
Tomi Kinnunen
Professor
School of Computing, Faculty of Science, Forestry and Technology
[email protected] | +358 50 442 2647
Tomi H. Kinnunen is a Professor at the University of Eastern Finland. He received the Ph.D. degree in computer science from the University of Joensuu in 2005. From 2005 to 2007, he was an associate scientist at the Institute for Infocomm Research (I2R) in Singapore. Since 2007, he has been with UEF. In 2010-2012, he was funded by a post-doctoral grant from Academy of Finland focusing on speaker recognition. He has been a PI or co-PI in three other large Academy of Finland funded projects on speaker recognition and voice anti-spoofing, and a partner in H2020-funded OCTAVE project focusing on voice biometrics for physical and logical access control. He chaired Odyssey 2014 workshop and served as an associate editor in Digital Signal Processing. From 2015 to 2018, he served as an associate editor in IEEE/ACM Trans. on Audio, Speech and Language Processing and from 2016 to 2018 as a Subject Editor in Speech Communication. Between 2015 and 2016 he visited 6 months at National Institute of Informatics (NII), Japan, under a mobility grant from Academy of Finland, with focus on voice conversion and spoofing. Since 2017, he has been Associate Professor at UEF, where he leads Computational Speech Group (https://www.uef.fi/web/speech). He is known as one of the co-founders of ASVspoof challenge (www.asvspoof.org), a non-profit initiate that seeks to evaluate and improve security of voice biometric solutions under spoofing attacks.
Research interests:
– Speaker and language recognition (in wide sense; includes automatic and perceptual methods)
– Spoofing and countermeasures for speaker recognition
– Voice transformation
– Application of my research to other bioacoustic signals
Publications
194/194 items-
Optimizing a-DCF for Spoofing-Robust Speaker Verification
Kurnaz, Oguzhan; Mishra, Jagabandhu; Kinnunen, Tomi H; Hanilci, Cemal. 2025. IEEE signal processing letters. 32: 1081-1085 A1 Journal article (refereed), original research -
Beyond Silence: Bias Analysis through Loss and Asymmetric Approach in Audio Anti-Spoofing
Shim, Hye-jin; Sahidullah, Md; Jung, Jee-weon; Watanabe, Shinji; Kinnunen, Tomi. Teoksessa: (toim.) , 2024. . s. 56-60. A4 Conference proceedings -
ChildAugment: Data augmentation methods for zero-resource children's speaker verification
Singh, Vishwanath Pratap; Sahidullah, Md; Kinnunen, Tomi. 2024. Journal of the acoustical society of america. 155: 2221-2232 A1 Journal article (refereed), original research -
Generalizing Speaker Verification for Spoof Awareness in the Embedding Space
Liu, Xuechen; Sahidullah, Md; Lee, Kong Aik; Kinnunen, Tomi. 2024. IEEE/ACM transactions on audio, speech, and language processing. 32: 1261-1273 A1 Journal article (refereed), original research -
Meta-Learning Approaches for Improving Detection of Unseen Speech Deepfakes
Kukanov, Ivan; Laakkonen, Janne; Kinnunen, Tomi; Hautamäki, Ville. Teoksessa: (toim.) , 2024. Proceedings of 2024 IEEE Spoken Language Technology Workshop. s. 1173-1178. IEEE A4 Conference proceedings -
ROAR: Reinforcing Original to Augmented Data Ratio Dynamics for Wav2Vec2.0 Based ASR
Singh, Vishwanath Pratap; Malato, Federico; Hautamäki, Ville; Sahidullah, Md.; Kinnunen, Tomi. Teoksessa: (toim.) , 2024. . s. 2885-2889. International Speech Communication Association (ISCA) A4 Conference proceedings -
Revisiting and Improving Scoring Fusion for Spoofing-aware Speaker Verification Using Compositional Data Analysis
Wang, Xin; Kinnunen, Tomi; Lee, Kong Aik; Noé, Paul-Gauthier; Yamagishi, Junichi. Teoksessa: (toim.) , 2024. . s. 1110-1114. A4 Conference proceedings -
Speaker Detection by the Individual Listener and the Crowd: Parametric Models Applicable to Bonafide and Deepfake Speech
Kinnunen, Tomi; Gonzalez Hautamäki, Rosa; Wang, Xin; Yamagishi, Junichi. Teoksessa: (toim.) , 2024. . s. 3654-3658. A4 Conference proceedings -
a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verification
Shim, Hye-jin; Jung, Jee-weon; Kinnunen, Tomi; Evans, Nicholas; Bonastre, Jean-François; Lapidot, Itshak. Teoksessa: (toim.) , 2024. The Speaker and Language Recognition Workshop (Odyssey 2024). s. 158-164. A4 Conference proceedings -
t-EER: Parameter-Free Tandem Evaluation of Countermeasures and Biometric Comparators
Kinnunen, Tomi H; Lee, Kong Aik; Tak, Hemlata; Evans, Nicholas; Nautsch, Andreas. 2024. IEEE transactions on pattern analysis and machine intelligence. 46: 2622-2637 A1 Journal article (refereed), original research -
ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild
Liu, Xuechen; Wang, Xin; Sahidullah, Md; Patino, Jose; Delgado, Hector; Kinnunen, Tomi; Todisco, Massimiliano; Yamagishi, Junichi; Evans, Nicholas; Nautsch, Andreas; Lee, Kong Aik. 2023. IEEE/ACM transactions on audio, speech, and language processing. 31: 2507-2522 A1 Journal article (refereed), original research -
GAN-Aimbots: Using Machine Learning for Cheating in First Person Shooters
Kanervisto, Anssi; Kinnunen, Tomi; Hautamäki, Ville. 2023. IEEE transactions on games. 15: 566-579 A1 Journal article (refereed), original research -
How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning
Shim, Hye-jin; Gonzalez Hautamäki, Rosa; Sahidullah, Md; Kinnunen, Tomi. Teoksessa: (toim.) , 2023. Proceedings of Interspeech 2023. s. 785-789. International Speech Communication Association (ISCA) A4 Conference proceedings -
Introduction to Voice Presentation Attack Detection and Recent Advances
Sahidullah, Md; Delgado, Héctor; Todisco, Massimiliano; Nautsch, Andreas; Wang, Xin; Kinnunen, Tomi; Evans, Nicholas; Yamagishi, Junichi; Lee, Kong Aik. Teoksessa: Marcel, Sébastien; Fierrez, Julian; Evans, Nicholas (toim.) , 2023. Handbook of Biometric Anti-Spoofing : Presentation Attack Detection and Vulnerability Assessment. s. 339-385. Springer D2 Article in a professional book (incl. an introduction by the editor) -
Learnable Frontends That Do Not Learn: Quantifying Sensitivity To Filterbank Initialisation
Anderson, Mark; Kinnunen, Tomi; Harte, Naomi. Teoksessa: Pikrakis, Aggelos; Feuillen, Thomas(toim.) , 2023. Proceedings of the 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). s. 1-5. IEEE A4 Conference proceedings -
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing
Shim, Hye-jin; Jung, Jee-weon; Kinnunen, Tomi. Teoksessa: (toim.) , 2023. Proceedings of Interspeech 2023. s. 3804-3808. International Speech Communication Association (ISCA) A4 Conference proceedings -
Speaker Verification Across Ages: Investigating Deep Speaker Embedding Sensitivity to Age Mismatch in Enrollment and Test Speech
Singh, Vishwanath Pratap; Sahidullah, Md; Kinnunen, Tomi. Teoksessa: (toim.) , 2023. Proceedings of Interspeech 2023. s. 1948-1952. International Speech Communication Association (ISCA) A4 Conference proceedings -
Speaker-Aware Anti-spoofing
Liu, Xuechen; Sahidullah, Md; Lee, Kong Aik; Kinnunen, Tomi. Teoksessa: (toim.) , 2023. Proceedings of Interspeech 2023. s. 2498-2502. International Speech Communication Association (ISCA) A4 Conference proceedings -
Towards Single Integrated Spoofing-aware Speaker Verification Embeddings
Mun, Sung Hwan; Shim, Hye-jin; Tak, Hemlata; Wang, Xin; Liu, Xuechen; Sahidullah, Md; Jeong, Myeonghun; Han, Min Hyun; Todisco, Massimiliano; Lee, Kong Aik; Yamagishi, Junichi; Evans, Nicholas; Kinnunen, Tomi; Kim, Nam Soo; Jung, Jee-weon. Teoksessa: (toim.) , 2023. Proceedings of Interspeech 2023. s. 3989-3993. International Speech Communication Association (ISCA) A4 Conference proceedings -
An Initial Study on Birdsong Re-synthesis Using Neural Vocoders
Bhatia, Rhythm Rajiv; Kinnunen, Tomi H. Teoksessa: Prasanna, SR Mahadeva; Karpov, Alexey; Samudravijaya, K; Agrawal, Shyam S(toim.) , 2022. Speech and Computer : 24th International Conference, SPECOM 2022, Gurugram, India, November 14–16, 2022, Proceedings. s. 64-74. Springer A4 Conference proceedings -
Baseline Systems for the First Spoofing-Aware Speaker Verification Challenge: Score and Embedding Fusion
Shim, Hye-jin; Tak, Hemlata; Liu, Xuechen; Heo, Hee-Soo; Jung, Jee-weon; Chung, Joon Son; Chung, Soo-Whan; Yu, Ha-Jin; Lee, Bong-Jin; Todisco, Massimiliano; Delgado, Héctor; Lee, Kong Aik; Sahidullah, Md; Kinnunen, Tomi; Evans, Nicholas. Teoksessa: (toim.) , 2022. The Speaker and Language Recognition Workshop (Odyssey 2022). s. 330-337. A4 Conference proceedings -
Baselines and Protocols for Household Speaker Recognition
Sholokhov, Alexey; Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. Teoksessa: (toim.) , 2022. The Speaker and Language Recognition Workshop (Odyssey 2022). s. 85-91. A4 Conference proceedings -
Gamified Speaker Comparison by Listening
Ghimire, Sandip; Kinnunen, Tomi; Gonzalez Hautamäki, Rosa. Teoksessa: (toim.) , 2022. The Speaker and Language Recognition Workshop (Odyssey 2022). s. 421-427. A4 Conference proceedings -
Improving speaker de-identification with functional data analysis of f0 trajectories
Tavi, Lauri; Kinnunen, Tomi; González Hautamäki, Rosa. 2022. Speech communication. 140: 1-10 A1 Journal article (refereed), original research -
Learnable Nonlinear Compression for Robust Speaker Verification
Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. Teoksessa: Lam, Kenneth; Sisman, Berrak; Sun, Yan(toim.) , 2022. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings. s. 7962-7966. IEEE A4 Conference proceedings -
SASV 2022: The First Spoofing-Aware Speaker Verification Challenge
Jung, Jee-weon; Tak, Hemlata; Shim, Hye-jin; Heo, Hee-Soo; Lee, Bong-Jin; Chung, Soo-Whan; Yu, Ha-Jin; Evans, Nicholas; Kinnunen, Tomi. Teoksessa: (toim.) , 2022. Interspeech 2022. s. 2893-2897. International Speech Communication Association A4 Conference proceedings -
Spoofing-Aware Speaker Verification with Unsupervised Domain Adaptation
Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. Teoksessa: (toim.) , 2022. The Speaker and Language Recognition Workshop (Odyssey 2022). s. 85-91. A4 Conference proceedings -
ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech
Nautsch, Andreas; Wang, Xin; Evans, Nicholas; Kinnunen, Tomi; Vestman, Ville; Todisco, Massimiliano; Delgado, Hector; Sahidullah, Md; Yamagishi, Junichi; Lee, Kong Aik. 2021. IEEE transactions on biometrics, behavior, and identity science -
ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection
Yamagishi, Junichi; Wang, Xin; Todisco, Massimiliano; Sahidullah, Md; Patino, Jose; Nautsch, Andreas; Liu, Xuechen; Lee, Kong Aik; Kinnunen, Tomi; Evans, Nicholas; Delgado, Héctor. 2021. International Speech Communication Association -
ASVtorch toolkit: Speaker verification with deep neural networks
Lee, Kong Aik; Vestman, Ville; Kinnunen, Tomi. 2021. SoftwareX -
Articulation During Voice Disguise: A Pilot Study
Tavi, Lauri; Kinnunen, Tomi; Meister, Einar; González-Hautamäki, Rosa; Malmi, Anton. 2021. Lecture notes in computer science -
Benchmarking and challenges in security and privacy for voice biometrics
Bonastre, Jean-François; Delgado, Héctor; Evans, Nicholas; Kinnunen, Tomi; Lee, Kong Aik; Liu, Xuechen; Nautsch, Andreas; Noé, Paul-Gauthier; Patino, Jose; Sahidullah, Md; Srivastava, Brij Mohan Lal; Todisco, Massimiliano; Tomashenko, Natalia; Vincent, Emmanuel; Wang, Xin; Yamagishi, Junichi. Teoksessa: (toim.) , 2021. 1st ISCA Symposium on Security and Privacy in Speech Communication. s. 52-56. International Speech Communication Association D3 Professional conference proceedings -
Data Quality as Predictor of Voice Anti-Spoofing Generalization
Chettri, Bhusan; Hautamäki González, Rosa; Sahidullah, Md.; Kinnunen, Tomi. 2021. Interspeech -
Learnable MFCCs for Speaker Verification
Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. 2021. IEEE International Symposium on Circuits and Systems proceedings -
Optimized Power Normalized Cepstral Coefficients Towards Robust Deep Speaker Verification
Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. Teoksessa: Bocklet, Tobias(toim.) , 2021. 2021 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) : Proceedings. s. 185-190. IEEE A4 Conference proceedings -
Optimizing Multi-Taper Features for Deep Speaker Verification
Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. 2021. IEEE signal processing letters -
Optimizing Tandem Speaker Verification and Anti-Spoofing Systems
Kanervisto, Anssi; Hautamaki, Ville; Kinnunen, Tomi; Yamagishi, Junichi. 2021. IEEE/ACM transactions on audio, speech, and language processing -
Parameterized Channel Normalization for Far-Field Deep Speaker Verification
Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. Teoksessa: Bocklet, Tobias(toim.) , 2021. 2021 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) : Proceedings. s. 1132-1138. IEEE A4 Conference proceedings -
UIAI System for Short-Duration Speaker Verification Challenge 2020
Sahidullah, Md; Kumar Sarkar, Achintya; Vestman, Ville; Liu, Xuechen; Serizel, Romain; Kinnunen, Tomi; Tan, Zheng-Hua; Vincent, Emmanuel. 2021. IEEE -
Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-Spoofing
Kinnunen, Tomi; Nautsch, Andreas; Sahidullah, Md.; Evans, Nicholas; Wang, Xin; Todisco, Massimiliano; Delgado, Héctor; Yamagishi, Junichi; Lee, Kong Aik. 2021. Interspeech -
Voxceleb Enrichment for Age and Gender Recognition
Hechmi, Khaled; Trong, Trung Ngo; Hautamaki, Ville; Kinnunen, Tomi. Teoksessa: Bocklet, Tobias(toim.) , 2021. 2021 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) : Proceedings. s. 687-693. IEEE A4 Conference proceedings -
A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings
Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi. 2020. Interspeech -
ASVspoof 2019: A large-scale public database of synthetized, converted and replayed speech
Wang, Xin; Yamagishi, Junichi; Todisco, Massimiliano; Delgado, Héctor; Nautsch, Andreas; Evans, Nicholas; Sahidullah, Md; Vestman, Ville; Kinnunen, Tomi; Lee, Kong Aik; Juvela, Lauri; Alku, Paavo; Peng, Yu-Huai; Hwang, Hsin-Te; Tsao, Yu; Wang, Hsin-Min; Maguer, Sébastien Le; Becker, Markus; et al.. 2020. Computer speech and language -
An Initial Investigation on Optimizing Tandem Speaker Verification and Countermeasure Systems Using Reinforcement Learning
Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi; Yamagishi, Junichi. 2020. Odyssey : the Speaker and Language Recognition Workshop -
Deep generative variational autoencoding for replay spoof detection in automatic speaker verification
Chettri, Bhusan; Kinnunen, Tomi; Benetos, Emmanouil. 2020. Computer speech and language -
Extrapolating False Alarm Rates in Automatic Speaker Verification
Sholokhov, Alexey; Kinnunen, Tomi; Vestman, Ville; Lee, Kong Aik. 2020. Interspeech -
Neural i-vectors
Vestman, Ville; Lee, Kong Aik; Kinnunen, Tomi. 2020. Odyssey : the Speaker and Language Recognition Workshop -
Predictions of Subjective Ratings and Spoofing Assessments of Voice Conversion Challenge 2020 Submissions
Das, RK; Kinnunen, T; Huang, W; Ling, Z; Yamagishi, J; Yi, Z; Tian, X; Toda, T. 2020. International Speech Communication Association -
Subband Modeling for Spoofing Detection in Automatic Speaker Verification
Chettri, Bhusan; Kinnunen, Tomi; Benetos, Emmanouil. 2020. Odyssey : the Speaker and Language Recognition Workshop -
Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals
Kinnunen, Tomi; Delgado, Hector; Evans, Nicholas; Lee, Kong Aik; Vestman, Ville; Nautsch, Andreas; Todisco, Massimiliano; Wang, Xin; Sahidullah, Md; Yamagishi, Junichi; Reynolds, Douglas A. 2020. IEEE/ACM transactions on audio, speech, and language processing -
The Attacker's Perspective on Automatic Speaker Verification: An Overview
Das, Rohan Kumar; Tian, Xiaohai; Kinnunen, Tomi; Li, Haizhou. 2020. Interspeech -
Towards Controlling False Alarm - Miss Trade-Off in Perceptual Speaker Comparison via Non-Neutral Listening Task Framing
Gonzalez Hautamäki, Rosa; Kinnunen, Tomi. 2020. IEEE -
Voice Conversion Challenge 2020: Intra-lingual semi-parallel and cross-lingual voice conversion
Yi, Zhao; Huang, Wen-Chin; Tian, Xiaohai; Yamagishi, Junichi; Das, Rohan Kumar; Kinnunen, Tomi; Ling, Zhenhua; Toda, Tomoki. 2020. International Speech Communication Association -
Why Did the x-Vector System Miss a Target Speaker? Impact of Acoustic Mismatch Upon Target Score on VoxCeleb Data
Gonzalez Hautamäki, Rosa; Kinnunen, Tomi. 2020. Interspeech -
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection
Todisco, Massimiliano; Wang, Xin; Vestman, Ville; Sahidullah, Md; Delgado, Héctor; Nautsch, Andreas; Yamagishi, Junichi; Evans, Nicholas; Kinnunen, Tomi H; Lee, Kong Aik. 2019. Interspeech -
Audio-Visual Kinship Verification in the Wild
Wu, Xiaoting; Granger, Eric; Kinnunen, Tomi H; Feng, Xiaoyi; Hadid, Abdenour. 2019. International Conference on Biometrics -
Can We Use Speaker Recognition Technology to Attack Itself? Enhancing Mimicry Attacks Using Automatic Target Speaker Selection
Kinnunen, T; Hautamäki, RG; Vestman, V; Sahidullah, M. 2019. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Forensinen tiede ja puhujan tunnistaminen
Kinnunen, Tomi; Launiala, Mika; Silvennoinen, Elisa. 2019. Edilex -
I4U Submission to NIST SRE 2018: Leveraging from a Decade of Shared Experiences
Lee, Kong Aik; Hautamäki, Ville; Kinnunen, Tomi H; Yamamoto, Hitoshi; Okabe, Koji; Vestman, Ville; Huang , Jing; Ding, Guohong; Sun, Hanwu; Larcher, Anthony; Das, Rohan Kumar; Li, Haizhou; Rouvier, Mickael; Bousquet, Pierre-Michel; Rao, Wei; Wang, Qing; Zhang , Chunlei; Bahmaninezhad, Fahimeh; Delgado, Héctor; Todisco, Massimiliano. 2019. Interspeech -
Introduction to the special issue "Speaker and language characterization and recognition: Voice modeling, conversion, synthesis and ethical aspects"
Bonastre, Jean-François; Kinnunen, Tomi; Larcher, Anthony; Yamagishi, Junichi. 2019. Computer speech and language -
Introduction to voice presentation attack detection and recent advances
Sahidullah, Md; Delgado, Hector; Todisco, Massimiliano; Kinnunen, Tomi; Evans, Nicholas; Yamagishi, Junichi; Lee, Kong-Aik. 2019. Advances in Computer Vision and Pattern Recognition -
On the limits of automatic speaker verification: Explaining degraded recognizer scores through acoustic changes resulting from voice disguise
González Hautamäki, R; Hautamäki, V; Kinnunen, T. 2019. Journal of the acoustical society of america -
Statistical Regression Models for Noise Robust F0 Estimation Using Recurrent Deep Neural Networks
Kato, Akihiro; Kinnunen, Tomi H. 2019. IEEE/ACM transactions on audio, speech, and language processing -
Tutkimusaineistojen avaaminen osana avoimen tieteen palveluita
Rosti, Tomi; Kinnunen, Tomi; Saarti, Jarmo; Karhapää, Anne. 2019. Publications of the University of Eastern Finland. General series -
Unleashing the Unused Potential of I-Vectors Enabled by GPU Acceleration
Vestman, Ville; Lee, Kong Aik; Kinnunen, Tomi H; Koshinaka, Takafumi. 2019. Interspeech -
Voice Mimicry Attacks Assisted by Automatic Speaker Verification
Vestman, Ville; Kinnunen, Tomi; González Hautamäki, Rosa; Sahidullah, Md. 2019. Computer speech and language -
Voice biometrics security: Extrapolating false alarm rate via hierarchical Bayesian modeling of speaker verification scores
Sholokhov, Alexey; Kinnunen, Tomi; Vestman, Ville; Aik Lee, Kong. 2019. Computer speech and language -
Who Do I Sound Like? Showcasing Speaker Recognition Technology by Youtube Voice Search
Vestman, Ville; Soomro, Bilal; Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi. 2019. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
A Regression Model of Recurrent Deep Neural Networks for Noise Robust Estimation of the Fundamental Frequency Contour of Speech
Kato, Akihiro; Kinnunen, Tomi. 2018. Odyssey : the Speaker and Language Recognition Workshop -
A Spoofing Benchmark for the 2018 Voice Conversion Challenge: Leveraging from Spoofing Countermeasures for Speech Artifact Assessment
Kinnunen, Tomi; Lorenzo-Trueba, Jaime; Yamagishi, Junichi; Toda, Tomoki; Saito, Daisuke; Villavicencio, Fernando; Ling, Zhenhua. 2018. Odyssey : the Speaker and Language Recognition Workshop -
ASVspoof 2017 Version 2.0: meta-data analysis and baseline enhancements
Delgado, Hector; Todisco, Massimiliano; Sahidullah, Md; Evans, Nicholas; Kinnunen, Tomi; Lee, Kong Aik; Yamagishi, Junichi. 2018. Odyssey : the Speaker and Language Recognition Workshop -
Audiovisual Synchrony Detection with Optimized Audio Features
Sieranoja, Sami; Sahidullah, Md; Kinnunen, Tomi; Komulainen, Jukka; Hadid, Abdenour. 2018. IEEE -
Can we steal your vocal identity from the Internet? Initial investigation of cloning Obama's voice using GAN, WaveNet and low-quality found data
Lorenzo-Trueba Jaime, Fang Fuming, Wang Xin, Echizen Isao, Yamagishi Junichi, Kinnunen Tomi. 2018. Odyssey : the Speaker and Language Recognition Workshop -
Integrated Presentation Attack Detection and Automatic Speaker Verification: Common Features and Gaussian Back-end Fusion
Todisco, Massimiliano; Delgado, Héctor; Lee, Kong Aik; Sahidullah, Md; Evans, Nicholas; Kinnunen, Tomi; Yamagishi, Junichi. 2018. Interspeech -
Perceptual Evaluation of the Effectiveness of Voice Disguise by Age Modification
Gonzales Hautamäki, Rosa; Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi. 2018. Odyssey : the Speaker and Language Recognition Workshop -
Speaker recognition from whispered speech: a tutorial survey and an application of time-varying linear prediction
Vestman, Ville; Gowda, Dhananjaya; Sahidullah, Md; Alku, Paavo; Kinnunen, Tomi. 2018. Speech communication -
Supervector Compression Strategies to Speed up I-Vector System Development
Vestman, Ville; Kinnunen, Tomi. 2018. Odyssey : the Speaker and Language Recognition Workshop -
The Voice Conversion Challenge 2018: Promoting Development of Parallel and Nonparallel Methods
Lorenzo-Trueba, Jaime; Yamagishi, Junichi; Toda, Tomoki; Saito, Daisuke; Villavicencio, Fernando; Kinnunen, Tomi; Ling, Zhenhua. 2018. Odyssey : the Speaker and Language Recognition Workshop -
Transforming acoustic characteristics to deceive playback spoofing countermeasures of speaker verification systems
Fang, Fuming; Yamagishi, Junichi; Echizen, Isao; Sahidullah, Md; Kinnunen, Tomi. 2018. IEEE -
Vocal effort compensation for MFCC feature extraction in a shouted versus normal speaker recognition task
Jokinen, Emma; Saeidi, Rahim; Kinnunen, Tomi; Alku, Paavo. 2018. Computer speech and language -
Waveform to Single Sinusoid Regression to Estimate the F0 Contour from Noisy Speech Using Recurrent Deep Neural Networks
Kato, Akihiro; Kinnunen, Tomi. 2018. Interspeech -
t-DCF: a Detection Cost Function for the Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification
Kinnunen, Tomi; Lee, Kong Aik; Delgado, Hector; Evans, Nicholas; Todisco, Massimiliano; Sahidullah, Md; Yamagishi , Junichi; Reynolds, Douglas A. 2018. Odyssey : the Speaker and Language Recognition Workshop -
ASVspoof: the Automatic Speaker Verification Spoofing and Countermeasures Challenge
Wu Zhizheng, Yamagishi Junichi, Kinnunen Tomi, Hanilci Cemal, Sahidullah Mohammed, Sizov Aleksandr, Evans Nicholas, Todisco Massimiliano, Delgado Hector. 2017. IEEE journal of selected topics in signal processing -
Acoustical and perceptual study of voice disguise by age modification in speaker verification
González Hautamäki Rosa, Sahidullah Md, Hautamäki Ville, Kinnunen Tomi. 2017. Speech communication -
Direct Optimization of the Detection Cost for I-Vector-Based Spoken Language Recognition
Sizov Aleksandr, Lee Kong Aik, Kinnunen Tomi. 2017. IEEE/ACM transactions on audio, speech, and language processing -
Effects of Gender Information in Text-Independent and Text-Dependent Speaker Verification
Kanervisto Anssi, Vestman Ville, Sahidullah Md, Hautamäki Ville, Kinnunen Tomi. 2017. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Impact of Bandwidth and Channel Variation on Presentation Attack Detection for Speaker Verification
Delgado Hector, Todisco Massimiliano, Evans Nicholas, Sahidullah Md, Ming Liu Wei, Alegre Federico, Kinnunen Tomi, Fauve Benoit. 2017. Lecture notes in informatics -
Improving Speaker Verification Performance in Presence of Spoofing Attacks Using Out-of-Domain Spoofed Data
Sarkar Achintya Kr, Sahidullah Md, Tan Zheng-Hua, Kinnunen Tomi. 2017. Interspeech -
Introduction to the Issue on Spoofing and Countermeasures for Automatic Speaker Verification
Yamagishi Junichi, Kinnunen Tomi H, Evans Nicholas, De Leon Phillip, Trancoso Isabel. 2017. IEEE journal of selected topics in signal processing -
Non-parallel Voice Conversion Using i-Vector PLDA: Towards Unifying Speaker Verification and Transformation
Kinnunen Tomi, Juvela Lauri, Alku Paavo, Yamagishi Junichi. 2017. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
RedDots Replayed: A New Replay Spoofing Attack Corpus for Text-Dependent Speaker Verification Research
Kinnunen Tomi, Sahidullah Md, Falcone Mauro, Costantini Luca, Gonzalez-Hautamäki Rosa, Thomsen Dennis, Sarkar Archintya Sarkar, Tan Zheng-Hua, Delgado Hector, Todisco Massimiliano, Evans Nicholas, Hautamäki Ville, Lee Kong Aik. 2017. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Robust Voice Liveness Detection and Speaker Verification Using Throat Microphones
Sahidullah Md, Lehmann Thomsen Dennis Alexander, Gonzalez Hautamäki Rosa, Kinnunen Tomi, Tan Zheng-Hua, Parts Robert, Pitkänen Martti. 2017. IEEE/ACM transactions on audio, speech, and language processing -
Semi-supervised speech activity detection with an application to automatic speaker verification
Sholokhov Alexey., Sahidullah Md, Kinnunen Tomi. 2017. Computer speech and language -
The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection
Kinnunen Tomi, Sahidullah Md, Delgado Hector, Todisco Massimiliano, Evans Nicholas, Yamagishi Junichi, Lee Kong Aik. 2017. Interspeech -
The I4U Mega Fusion and Collaboration for NIST Speaker Recognition Evaluation 2016
Lee K A, Hautamäki V , Kinnunen T , Larcher A, Zhang C, Nautsch A , Stafylakis T, Liu G, Rouvier M, Rao W, Alegre F, Ma J, Mak M W, Sarkar A K, Delgado H, Saeidi R, Aronowitz H , Sizov A, Sun H, Nguyen T H et al [Incl Sahidullah Md, Vestman V, Halonen M, Kanervisto A]. 2017. Interspeech -
Time-Varying Autoregressions for Speaker Verification in Reverberant Conditions
Vestman Ville, Gowda Dhananjaya, Sahidullah Md, Alku Paavo, Kinnunen Tomi. 2017. Interspeech -
Age-Related Voice Disguise and its Impact in Speaker Verification Accuracy
Gonzalez Hautamäki Rosa, Sahidullah Md, Kinnunen Tomi, Hautamäki Ville. 2016. Odyssey : the Speaker and Language Recognition Workshop -
Discriminating Languages in a Probabilistic Latent Subspace
Sizov Aleksandr, Lee Kong Aik, Kinnunen Tomi. 2016. Odyssey : the Speaker and Language Recognition Workshop -
Discriminative multi-domain PLDA for speaker verification
Sholokhov Alexey, Kinnunen Tomi, Cumani Sandro. 2016. IEEE -
Further optimisations of constant Q cepstral processing for integrated utterance verification and text-dependent speaker verification
Delgado H, Todisco M, Sahidullah M, Sarkar AK, Evans N, Kinnunen T, Tan Z-H. 2016. IEEE -
GPS trajectory biometrics: from where you were to how you move
Sieranoja Sami, Kinnunen Tomi, Fränti Pasi. 2016. Lecture notes in computer science -
HAPPY Team Entry to NIST OpenSAD Challenge: A Fusion of Short-Term Unsupervised and Segment i-Vector Based Speech Activity Detectors
Kinnunen Tomi, Sholokhov Alexey, Khoury Elie, Thomsen Dennis, Sahidullah Md, Tan Zheng-Hua. 2016. Interspeech -
Incorporating uncertainty as a Quality Measure in I-Vector Based Language Recognition
Poorjam, Amir Hossein; Saeidi, Rahim; Kinnunen, Tomi; Hautamäki, Ville. 2016. Odyssey : the Speaker and Language Recognition Workshop -
Integrated Spoofing Countermeasures and Automatic Speaker Verification: an Evaluation on ASVspoof 2015
Sahidullah Md, Delgado Hector, Todisco Massimiliano, Yu Hong, Kinnunen Tomi, Evans Nicholas, Tan Zheng-Hua. 2016. Interspeech -
Out-of-Set i-Vector Selection for Open-set Language Identification
Behravan, Hamid; Kinnunen, Tomi; Hautamäki, Ville. 2016. Odyssey : the Speaker and Language Recognition Workshop -
Robust Speaker Recognition with Combined Use of Acoustic and Throat Microphone Speech
Sahidullah Md, Gonzalez Hautamäki Rosa, Thomsen Dennis Alexander Lehmann, Kinnunen Tomi, Tan Zheng-Hua, Hautamäki Ville, Parts Robert, Pitkänen Martti. 2016. Interspeech -
Spoofing detection goes noisy: An analysis of synthetic speech detection in the presence of additive noise
Hanilçi Cemal, Kinnunen Tomi, Sahidullaha Md, Sizova Aleksandr. 2016. Speech communication -
Utterance Verification for Text-Dependent Speaker Recognition: a Comparative Assessment Using the RedDots Corpus
Kinnunen Tomi, Sahidullah Md, Kukanov Ivan, Delgado Hector, Todisco Massimiliano, Sarkar Achintya, Thomsen Nicolai Baek, Hautamäki Ville, Evans Nicholas, Tan Zheng-Hua. 2016. Interspeech -
A Comparison of Features for Synthetic Speech Detection
Sahidullah Md, Kinnunen Tomi, Hanilci Cemal. 2015. Interspeech -
ASVspoof 2015: the First Automatic Speaker Verification Spoofing and Countermeasures Challenge
Wu Zhizheng, Kinnunen Tomi, Evans Nicholas, Yamagishi Junichi, Hanilci Cemal, Sahidullah Md, Sizov Aleksandr. 2015. Interspeech -
Automatic versus human speaker verification: the case of voice mimicry
González Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Laukkanen Anne-Maria. 2015. Speech communication -
Classifiers for Synthetic Speech Detection: A Comparison
Hanilci Cemal, Kinnunen Tomi, Sahidullah Md, Sizov Aleksandr. 2015. Interspeech -
Exploring ANN Back-Ends for i-Vector Based Speaker Age Estimation
Federova Anna, Glembek Ondrej, Kinnunen Tomi, Matejka Pavel. 2015. Interspeech -
Joint Speaker Verification and Antispoofing in the i -Vector Space
Sizov Aleksandr, Khoury Elie, Kinnunen Tomi, Wu Zhizheng, Marcel Sébastien. 2015. IEEE transactions on information forensics and security -
Local spectral variability features for speaker verification
Sahidullah Md, Kinnunen Tomi. 2015. Digital signal processing -
Speaker Recognition For Speech Under Face Cover
Saeidi Rahim, Niemi Tuija, Karppelin Hanna, Pohjalainen Jouni, Kinnunen Tomi, Alku Paavo. 2015. Interspeech -
Spoofing and countermeasures for speaker verification: A survey
Wu Zhizheng, Evans Nicholas, Kinnunen Tomi, Yamagishi Junichi, Alegre Federico, Li Haizhou. 2015. Speech communication -
i-Vector Modeling of Speech Attributes for Automatic Foreign Accent Recognition
Behravan Hamid, Hautamäki Ville, Siniscalchi Sabato Marco, Kinnunen Tomi, Lee Chin-Hui. 2015. IEEE/ACM transactions on audio, speech, and language processing -
A Comparison of Categorical Attribute Data Clustering Methods
Hautamäki Ville, Pöllänen Antti, Kinnunen Tomi, Lee Kong Aik, Li Haizhou, Fränti Pasi. 2014. Lecture notes in computer science -
Bayesian analysis of Similarity Matrices for Speaker Diarization
Sholokhov Alexey, Pekhovsky Timur, Kudashev Oleg, Shulipa Andrei, Kinnunen Tomi. 2014. IEEE -
Comparison of Human Listeners and Speaker Verification Systems Using Voice Mimicry Data
Gonzales-Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Laukkanen Anne-Maria. 2014. Odyssey: the Speaker and Language Recognition Workshop -
Dialect Levelling in Finnish: A Universal Speech Attribute Approach
Behravan Hamid, Hautamäki Ville, Sinisalchi Sabato Marco, Khoury Elie, Kurki Tommi, Kinnunen Tomi, Lee Chin-Hui. 2014. Interspeech -
Factors affecting i-vector based foreign accent recognition: A case study in spoken Finnish
Behravan Hamid, Hautamäki Ville, Kinnunen Tomi. 2014. Speech communication -
From single to multiple enrollment i-vectors: Practical PLDA scoring variants for speaker verification
Rajan Padmanabhan, Afanasyev Anton, Hautamäki Ville, Kinnunen Tomi. 2014. Digital signal processing -
Introducing Attribute Features to Foreign Accent Recognition
Behravan Hamid, Hautamäki Ville, Sinischalci SM, Kinnunen Tomi, Chin-Hui Lee. 2014. IEEE -
Introducing I-vectors for joint anti-spoofing and speaker verification
Khoury Elie, Kinnunen Tomi, Sizov Aleksandr, Wu Zhizheng, Marcel Sebastien. 2014. Interspeech -
Mixture Linear Prediction in Speaker Verification Under Vocal Effort Mismatch
Pohjolainen Jouni, Hanilci Cemal, Kinnunen Tomi, Alku Paavo. 2014. IEEE signal processing letters -
Source cell-phone recognition from recorded speech using non-speech segments
Hanilci Cemal, Kinnunen Tomi. 2014. Digital signal processing -
The NIST 2014 Speaker Recognition i-Vector Machine Learning Challenge
Greenberg Graig S., Banse Desire, Doddington George R., Garcia-Romero Daniel, Godfrey John J., Kinnunen Tomi, Martin Alvin F., McCree Alan, Pryzybocki Mark, Reynolds Douglas A.. 2014. Odyssey: the Speaker and Language Recognition Workshop -
Unifying probabilistic linear discriminant analysis variants in biometric authentication
Sizov Aleksandr, Lee Kong Aik, Kinnunen Tomi. 2014. Lecture notes in computer science -
A practical, self-adaptive voice activity detector for speaker verification with noisy telephone and microphone data
Kinnunen Tomi, Rajan Padmanabhan. 2013. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Automatic Regularization of Cross-entropy Cost for Speaker Recognition Fusion
Hautamäki Ville, Lee Kong Aik, van Leeuwen David, Saeidi Rahim, Larcher Anthony, Kinnunen Tomi, Hasan Taufig, Sadjadi Seyed Omid, Liu Gang, Boril Hynek, Hansen John H. L., Fauve Benoit. 2013. -
Comparison of Spectrum Estimators in Speaker Verification: Mismatch Conditions Induced by Vocal Effort
Hanilci Cemal, Kinnunen Tomi, Rajan Padmanabhan, Pohjalainen Jouni, Alku Paavo, Ertas Figen. 2013. -
Effect of multicondition training on i-vector PLDA configurations for speaker recognition
Rajan Padmanabhan, Kinnunen Tomi, Hautamäki Ville. 2013. -
Exemplar-based unit selection for voice conversion utilizing temporal information
Wu Zhizheng, Virtanen Tuomas, Kinnunen Tomi, Chng Eng Siong, Li Haizhou. 2013. -
Exemplar-based voice conversion using non-negative spectrogram deconvolution
Wu Zhizheng, Virtanen Tuomas, Kinnunen Tomi, Chng Eng Siong, Li Haizhou. 2013. -
Foreign Accent Detection from Spoken Finnish Using i-Vectors
Behravan Hamid, Hautamäki Ville, Kinnunen Tomi. 2013. -
Frequency Warping and Robust Speaker Verification: A Comparison of Alternative Mel-Scale Representations
Kinnunen Tomi, Alam Md. Jahangir, Matejka Pavel, Kenny Patrick, Cernocky Jan "Honza", O'Shaughnessy Douglas. 2013. -
I-vectors meet imitators: on vulnerability of speaker verification systems against voice mimicry
Gonzales Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Leino Timo, Laukkanen Anne-Maria. 2013. -
I4U submission to NIST SRE 2012: A large-scale collaborative effort for noise-robust speaker verification
Saeidi R., Lee K.A., Kinnunen T., Hasan T., Fauve B., Bousquet P.-M., Khoury E., Sordo Martinez P.L., Kua J.M.K., You C.H., Sun H., Larcher A., Rajan P., Hautamäki V., Hanilci C., Braithwaite B., Gonzales-Hautamäki R., Sadjadi S.O., Liu G., Boril H. et.al... 2013. -
Joint Source-Filter Optimization for Accurate Vocal Tract Estimation Using Differential Evolution
Schleusing Olaf, Kinnunen Tomi, Story Brad, Vesin Jean-Marc. 2013. IEEE transactions on audio speech and language processing -
Merging human and automatic system decisions to improve speaker recognition performance
Gonzáles Hautamäki Rosa, Hautamäki Ville, Rajan Padmanabhan, Kinnunen Tomi. 2013. -
Multitaper MFCC and PLP features for speaker verification using i-vectors
Alam Md Jahangir, Kinnunen Tomi, Kenny Patrick, Ouellet Pierre, O'Shaughnessy Douglas. 2013. Speech communication -
Sparse Classifier Fusion for Speaker Verification
Hautamäki Ville, Kinnunen Tomi, Sedlák Filip, Lee Kong Aik, Ma Bin, Li Haizhou. 2013. IEEE transactions on audio speech and language processing -
Speaker identification from shouted speech: analysis and compensation
Hanilci Cemal, Kinnunen Tomi, Saeidi, Rahim, Pohjalainen Jouni, Alku Paavo, Ertas Figen. 2013. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Spoofing and countermeasures for automatic speaker verification
Evans Nicholas, Kinnunen Tomi, Yamagishi Junichi. 2013. -
Using group delay functions from all-pole models for speaker recognition
Rajan Padmanabhan, Kinnunen Tomi, Hanilci Cemal, Pohjalainen Jouni, Alku Paavo. 2013. -
Vulnerability evaluation of speaker verification under voice conversion spoofing: the effect of text constraints
Wu Zhizheng, Larcher Anthony, Lee Kong Aik, Shng Eng Siong, Kinnunen Tomi, Li Haizhou. 2013. -
A Joint Approach for Single-Channel Speaker Identification and Speech Separation
Mowlaee Pejman, Saeidi Rahim, Christensen Mads Græsbøll, Tan Zheng-Hua, Kinnunen Tomi, Fränti Pasi, Jensen Søren Holdt. 2012. IEEE transactions on audio speech and language processing -
Audio Context Recognition in Variable Mobile Environments from Short Segments Using Speaker and Language Recognizers
Kinnunen Tomi, Saeidi Rahim, Leppänen Jussi, Saarinen Jukka P.. 2012. International Speech Communication Association -
Comparing Spectrum Estimators in Speaker Verification under Additive Noise Degradation
Hanilci C, Kinnunen T, Saeidi R, Pohjalainen J, Alku P, Ertas F, Sandberg J, Hansson-Sandsten M. 2012. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Intonational Speaker Verification: A Study on Parameters and Performance Under Noisy Conditions
Siddiq Sadjad, Kinnunen Tomi, Vainio Martti, Werner Stefan. 2012. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Low-Variance Mutlitaper MFCC Features: A Case Study in Robust Speaker Verification
Kinnunen Tomi, Saeidi Rahim, Sedlak Filip, Lee Kong Aik, Sandberg Johan, Hansson-Sandsten Maria, Li Haizhou. 2012. IEEE transactions on audio speech and language processing -
Mixture of Factor Analyzers Using Priors From Non-Parallel Speech for Voice Conversion
Wu Zhizheng, Kinnunen Tomi, Chng Eng Siong, Li Haizhou. 2012. IEEE signal processing letters -
Regularization of All-Pole Models for Speaker Verification Under Additive Noise
Hanilci Cemal, Kinnunen Tomi, Saeidi Rahim, Pohjalainen Jouni, Alku Paavo, Ertas Figen. 2012. -
Regularized All-Pole Models for Speaker Verification Under Noisy Environments
Hanilci Cemal, Kinnunen Tomi, Ertas Figen, Saeidi Rahim, Pohjolainen Jouni, Alku Paavo. 2012. IEEE signal processing letters -
SWAN - Scientific Writing AssistaNt a Tool for Helping Scholars to Write Reader-Friendly Manuscripts
Kinnunen Tomi, Leisma Henri, Machunik Monika, Kakkonen Tuomo, Lebrun Jean-Luc. 2012. EUROPEAN ASSOCIATION FOR COMPUTATIONAL LINGUISTICS CONFERENCE -
Variational Bayes lostic regression as regularized fusion for NIST Sre 2010
Hautamäki Ville, Lee Kong Aik, Larcher Anthony, Kinnunen Tomi, Ma Bin, Li Haizhou. 2012. -
Vulnerability of Speaker Verification Systems Against Voice Conversion Spoofing Attacks: the Case of Telephone Speech
Kinnunen Tomi, Wu Zhi-Zheng, Lee Kong Aik, Sedlak Filip, Chng Eng Siong, Li Haizhou. 2012. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing -
Comparison of clustering methods: A case study of text-independentspeaker modeling
Kinnunen T, Sidoroff I, Tuononen M & Fränti P. 2011. Pattern recognition letters -
Using Discrete Probabilities with Bhattacharyya Measure for SVM-based Speaker Verification
Lee Kong Aik, You Chang Huai, Li Haizhou, Kinnunen Tomi, Sim Khe Chai. 2011. IEEE transactions on audio speech and language processing -
An Overview of Text-Independent Speaker Recognition: From Features to Supervectors
Tomi Kinnunen and Haizhou Li. 2010. Speech communication -
Multitaper Estimation of Frequency-Warped Cepstra With Application to Speaker Verification
Sandberg J, Hansson-Sandsten M, Kinnunen T, Saeidi R, Flanderin P & Borgnat P. 2010. IEEE signal processing letters -
Temporally Weighted Linear Prediction Features for Tackling Additive Noise in Speaker Verification
Saeidi R, Pohjalainen J, Kinnunen T & Alku P. 2010. IEEE signal processing letters -
Comparative evaluation of maximum a Posteriori vector quantization and gaussian mixture models in speaker verification
Tomi Kinnunen, Juhani Saastamoinen, Ville Hautamäki, Mikko Vinni and Pasi Fränti. 2009. Pattern recognition letters -
Comparing maximum a posteriori vector quantization and Gaussian mixture models in speaker verification
Tomi Kinnunen, Juhani Saastamoinen, Ville Hautamäki, Mikko Vinni and Pasi Fränti. 2009. -
Developing Speaker Recognition System: from Prototype to Practical Application
P. Fränti, J. Saastamoinen, I. Kärkkäinen, T. Kinnunen, V. Hautamäki, I. Sidoroff. 2009. -
On Separating Glottal Source and Vocal Tract Information in Telephony Speaker Verification
Tomi Kinnunen and Paavo Alku. 2009. -
Characterizing Speech Utterances for Speaker Verification with Sequence Kernel SVM
Kong-Aik Lee, Changhuai You, Tomi Kinnunen and Donglai Zhu. 2008. -
Dimension Reduction of the Modulation Spectrogram for Speaker Verification
Tomi Kinnunen, Kong-Aik Lee, and Haizhou Li. 2008. -
Maximum a Posteriori Adaptation of the Centroid Model for Speaker Verification
Ville Hautamäki;Tomi Kinnunen;Ismo Kärkkäinen;Juhani Saastamoinen;Marko Tuononen;and Pasi Fränti. 2008. IEEE signal processing letters -
Text-independent speaker recognition using graph matching
Ville Hautamäki;Tomi Kinnunen and Pasi Fränti. 2008. Pattern recognition letters -
A GMM-based probabilistic sequence kernel for speaker verification
Kong-Aik Lee;Changhuai You;Haizhou Li and Tomi Kinnunen. 2007. -
A new segmentation algorithm combined with transient frames power for text independent speaker verification
R.S. Saeidi;H.R. Sadegh Mohammadi;R.D. Rodman and T. Kinnunen. 2007. -
Implementing Speaker Recognition System: from Matlab to Practice
P. Fränti;J. Saastamoinen;I. Kärkkäinen;T. Kinnunen;V. Hautamäki and I. Sidoroff. 2007. Tietojenkäsittelytieteen ja tilastotieteen laitos -
Speaker verification with adaptive spectral subband centroids
TomiKinnunen;Bingjun Zhang;Jia Zhu;Ye Wang. 2007. -
Voice Activity Detection Using MFCC Features and Support Vector Machine
Tomi Kinnunen;Evgenia Chernenko;Marko Tuononen;Pasi Fränti and Haizhou Li. 2007. Moscow State Linguistic University -
Real-Time Speaker Identification and Verification
Tomi Kinnunen;Evgeny Karpov;and Pasi Fränti. 2006. IEEE transactions on audio speech and language processing -
Applying MFCC-based Automatic Speaker Recognition to GSM and Forensic Data
Niemi-Laitinen Tuija;Saastamoinen Juhani;Kinnunen Tomi;Fränti Pasi. 2005. -
Eye- Movements as a Biometric
Roman Bednarik;Tomi Kinnunen;Andrei Mihaila;and Pasi Fränti. 2005. Lecture notes in computer science -
Field Evaluation of Text-Dependent Speaker Recognition in an Access Control Application
Harsh Gupta;Ville Hautamäki;Tomi Kinnunen and Pasi Fränti. 2005. Moscow State Linguistics University -
Improving K-Means by Outlier Removal
Ville Hautamäki;Svetlana Cherednichenko;Ismo Kärkkäinen;Tomi Kinnunen;and Pasi Fränti. 2005. Lecture notes in computer science -
Long-Term F[sub0] Modeling for Text-Independent Speaker Recognition
Tomi Kinnunen and Rosa González Hautamäki. 2005. Moscow State Linguistics University -
On Factors Affecting MFCC-Based Speaker Recognition Accuracy
Juhani Saastamoinen;Zdenek Fiedler;Tomi Kinnunen;T. and Pasi Fränti. 2005. -
The Mystery of Cohort Selection
Tomi Kinnunen;Ismo Kärkkäinen and Pasi Fränti. 2005. University of Joensuu, Department of Computer Science, Report Series A -
Efficient Online Cohort Selection Method for Speaker Verification
Kinnunen Tomi;Karpov Evgeny;Fränti Pasi. 2004. -
Fusion of Spectral Feature Sets for Accurate Speaker Identification
Kinnunen Tomi;Hautamäki Ville;Fränti Pasi. 2004. -
Real-Time Speaker Identification
Kinnunen Tomi;Karpov Evgeny;Fränti Pasi. 2004. -
Spectral Features for Automatic Text-Independent Speaker Recognition
Kinnunen Tomi. 2004. -
Symmetric Distortion Measure for Speaker Recognition
Karpov Evgeny;Kinnunen Tomi;Fränti Pasi. 2004. -
A Speaker Pruning Algorithm for Real-Time Speaker Identification
Kinnunen Tomi;Karpov Evgeny; Fränti Pasi. 2003. -
On the fusion of dissimilarity-based classifiers for speaker identification
Kinnunen Tomi;Hautamäki Ville; Fränti Pasi. 2003. -
Class-Discriminative Weighted Distortion Measure for VQ-based Speaker Identification
Kinnunen Tomi;Kärkkäinen Ismo. 2002. -
Designing a Speaker-Discriminative Adaptive Filter Bank for Speaker Recognition
Kinnunen Tomi. 2002.