pubtishing house, 2015.
• NGUYEN Hong Quang, TRINH Van Loan, LE Hoang Phuong, “Tone Recognition of Isolated Vietnamese Syllables”, Proceedings of AUN/SEED-NET Regional Conference for Computer and Information Engineering 2015 (RCCIE 2015), Hanoi, 1-2 October, 2015, pp 42-48, ISBN: 978-604-938-689-3.
• Pham Ngoc Hung, Trinh Van Loan, Nguyen Hong Quang, “Corpus and Statistical Analysis of F0 Variation for Vietnamese Dialect Identification”, The 3rd International Conference on Computer and Computing Science (COMCOMS 2015), October 22-24, 2015, Hanoi, Vietnam, pp 205-210, ISSN 2287-1233
• PHAM Ngoc Hung, TRINH Van Loan, NGUYEN Hong Quang, PHAM Quoc Hung, “Vietnamese dialect recognition using Gaussian mixture model”, Seventh National Conference of Fundamental and Applied IT Research (FAIR 2014), Thai Nguyen, 19-20 Juin 2014, page 449-452. ISBN: 978-604-913-300-8
• Dao Thi Thu Diep, Nguyen Hong Quang, Trinh Van Loan, Pham Ngoc Hung, “Text-dependent Speaker Recognition for Vietnamese”, The IEEE Fifth International Conference on Soft Computing And Pattern Recognition (SoCPaR 2013), December, 15-18, 2013, Hanoi, Vietnam, pp 202-206 IEEE Systems Man and Cybernetics Society, Technical Commi1ee on So2 Computing, IEEE Catalog Number: CFP1395H-ART, ISBN: 978-1-4799-3400-3.
• PHAM Ngoc Hung, TRINH Van Loan, NGUYEN Hong Quang, “A noval approach based on fundamental frequency to characterize main Vietnamese dialects”, Sixth National Conference of Fundamental and Applied IT Research (FAIR 2013), Thua Thien Hue, 20-21 Juin 2013, page 265-269, ISBN: 978-604-913-165-3.
• NGUYEN Hong Quang, TRINH Van Loan, PHAM Ngoc Hung, DAO Thi Thu Diep, “Improving performance of Vietnamese speech recognition using posterior lattice hypotheses”, Advances in Computer and Electrical Engineering, and Information Technology ACEIT 2012”, Hungyen, 2012, Journal of Scientific Research and Military Technology, Institut of Scientific and Military Technology, No 11/2012, page 25-32, ISSN: 1859-1043.
• NGUYEN Hong Quang, TRINH Van Loan, PHAM Ngoc Hung, TRAN Xuan Thuong, “A novel approach for fast selection hyper-parameters for Vietnamese speech recognition”, Journal of Scientific Research and Military Technology, page 169-178, no 16, December 2011, ISSN 1859-1043.
• Hoang Van Hiep, Le Dinh Duy, Shin’ichi Satoh, Nguyen Hong Quang, “Improving Retake Detection by Adding Motion Feature,” Image Analysis and Processing (ICIAP 2011), Brussels, Belgium, 14-16 September, 2011, pp 150-157, ISSN 0302-9743, ISBN 978-3-642-24088-1, Lecture Notes in Computer Science, LNCS 6979, Springer 2011, indexed by ISI Conference Proceedings Citation Index - Science (CPCI-S), included in ISI Web of Science.
• NGUYEN Hong Quang, TRINH Van Loan, LE The Dat: Automatic Speech Recognition for Vietnamese using HTK system, RIVF 2010 – IEEE RIVF International Conference on Computing and Communication Technologies (RIVF 2010), Hanoi, Vietnam, 01-04, November, 2010, pp 103-106, ISBN: 978-1-4244-8072-2.
• Nguyen Hong Quang, P. Nocera, E. Castelli, Trinh Van Loan. A Novel Approach in Continuous Speech Recognition for Vietnamese, an Isolating Tonal Language. Proceedings of the INTERSPEECH, Brisbane, Australia, 22-26 September, 2008, pp 1149-1152 (INTERSPEECH 2008), indexed by ISI Conference Proceedings Citation Index - Science (CPCI-S).
• Nguyen Hong Quang, P. Nocera, E. Castelli, Trinh Van Loan. Using multisyllabic patterns for Vietnamese speech processing. Proceedings of the 9th Chinese Lexical Semantics Workshop (CLSW 2008), Singapore, July 14-16, 2008.
• Nguyen Hong Quang, P. Nocera, E. Castelli, Trinh Van Loan. Large Vocabulary Continuous Speech Recognition for Vietnamese, an Under-resourced Language. Proceedings of the 1st International Workshop on Spoken Languages Technologies for Under-resourced Languages (SLTU-2008), May, 5-7, 2008, Hanoi, Vietnam, pp 23-26.
• Nguyen Hong Quang, P. Nocera, E. Castelli, Trinh Van Loan. Tone recognition of Vietnamese continuous speech using hidden Markov model. Proceedings of the 2nd International Conference on Communication and Electronics (HUT-ICCE 2008), June 4-6, 2008, Hoi An, Vietnam, pp 235-238.
• Nguyen Hong Quang, P. Nocera, E. Castelli, Trinh Van Loan. Reconnaissance de la parole continue à grand vocabulaire en vietnamien, une langue syllabique tonale, Nguyen Hong Quang. Actes des XXVIIes Journée d’Etude sur la Parole (JEP 2008), Avignon, France, 9-13 Juin, 2008, pp 281-284.
• NGUYEN Hong Quang, TRINH Van Loan. “Automatic speech recognition for Vietnamese continuous”. The Second National Symposium on Research, Development and Application of Information and Communication Technology (ICT.rda 2004), Hanoi, 2004, pp 243-250.

Giảng dạy

• Xử lý tín hiệu số
• Lập trình Android
• Tin học đại cương
• Lập trình Python
• Lập trình Java nâng cao

Nhóm nghiên cứu

• NCS Phạm Ngọc Hưng: Nhận dạng phương ngữ tiếng Việt
• NCS Lê Xuân Thành: Tổng hợp tiếng Việt nói có cảm xúc
• NCS Chu Bá Thành: Nhận dạng tự động các làn điệu dân ca Việt Nam
• NCS Đào Thị Lệ Thủy: Nhận dạng tự động cảm xúc tiếng Việt nói

Projects

• Nhận dạng tự động các làn điệu dân ca Việt Nam
• Nhận dạng tự động cảm xúc tiếng Việt nói
• Nhận dạng tự động tiếng Việt nói với sự trợ giúp thông tin về phương ngữ
• Nghiên cứu xây dựng hệ thống phát hiện chứng loạn nhịp tim rung tâm nhĩ sử dụng phương pháp học sâu
• Chuẩn đoán nguy cơ ung thư phổi dựa trên ảnh CT sử dụng kỹ thuật học sâu

Khác

Cơ sở dữ liệu tiếng nói

• Cơ sở dữ liệu tiếng Việt nói đa chủ đề
• Cơ sở dữ liệu tiếng Việt nói ghi âm kèm tín hiệu EGG
• Cơ sở dữ liệu tiếng Việt nói kèm phương ngữ
• Cơ sở dữ liệu tiếng Việt nói có cảm xúc

Mã nguồn

• Hệ thống nhận dạng phương ngữ trên môi trường Android và Linux Server sử dụng CNN