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Hierarchical Attention Network of Multi-Modal Biometric for a Secure Cloud-Based User Verification | IEEE Journals & Magazine | IEEE Xplore

Hierarchical Attention Network of Multi-Modal Biometric for a Secure Cloud-Based User Verification


Abstract:

The rise of the Internet has created a need to secure verification for accessing the certain information. The cloud based biometric system can provide a convenient way to...Show More

Abstract:

The rise of the Internet has created a need to secure verification for accessing the certain information. The cloud based biometric system can provide a convenient way to realize it. In recent years, various Artificial Intelligence models have been researched for single b iometric but rare for multi-modal biometric. This article presents new a multi-model approach as Hierarchical Attention Network (HAN) which is based on four user features i.e palm image, facial image, audio signature, and digital signature. Through the layer-by-layer filtering and improved attention mechanism, HAN can provide a higher verification accuracy, which can provide a more robust and secure user verification service. At the same time, this work also implemented the proposed model on a Cloud-based service with android application. After the evaluation, the HAN method we proposed has been proved to be better than the previous models.
Published in: IEEE Internet of Things Magazine ( Volume: 5, Issue: 3, September 2022)
Page(s): 122 - 127
Date of Publication: 10 November 2022

ISSN Information:

Harbin Institute of Technology, China
Charinrat Bansong (charinrat_b@hotmail.com) is a graduate student at Harbin University of Technology (Shenzhen), her expertise is deep learning algorithm and biometric fusion.
Charinrat Bansong (charinrat_b@hotmail.com) is a graduate student at Harbin University of Technology (Shenzhen), her expertise is deep learning algorithm and biometric fusion.View more
Harbin Institute of Technology, China
Kuo-Kun Tseng (kktseng@hit.edu.cn) is an associate Professor and Shenzhen Peacock B-level talent, born in 1974, received his doctoral degree in computer information and engineering from National Chiao Tung University of Taiwan in 2006. Since 2004 he has many years of research and development experience, long engaged research in biometric systems and deep learning algorithms. The current research results, published more th...Show More
Kuo-Kun Tseng (kktseng@hit.edu.cn) is an associate Professor and Shenzhen Peacock B-level talent, born in 1974, received his doctoral degree in computer information and engineering from National Chiao Tung University of Taiwan in 2006. Since 2004 he has many years of research and development experience, long engaged research in biometric systems and deep learning algorithms. The current research results, published more th...View more
The Hong Kong Polytechnic University, China
K. L. Yung (kl.yung@polyu.edu.hk) is an Associate Head and Chair Professor of the Department of Industrial and Systems Engineering of The Hong Kong Polytechnic University. He received his BSc in Electronic Engineering at Brighton University in 1975, MSc, DIC in Automatic Control Systems at Imperial College of Science, Technology & Medicine, University of London in 1976, and PhD in Microprocessor Applications in Process Co...Show More
K. L. Yung (kl.yung@polyu.edu.hk) is an Associate Head and Chair Professor of the Department of Industrial and Systems Engineering of The Hong Kong Polytechnic University. He received his BSc in Electronic Engineering at Brighton University in 1975, MSc, DIC in Automatic Control Systems at Imperial College of Science, Technology & Medicine, University of London in 1976, and PhD in Microprocessor Applications in Process Co...View more
The Hong Kong Polytechnic University, China
W.H. Ip (wh.ip@polyu.edu.hk) has more than 30 years of experience in teaching, research, industry and consulting. I received my PhD from Loughborough University in the U.K. from BruneI University, M.Sc. in Industrial Engineering from Cranfield University, and LLB (Hons) from the University of Wolverhampton. After finishing postgraduate degrees in industrial engineering in the UK, his engineering research career began at t...Show More
W.H. Ip (wh.ip@polyu.edu.hk) has more than 30 years of experience in teaching, research, industry and consulting. I received my PhD from Loughborough University in the U.K. from BruneI University, M.Sc. in Industrial Engineering from Cranfield University, and LLB (Hons) from the University of Wolverhampton. After finishing postgraduate degrees in industrial engineering in the UK, his engineering research career began at t...View more

Harbin Institute of Technology, China
Charinrat Bansong (charinrat_b@hotmail.com) is a graduate student at Harbin University of Technology (Shenzhen), her expertise is deep learning algorithm and biometric fusion.
Charinrat Bansong (charinrat_b@hotmail.com) is a graduate student at Harbin University of Technology (Shenzhen), her expertise is deep learning algorithm and biometric fusion.View more
Harbin Institute of Technology, China
Kuo-Kun Tseng (kktseng@hit.edu.cn) is an associate Professor and Shenzhen Peacock B-level talent, born in 1974, received his doctoral degree in computer information and engineering from National Chiao Tung University of Taiwan in 2006. Since 2004 he has many years of research and development experience, long engaged research in biometric systems and deep learning algorithms. The current research results, published more than 70 articles, of which about 30 is a high impact factor of the SCI or the famous ACM / IEEE series of journals.
Kuo-Kun Tseng (kktseng@hit.edu.cn) is an associate Professor and Shenzhen Peacock B-level talent, born in 1974, received his doctoral degree in computer information and engineering from National Chiao Tung University of Taiwan in 2006. Since 2004 he has many years of research and development experience, long engaged research in biometric systems and deep learning algorithms. The current research results, published more than 70 articles, of which about 30 is a high impact factor of the SCI or the famous ACM / IEEE series of journals.View more
The Hong Kong Polytechnic University, China
K. L. Yung (kl.yung@polyu.edu.hk) is an Associate Head and Chair Professor of the Department of Industrial and Systems Engineering of The Hong Kong Polytechnic University. He received his BSc in Electronic Engineering at Brighton University in 1975, MSc, DIC in Automatic Control Systems at Imperial College of Science, Technology & Medicine, University of London in 1976, and PhD in Microprocessor Applications in Process Control at Plymouth University in 1985 in the United Kingdom and became a Chartered Engineer (C.. Eng., MIEE) in 1982. After graduation, he worked in the United Kingdom for companies such as BOC Advanced Welding Co. Ltd., the British Ever Ready Group and the Cranfield Unit for Precision Engineering (CUPE). In 1986, he returned to Hong Kong to join the Hong Kong Productivity Council as Consultant and subsequently switched to academia to join the Department of Industrial and Systems Engineering of The Hong Kong Polytechnic University.
K. L. Yung (kl.yung@polyu.edu.hk) is an Associate Head and Chair Professor of the Department of Industrial and Systems Engineering of The Hong Kong Polytechnic University. He received his BSc in Electronic Engineering at Brighton University in 1975, MSc, DIC in Automatic Control Systems at Imperial College of Science, Technology & Medicine, University of London in 1976, and PhD in Microprocessor Applications in Process Control at Plymouth University in 1985 in the United Kingdom and became a Chartered Engineer (C.. Eng., MIEE) in 1982. After graduation, he worked in the United Kingdom for companies such as BOC Advanced Welding Co. Ltd., the British Ever Ready Group and the Cranfield Unit for Precision Engineering (CUPE). In 1986, he returned to Hong Kong to join the Hong Kong Productivity Council as Consultant and subsequently switched to academia to join the Department of Industrial and Systems Engineering of The Hong Kong Polytechnic University.View more
The Hong Kong Polytechnic University, China
W.H. Ip (wh.ip@polyu.edu.hk) has more than 30 years of experience in teaching, research, industry and consulting. I received my PhD from Loughborough University in the U.K. from BruneI University, M.Sc. in Industrial Engineering from Cranfield University, and LLB (Hons) from the University of Wolverhampton. After finishing postgraduate degrees in industrial engineering in the UK, his engineering research career began at that time with novel work in Industrial Engineering, Information and sensor Systems.
W.H. Ip (wh.ip@polyu.edu.hk) has more than 30 years of experience in teaching, research, industry and consulting. I received my PhD from Loughborough University in the U.K. from BruneI University, M.Sc. in Industrial Engineering from Cranfield University, and LLB (Hons) from the University of Wolverhampton. After finishing postgraduate degrees in industrial engineering in the UK, his engineering research career began at that time with novel work in Industrial Engineering, Information and sensor Systems.View more
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