TOMI KINNUNEN

Yhteystiedot

TUTKIMUSRYHMÄT - UEF

• 
  Laskennallisen puheen tutkimusryhmä
• 
  Machine Learning

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Julkaisut

• Articulation During Voice Disguise: A Pilot Study. Tavi, Lauri; Kinnunen, Tomi; Meister, Einar; González-Hautamäki, Rosa; Malmi, Anton / Speech and Computer: 23rd International Conference, SPECOM 2021, St. Petersburg, Russia, September 27-30, 2021, Proceedings. 2021. 2021
• Nautsch, Andreas; Wang, Xin; Evans, Nicholas; Kinnunen, Tomi; Vestman, Ville; Todisco, Massimiliano; Delgado, Hector; Sahidullah, Md; Yamagishi, Junichi; Lee, Kong Aik. 2021. ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech IEEE transactions on biometrics, behavior, and identity science 3 2: 252-265. 2021
• 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 / Proceedings of Interspeech 2021. 2021. 2021
• 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 Spoken Language Technology Workshop (SLT) Proceedings. 2021. 2021
• 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 Edition of the Automatic Speaker Verification and Spoofing Countermeasures Challenge. 2021. 2021
• Lee, Kong Aik; Vestman, Ville; Kinnunen, Tomi. 2021. ASVtorch toolkit: Speaker verification with deep neural networks SoftwareX 14: 100697. 2021
• Data Quality as Predictor of Voice Anti-Spoofing Generalization. Chettri, Bhusan; Hautamäki González, Rosa; Sahidullah, Md.; Kinnunen, Tomi / Proceedings of Interspeech 2021. 2021. 2021
• Learnable MFCCs for Speaker Verification. Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi / 2021 IEEE International Symposium on Circuits and Systems (ISCAS). 2021. 2021
• Subband Modeling for Spoofing Detection in Automatic Speaker Verification. Chettri, Bhusan; Kinnunen, Tomi; Benetos, Emmanouil / Proceedings of Odyssey 2020: The Speaker and Language Recognition Workshop. 2020. 2020
• 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 / Proceedings of Interspeech 2020. 2020. 2020
• 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. ASVspoof 2019: A large-scale public database of synthetized, converted and replayed speech Computer speech and language 64: 101114. 2020
• 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 / Proceedings of Joint Workshop for the Blizzard Challenge and Voice Conversion Challenge 2020. 2020. 2020
• Towards Controlling False Alarm - Miss Trade-Off in Perceptual Speaker Comparison via Non-Neutral Listening Task Framing. Gonzalez Hautamäki, Rosa; Kinnunen, Tomi / 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU): Proceedings. 2020. 2020
• The Attacker's Perspective on Automatic Speaker Verification: An Overview. Das, Rohan Kumar; Tian, Xiaohai; Kinnunen, Tomi; Li, Haizhou / Proceedings of Interspeech 2020. 2020. 2020
• 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 / Proceedings of Joint Workshop for the Blizzard Challenge and Voice Conversion Challenge 2020. 2020. 2020
• Neural i-vectors. Vestman, Ville; Lee, Kong Aik; Kinnunen, Tomi / Proceedings of Odyssey 2020: The Speaker and Language Recognition Workshop. 2020. 2020
• 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. Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals IEEE/ACM transactions on audio, speech, and language processing 28: 2195-2210. 2020
• Extrapolating False Alarm Rates in Automatic Speaker Verification. Sholokhov, Alexey; Kinnunen, Tomi; Vestman, Ville; Lee, Kong Aik / Proceedings of Interspeech 2020. 2020. 2020
• Chettri, Bhusan; Kinnunen, Tomi; Benetos, Emmanouil. 2020. Deep generative variational autoencoding for replay spoof detection in automatic speaker verification Computer speech and language 63: 101092. 2020
• An Initial Investigation on Optimizing Tandem Speaker Verification and Countermeasure Systems Using Reinforcement Learning. Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi; Yamagishi, Junichi / Proceedings of Odyssey 2020: The Speaker and Language Recognition Workshop. 2020. 2020
• A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings. Liu, Xuechen; Sahidullah, Md; Kinnunen, Tomi / Proceedings of Interspeech 2020. 2020. 2020
• Kinnunen, Tomi; Launiala, Mika; Silvennoinen, Elisa. 2019. Forensinen tiede ja puhujan tunnistaminen Edilex 2019/16: 1-19. 2019
• Who Do I Sound Like? Showcasing Speaker Recognition Technology by Youtube Voice Search. Vestman, Ville; Soomro, Bilal; Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi / 2019 IEEE International Conference on Acoustics, Speech and Signal Processing Proceedings. 2019. 2019
• Vestman, Ville; Kinnunen, Tomi; González Hautamäki, Rosa; Sahidullah, Md. 2019. Voice Mimicry Attacks Assisted by Automatic Speaker Verification Computer speech and language 2020; 59: 36-54. 2019
• Unleashing the Unused Potential of I-Vectors Enabled by GPU Acceleration. Vestman, Ville; Lee, Kong Aik; Kinnunen, Tomi H; Koshinaka, Takafumi / Proceedings of Interspeech 2019. 2019. 2019
• Tutkimusaineistojen avaaminen osana avoimen tieteen palveluita. Rosti, Tomi; Kinnunen, Tomi; Saarti, Jarmo; Karhapää, Anne / Avoin tiede - avoin mieli: Itä-Suomen yliopiston kirjaston vuosikertomus 2018. 2019. 2019
• Sholokhov, Alexey; Kinnunen, Tomi; Vestman, Ville; Aik Lee, Kong. 2019. Voice biometrics security: Extrapolating false alarm rate via hierarchical Bayesian modeling of speaker verification scores Computer speech and language 60: 101024. 2019
• Audio-Visual Kinship Verification in the Wild. Wu, Xiaoting; Granger, Eric; Kinnunen, Tomi H; Feng, Xiaoyi; Hadid, Abdenour / 2019 International Conference on Biometrics (ICB). 2019. 2019
• Kato, Akihiro; Kinnunen, Tomi H. 2019. Statistical Regression Models for Noise Robust F0 Estimation Using Recurrent Deep Neural Networks IEEE/ACM transactions on audio, speech, and language processing 27 12: 2336-2349. 2019
• Introduction to voice presentation attack detection and recent advances. Sahidullah, Md; Delgado, Hector; Todisco, Massimiliano; Kinnunen, Tomi; Evans, Nicholas; Yamagishi, Junichi; Lee, Kong-Aik / Handbook of Biometric Anti-Spoofing : presentation attack detection (second edition). 2019. 2019
• 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 / Proceedings of the Annual Conference of the International Speech Communication Association (INTERSPEECH). 2019. 2019
• González Hautamäki, R; Hautamäki, V; Kinnunen, T. 2019. On the limits of automatic speaker verification: Explaining degraded recognizer scores through acoustic changes resulting from voice disguise Journal of the acoustical society of america 146 1: 693-704. 2019
• 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 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP): Proceedings. 2019. 2019
• Bonastre, Jean-François; Kinnunen, Tomi; Larcher, Anthony; Yamagishi, Junichi. 2019. Introduction to the special issue "Speaker and language characterization and recognition: Voice modeling, conversion, synthesis and ethical aspects" Computer speech and language 2020; 60: 101021. 2019
• 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 / Proceedings of Interspeech 2019. 2019. 2019
• Perceptual Evaluation of the Effectiveness of Voice Disguise by Age Modification. Gonzales Hautamäki, Rosa; Kanervisto, Anssi; Hautamäki, Ville; Kinnunen, Tomi / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• Waveform to Single Sinusoid Regression to Estimate the F0 Contour from Noisy Speech Using Recurrent Deep Neural Networks. Kato, Akihiro; Kinnunen, Tomi / Proceedings of Interspeech 2018. 2018. 2018
• Transforming acoustic characteristics to deceive playback spoofing countermeasures of speaker verification systems. Fang, Fuming; Yamagishi, Junichi; Echizen, Isao; Sahidullah, Md; Kinnunen, Tomi / 2018 IEEE International Workshop on Information Forensics and Security (WIFS). 2018. 2018
• 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 / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• Supervector Compression Strategies to Speed up I-Vector System Development. Vestman, Ville; Kinnunen, Tomi / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• Vestman, Ville; Gowda, Dhananjaya; Sahidullah, Md; Alku, Paavo; Kinnunen, Tomi. 2018. Speaker recognition from whispered speech: a tutorial survey and an application of time-varying linear prediction. Speech Communication 99: 62-79. 2018
• Jokinen, Emma; Saeidi, Rahim; Kinnunen, Tomi; Alku, Paavo. 2018. Vocal effort compensation for MFCC feature extraction in a shouted versus normal speaker recognition task Computer Speech and Language 53: 1-11. 2018
• 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 / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• 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 / Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 2018. 2018
• A Regression Model of Recurrent Deep Neural Networks for Noise Robust Estimation of the Fundamental Frequency Contour of Speech. Kato, Akihiro; Kinnunen, Tomi / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• 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 / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• 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 / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• Audiovisual Synchrony Detection with Optimized Audio Features. Sieranoja, Sami; Sahidullah, Md; Kinnunen, Tomi; Komulainen, Jukka; Hadid, Abdenour / 2018 IEEE 3rd International Conference on Signal and Image Processing (ICSIP). 2018. 2018
• 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 / Proceedings of Odyssey 2018: The Speaker and Language Recognition Workshop, 26-29 June 2018, Les Sables d'Olonne, France. 2018. 2018
• Sahidullah Md, Lehmann Thomsen Dennis Alexander, Gonzalez Hautamäki Rosa, Kinnunen Tomi, Tan Zheng-Hua, Parts Robert, Pitkänen Martti. 2017. Robust Voice Liveness Detection and Speaker Verification Using Throat Microphones. IEEE/ACM Transactions on Audio, Speech, and Language Processing 26 1: 44-56. 2017
• Yamagishi Junichi, Kinnunen Tomi H, Evans Nicholas, De Leon Phillip, Trancoso Isabel. 2017. Introduction to the Issue on Spoofing and Countermeasures for Automatic Speaker Verification. IEEE Journal of Selected Topics in Signal Processing 11 4: 585-587. 2017
• Wu Zhizheng, Yamagishi Junichi, Kinnunen Tomi, Hanilci Cemal, Sahidullah Mohammed, Sizov Aleksandr, Evans Nicholas, Todisco Massimiliano, Delgado Hector. 2017. ASVspoof: the Automatic Speaker Verification Spoofing and Countermeasures Challenge. IEEE Journal of Selected Topics in Signal Processing 11 4: 588-604. 2017
• Vestman Ville, Gowda Dhananjaya, Sahidullah Md, Alku Paavo, Kinnunen Tomi. 2017. Time-Varying Autoregressions for Speaker Verification in Reverberant Conditions. Teoksessa: - (toim.), Proceedings of the 18th Annual Conference of the International Speech Communication Association. Interspeech 2017. s. 1512-1516. 2017
• Sizov Aleksandr, Lee Kong Aik, Kinnunen Tomi. 2017. Direct Optimization of the Detection Cost for I-Vector-Based Spoken Language Recognition. IEEE/ACM Transactions on Audio, Speech, and Language Processing 25 3: 588-597. 2017
• Sholokhov Alexey., Sahidullah Md, Kinnunen Tomi. 2017. Semi-supervised speech activity detection with an application to automatic speaker verification. Computer Speech and Language 47: 132-156. 2017
• Sarkar Achintya Kr, Sahidullah Md, Tan Zheng-Hua, Kinnunen Tomi. 2017. Improving Speaker Verification Performance in Presence of Spoofing Attacks Using Out-of-Domain Spoofed Data. Teoksessa: - (toim.), Proceedings of the 18th Annual Conference of the International Speech Communication Association. International Speech Communication Association. Interspeech 2017. s. 2611-2615. 2017
• 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. The I4U Mega Fusion and Collaboration for NIST Speaker Recognition Evaluation 2016. Teoksessa: - (toim.), Proceedings of the 18th Annual Conference of the International Speech Communication Association. Interspeech 2017. s. 1328-1332. 2017
• 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. RedDots Replayed: A New Replay Spoofing Attack Corpus for Text-Dependent Speaker Verification Research. Teoksessa: - (toim.), Proceedings of The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2017. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing 2017. s. 5395-5399. 2017
• Kinnunen Tomi, Sahidullah Md, Delgado Hector, Todisco Massimiliano, Evans Nicholas, Yamagishi Junichi, Lee Kong Aik. 2017. The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection. Teoksessa: - (toim.), Proceedings of the 18th Annual Conference of the International Speech Communication Association. International Speech Communication Association. Interspeech 2017. s. 2-6. 2017
• Kinnunen Tomi, Juvela Lauri, Alku Paavo, Yamagishi Junichi. 2017. Non-parallel Voice Conversion Using i-Vector PLDA: Towards Unifying Speaker Verification and Transformation. Teoksessa: - (toim.), Proceedings of The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017). Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing 2017. s. 5535-5539. 2017
• Kanervisto Anssi, Vestman Ville, Sahidullah Md, Hautamäki Ville, Kinnunen Tomi. 2017. Effects of Gender Information in Text-Independent and Text-Dependent Speaker Verification. Teoksessa: - (toim.), Proceedings of the 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017). IEEE. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing 2017. s. 5360-5364. 2017
• González Hautamäki Rosa, Sahidullah Md, Hautamäki Ville, Kinnunen Tomi. 2017. Acoustical and perceptual study of voice disguise by age modification in speaker verification. Speech Communication 95: 1-15. 2017
• Delgado Hector, Todisco Massimiliano, Evans Nicholas, Sahidullah Md, Ming Liu Wei, Alegre Federico, Kinnunen Tomi, Fauve Benoit. 2017. Impact of Bandwidth and Channel Variation on Presentation Attack Detection for Speaker Verification. Teoksessa: Brömme Arslan, Busch Christoph, Dantcheva Antitza, Rathgeb Christian, Uhl Andreas (toim.), Proceedings of the International Conference of the Biometrics Special Interest Group (BIOSIG 2017). Lecture Notes in Informatics (LNI) - Proceedings CFP1735S-ART. s. 1-6. 2017
• Sahidullah Md, Delgado Hector, Todisco Massimiliano, Yu Hong, Kinnunen Tomi, Evans Nicholas, Tan Zheng-Hua. 2016. Integrated Spoofing Countermeasures and Automatic Speaker Verification: an Evaluation on ASVspoof 2015. Teoksessa: - (toim.), Proceedings of the 17th Annual Conference ot the International Speech Communication Association. International Speech Communication Association. Interspeech 2016. s. 1700-1704. 2016
• Sizov Aleksandr, Lee Kong Aik, Kinnunen Tomi. 2016. Discriminating Languages in a Probabilistic Latent Subspace. Teoksessa: Lleida Eduardo, Rodriguez-Fuentes Luis Javier (toim.), Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. ISCA SIG on Speaker and Language Characterization. Proceedings of the Odyssey: The Speaker and Language Recognition Workshop 2016. s. 81-88. 2016
• Sieranoja Sami, Kinnunen Tomi, Fränti Pasi. 2016. GPS trajectory biometrics: from where you were to how you move. Teoksessa: Antonio Robles-Kelly, Marco Loog, Battista Biggio, Francisco Escolano, Richard Wilson (toim.), Structural, Syntactic, and Statistical Pattern Recognition. Joint IAPR International Workshop, S + SSPR 2016, Merida, Mexico, November 29 - December 2, 2016, Proceedings. Springer. Lecture Notes in Computer Science 10029. s. 450-460. 2016
• Sholokhov Alexey, Kinnunen Tomi, Cumani Sandro. 2016. Discriminative multi-domain PLDA for speaker verification. Teoksessa: - (toim.), 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE. s. 5030-5034. 2016
• Sahidullah Md, Gonzalez Hautamäki Rosa, Thomsen Dennis Alexander Lehmann, Kinnunen Tomi, Tan Zheng-Hua, Hautamäki Ville, Parts Robert, Pitkänen Martti. 2016. Robust Speaker Recognition with Combined Use of Acoustic and Throat Microphone Speech. Teoksessa: - (toim.), Proceedings of the 17th Annual Conference ot the International Speech Communication Association. Interspeech 2016. s. 1720-1724. 2016
• Kinnunen Tomi, Sholokhov Alexey, Khoury Elie, Thomsen Dennis, Sahidullah Md, Tan Zheng-Hua. 2016. HAPPY Team Entry to NIST OpenSAD Challenge: A Fusion of Short-Term Unsupervised and Segment i-Vector Based Speech Activity Detectors. Teoksessa: - (toim.), Proceedings of the 17th Annual Conference of the International Speech Communication Association. International Speech Communication Association. Interspeech 2016. s. 2992-2996. 2016
• Out-of-Set i-Vector Selection for Open-set Language Identification. Behravan, Hamid; Kinnunen, Tomi; Hautamäki, Ville / Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. 2016. 2016
• Gonzalez Hautamäki Rosa, Sahidullah Md, Kinnunen Tomi, Hautamäki Ville. 2016. Age-Related Voice Disguise and its Impact in Speaker Verification Accuracy. Teoksessa: Lleida Eduardo, Rodriguez-Fuentes Luis Javier (toim.), Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. ISCA SIG on Speaker and Language Characterization. Proceedings of the Odyssey: The Speaker and Language Recognition Workshop 2016. s. 277-282. 2016
• Delgado H, Todisco M, Sahidullah M, Sarkar AK, Evans N, Kinnunen T, Tan Z-H. 2016. Further optimisations of constant Q cepstral processing for integrated utterance verification and text-dependent speaker verification. Teoksessa: - (toim.), -. IEEE. 2016
• Hanilçi Cemal, Kinnunen Tomi, Sahidullaha Md, Sizova Aleksandr. 2016. Spoofing detection goes noisy: An analysis of synthetic speech detection in the presence of additive noise. Speech Communication 85: 83-97. 2016
• Incorporating uncertainty as a Quality Measure in I-Vector Based Language Recognition. Poorjam, Amir Hossein; Saeidi, Rahim; Kinnunen, Tomi; Hautamäki, Ville / Proceedings of Odyssey 2016: The Speaker and Language Recognition Workshop, June 21-24, 2016, Bilbao, Spain. 2016. 2016
• Kinnunen Tomi, Sahidullah Md, Kukanov Ivan, Delgado Hector, Todisco Massimiliano, Sarkar Achintya, Thomsen Nicolai Baek, Hautamäki Ville, Evans Nicholas, Tan Zheng-Hua. 2016. Utterance Verification for Text-Dependent Speaker Recognition: a Comparative Assessment Using the RedDots Corpus. Teoksessa: - (toim.), Prodeedings of The 17th Annual Conference of the International Speech Communication Association. Interspeech 2016. s. 430-434. 2016
• Sahidullah Md, Kinnunen Tomi, Hanilci Cemal. 2015. A Comparison of Features for Synthetic Speech Detection. Teoksessa: - (toim.), Proceedings of the Annual Conference of International Speech Communication Association. INTERSPEECH -. s. 2087-2091. 2015
• Wu Zhizheng, Kinnunen Tomi, Evans Nicholas, Yamagishi Junichi, Hanilci Cemal, Sahidullah Md, Sizov Aleksandr. 2015. ASVspoof 2015: the First Automatic Speaker Verification Spoofing and Countermeasures Challenge. Teoksessa: - (toim.), Proceedings of the Annual Conference of International Speech Communication Association. INTERSPEECH -. s. 2037-2041. 2015
• Wu Zhizheng, Evans Nicholas, Kinnunen Tomi, Yamagishi Junichi, Alegre Federico, Li Haizhou. 2015. Spoofing and countermeasures for speaker verification: A survey. Speech Communication 66: 130-153. 2015
• Sizov Aleksandr, Khoury Elie, Kinnunen Tomi, Wu Zhizheng, Marcel Sébastien. 2015. Joint Speaker Verification and Antispoofing in the i -Vector Space. IEEE Transactions on Information Forensics and Security 10 4: 821 - 832. 2015
• Sahidullah Md, Kinnunen Tomi. 2015. Local spectral variability features for speaker verification. Digital Signal Processing 50 (2016): 1-11. 2015
• Hanilci Cemal, Kinnunen Tomi, Sahidullah Md, Sizov Aleksandr. 2015. Classifiers for Synthetic Speech Detection: A Comparison. Teoksessa: - (toim.), Proceedings of the Annual Conference of International Speech Communication Association. INTERSPEECH -. s. 2057-2061. 2015
• González Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Laukkanen Anne-Maria. 2015. Automatic versus human speaker verification: the case of voice mimicry. Speech Communication 72: 13-31. 2015
• Federova Anna, Glembek Ondrej, Kinnunen Tomi, Matejka Pavel. 2015. Exploring ANN Back-Ends for i-Vector Based Speaker Age Estimation. Teoksessa: - (toim.), Proceedings of the Annual Conference of International Speech Communication Association. INTERSPEECH -. s. 3036-3040. 2015
• Behravan Hamid, Hautamäki Ville, Siniscalchi Sabato Marco, Kinnunen Tomi, Lee Chin-Hui. 2015. i-Vector Modeling of Speech Attributes for Automatic Foreign Accent Recognition. IEEE/ACM Transactions on Audio, Speech, and Language Processing 2016; 24 1: 29-41. 2015
• Saeidi Rahim, Niemi Tuija, Karppelin Hanna, Pohjalainen Jouni, Kinnunen Tomi, Alku Paavo. 2015. Speaker Recognition For Speech Under Face Cover. Teoksessa: - (toim.), Proceedings of the Annual Conference of International Speech Communication Association 2015. INTERSPEECH -. s. 1012-1016. 2015
• Khoury Elie, Kinnunen Tomi, Sizov Aleksandr, Wu Zhizheng, Marcel Sebastien. 2014. Introducing I-vectors for joint anti-spoofing and speaker verification: -, Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. INTERSPEECH -. 61-65. 2014
• Sizov Aleksandr, Lee Kong Aik, Kinnunen Tomi. 2014. Unifying probabilistic linear discriminant analysis variants in biometric authentication. LECTURE NOTES IN COMPUTER SCIENCE 8621: 464-475. 2014
• Sholokhov Alexey, Pekhovsky Timur, Kudashev Oleg, Shulipa Andrei, Kinnunen Tomi. 2014. Bayesian analysis of Similarity Matrices for Speaker Diarization: -, Proceedings of IEEE International Conference on Acoustic, Speech and Signal Processing. 106-110. 2014
• Rajan Padmanabhan, Afanasyev Anton, Hautamäki Ville, Kinnunen Tomi. 2014. From single to multiple enrollment i-vectors: Practical PLDA scoring variants for speaker verification. Digital Signal Processing 31: 93-101. 2014
• Pohjolainen Jouni, Hanilci Cemal, Kinnunen Tomi, Alku Paavo. 2014. Mixture Linear Prediction in Speaker Verification Under Vocal Effort Mismatch. IEEE SIGNAL PROCESSING LETTERS 21 12: 1516-1520. 2014
• 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. The NIST 2014 Speaker Recognition i-Vector Machine Learning Challenge: -, Proceedings of Odyssey 2014: The Speaker and Language Recognition Workshop. Odyssey: the Speaker and Language Recognition Workshop 72730. 224-230. 2014
• Hautamäki Ville, Pöllänen Antti, Kinnunen Tomi, Lee Kong Aik, Li Haizhou, Fränti Pasi. 2014. A Comparison of Categorical Attribute Data Clustering Methods. LECTURE NOTES IN COMPUTER SCIENCE 8621: 53-62. 2014
• Gonzales-Hautamäki Rosa, Kinnunen Tomi, Hautamäki Ville, Laukkanen Anne-Maria. 2014. Comparison of Human Listeners and Speaker Verification Systems Using Voice Mimicry Data: -, Proceedings of Odyssey 2014: The Speaker and Language Recognition Workshop. Odyssey: the Speaker and Language Recognition Workshop 72730. 137-144. 2014
• Behravan Hamid, Hautamäki Ville, Sinischalci SM, Kinnunen Tomi, Chin-Hui Lee. 2014. Introducing Attribute Features to Foreign Accent Recognition: -, Proceedings of International Confrerence on Acoustics, Speech and Signal Processing (ICASSP 2014. 5332-5336. 2014
• Behravan Hamid, Hautamäki Ville, Sinisalchi Sabato Marco, Khoury Elie, Kurki Tommi, Kinnunen Tomi, Lee Chin-Hui. 2014. Dialect Levelling in Finnish: A Universal Speech Attribute Approach: -, Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. INTERSPEECH -. 2165-2169. 2014
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• Kinnunen Tomi, Alam Md. Jahangir, Matejka Pavel, Kenny Patrick, Cernocky Jan "Honza", O'Shaughnessy Douglas. 2013. Frequency Warping and Robust Speaker Verification: A Comparison of Alternative Mel-Scale Representations: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 3122-3126. 2013
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• Rajan Padmanabhan, Kinnunen Tomi, Hanilci Cemal, Pohjalainen Jouni, Alku Paavo. 2013. Using group delay functions from all-pole models for speaker recognition: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 2489-2493. 2013
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• 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. Automatic Regularization of Cross-entropy Cost for Speaker Recognition Fusion: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 1609-1613. 2013
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• Gonzáles Hautamäki Rosa, Hautamäki Ville, Rajan Padmanabhan, Kinnunen Tomi. 2013. Merging human and automatic system decisions to improve speaker recognition performance: -, Proceedings of INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association, Lyon, France, 25-29 August, 2013. 2519-2523. 2013
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• Hautamäki Ville, Kinnunen Tomi, Sedlák Filip, Lee Kong Aik, Ma Bin, Li Haizhou. 2013. Sparse Classifier Fusion for Speaker Verification. IEEE Transactions on Audio, Speech, and Language Processing 21 8: 1622-1631. 2013
• Kinnunen Tomi, Saeidi Rahim, Sedlak Filip, Lee Kong Aik, Sandberg Johan, Hansson-Sandsten Maria, Li Haizhou. 2012. Low-Variance Mutlitaper MFCC Features: A Case Study in Robust Speaker Verification. IEEE Transactions on Audio, Speech, and Language Processing 20 7: 1990-2001. 2012
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• Mowlaee Pejman, Saeidi Rahim, Christensen Mads Græsbøll, Tan Zheng-Hua, Kinnunen Tomi, Fränti Pasi, Jensen Søren Holdt. 2012. A Joint Approach for Single-Channel Speaker Identification and Speech Separation. IEEE Transactions on Audio, Speech, and Language Processing 20 9: 2586-2601. 2012
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