Projekter pr. år
Personlig profil
Forskningsprofil
He is a Professor of Machine Learning and Speech Processing, a Co-Head of the Centre for Acoustic Signal Processing Research (CASPR), and Machine Learning Research Group Leader in the Department of Electronic Systems at Aalborg University, Denmark. He is a Co-Lead of Pioneer Centre for Artificial Intelligence, Denmark.
He was a Visiting Scientist/Professor at the Computer Science and Artificial Intelligence Laboratory (CSAIL), Massachusetts Institute of Technology (MIT), Cambridge, USA (in 2022, 2017 and 2012), an Associate Professor in the Department of Electronic Engineering at Shanghai Jiao Tong University, China, and a postdoctoral fellow at AI Spoken Language Lab, in the Department of Computer Science at KAIST, Korea.
He received the B.S. and M.S. degrees in electrical engineering from Hunan University, China, in 1990 and 1996, respectively, and the Ph.D. degree in electronic engineering from Shanghai Jiao Tong University, China, in 1999.
His research interests include machine learning, deep learning, pattern recognition, speech and speaker recognition, noise-robust speech processing, multimodal signal processing, and social robotics. He has over 200 referred journal and conference publications. His works have been recognized by the prestigious IEEE Signal Processing Society 2022 Best Paper Award and International Speech Communication Association (ISCA) 2022 Best Research Paper Award.
He has served as an Editorial Board Member/Associate Editor for several journals including IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH AND LANGUAGE PROCESSING, Computer Speech and Language, and Digital Signal Processing. He is an Associate Editor for IEEE Journal of STSP Inaugural Special Series on AI in Signal & Data Science – Toward Explainable, Reliable, and Sustainable Machine Learning. He was a Lead Guest Editor of the IEEE Journal of STSP and a Guest Editor of several journals including Neurocomputing.
He was the elected Chair of the IEEE Machine Learning for Signal Processing Technical Committee (MLSP TC), is a Member of IEEE MLSP TC from 2018-2023 and will be a Member of IEEE Speech and Language Processing TC from 2024-2026. He is a member of the IEEE SPS Conferences Board and was a member of the IEEE SPS Technical Directions Board.
He is a TPC Vice-Chair for ICASSP 2024, Seoul, Korea, and a Publicity Co-Chair of the Inaugural IEEE Conference on Artificial Intelligence (CAI), Santa Clara, California. He was the General Chair of IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP 2018), Aalborg, Denmark, and was a Program Co-Chair for IEEE Workshop on Spoken Language Technology (SLT 2016), San Diego, California, USA. He has served as a Chair, Program Co-chair, Area and Session Chair, and Tutorial Speaker of many international conferences. He is a Senior Member of the IEEE.
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- 1 Lignende profiler
Samarbejde i de sidste fem år
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Speech Enhancement using Sequence Modelling Neural Architectures and Spoken Large Language Models
Kühne, N. (PI (principal investigator)), Tan, Z.-H. (Supervisor), Østergaard, J. (Supervisor) & Jensen, J. (Supervisor)
02/09/2024 → 31/08/2028
Projekter: Projekt › Ph.d.-projekt
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Self-supervised learning for decoding audio signals
Yadav, S. (PI (principal investigator)), Tan, Z.-H. (Supervisor), Theodoridis, S. (Supervisor) & Hansen, L. K. (Supervisor)
01/10/2022 → 30/09/2025
Projekter: Projekt › Ph.d.-projekt
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Pioneer Centre for AI
Tan, Z.-H. (CoPI), Moeslund, T. B. (CoPI) & Larsen, T. (Projektdeltager)
01/07/2021 → …
Projekter: Projekt › Forskning
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Adaptive Multi- microphone Enhancement for Wireless Speech Communications
Fuglsig, A. J. (PI (principal investigator)), Tan, Z.-H. (PI (principal investigator)) & Østergaard, J. (PI (principal investigator))
01/01/2020 → …
Projekter: Projekt › Forskning
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CASPR: Centre for Acoustic Signal Processing Research
Østergaard, J. (PI (principal investigator)), Tan, Z.-H. (PI (principal investigator)) & Jensen, J. (PI (principal investigator))
01/11/2016 → …
Projekter: Projekt › Forskning
Publikationer
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Detecting and Defending Against Adversarial Attacks on Automatic Speech Recognition via Diffusion Models
Kühne, N. L., Kitchen, A. H. F., Saugstrup Jensen, M., Brøndt, M. S. L., Gonzalez, M., Biscio, C. & Tan, Z.-H., apr. 2025, 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE (Institute of Electrical and Electronics Engineers), 5 s.Publikation: Bidrag til bog/antologi/rapport/konference proceeding › Konferenceartikel i proceeding › Forskning › peer review
Åben adgangFil28 Downloads (Pure) -
Distributions and Direct Parametrization for Stable Stochastic State-Space Models
Ahdab, M. A., Tan, Z.-H. & Leth, J.-J., 2025, (Accepteret/In press) I: IEEE Control Systems Letters.Publikation: Bidrag til tidsskrift › Letter › peer review
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Handling Domain Shifts for Anomalous Sound Detection: A Review of DCASE-Related Work
Wilkinghoff, K., Fujimura, T., Imoto, K., Le Roux, J., Tan, Z.-H. & Toda, T., 13 mar. 2025, arXiv, 5 s.Publikation: Working paper/Preprint › Preprint
Åben adgangFil4 Downloads (Pure) -
Hearing-Loss Compensation Using Deep Neural Networks: A Framework and Results From a Listening Test
Leer, P., Jensen, J., Carney, L. H., Tan, Z.-H., Østergaard, J. & Bramsløw, L., 2025, (E-pub ahead of print) I: IEEE Transactions on Audio, Speech and Language Processing. s. 1-15 15 s., 10858377.Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review
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Noise-Robust Target-Speaker Voice Activity Detection Through Self-Supervised Pretraining
Bovbjerg, H. S., Østergaard, J., Jensen, J. & Tan, Z.-H., 6 jan. 2025, arXiv, 13 s.Publikation: Working paper/Preprint › Preprint
Åben adgangFil10 Downloads (Pure)
Forskningsdatasæt
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Contextual TV dataset
Kristoffersen, M. S. (Ophavsperson), Shepstone, S. E. (Ophavsperson) & Tan, Z.-H. (Ophavsperson), VBN, 23 dec. 2020
DOI: 10.5278/28080cdd-6549-4cd6-8b46-e4d48c577937
Datasæt
Fil
Aktiviteter
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IEEE Signal Processing Society Conferences Board (Ekstern organisation)
Tan, Z.-H. (Medlem)
1 jan. 2022 → 31 dec. 2024Aktivitet: Medlemskab › Medlemskab af udvalg, kommission, råd, nævn, forening, organisation eller lignende
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IEEE SPS Machine Learning for Signal Processing Technical Committee (Ekstern organisation)
Tan, Z.-H. (Forperson)
1 jan. 2021 → 31 dec. 2022Aktivitet: Medlemskab › Medlemskab af udvalg, kommission, råd, nævn, forening, organisation eller lignende
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IEEE Signal Processing Society Technical Directions Board (Ekstern organisation)
Tan, Z.-H. (Medlem)
1 jan. 2021 → 31 dec. 2022Aktivitet: Medlemskab › Medlemskab af udvalg, kommission, råd, nævn, forening, organisation eller lignende
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IEEE SPS Machine Learning for Signal Processing Technical Committee (Ekstern organisation)
Tan, Z.-H. (Næstforperson)
1 jan. 2020 → 31 dec. 2020Aktivitet: Medlemskab › Medlemskab af udvalg, kommission, råd, nævn, forening, organisation eller lignende
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IEEE/ACM Transactions on Audio, Speech, and Language Processing (Tidsskrift)
Tan, Z.-H. (Redaktør)
2019 → …Aktivitet: Redaktionelt arbejde og fagfællebedømmelse › Redaktør af tidsskrift › Forskning
Presse/medier
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Kunstig intelligens giver indsigt i forholdet mellem tale og mimik: DTU træner AI til at skelne talere på deres ansigtsbevægelser
15/04/2022
1 element af Mediedækning
Presse/medie
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DTU træner AI til at skelne talere på deres ansigtsbevægelser
08/04/2022
1 element af Mediedækning
Presse/medie
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Nu kan kunstig intelligens forudsige klimaforandringer og levere bedre vindenergi
12/04/2019
1 element af Mediedækning
Presse/medie
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Kunstige neurale netværk skal gøre livet lettere for høreapparatbrugere
Kolbæk, M., Jensen, J. & Tan, Z.-H.
04/01/2019 → 07/01/2019
17 elementer af Mediedækning, 1 Mediebidrag
Presse/medie