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Research Output

2019

A style transfer approach to source separation

Venkataramani, S., Tzinis, E. & Smaragdis, P., Oct 2019, 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2019. Institute of Electrical and Electronics Engineers Inc., p. 170-174 5 p. 8937203. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics; vol. 2019-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Continual learning of new sound classes using generative replay

Wang, Z., Subakan, C., Tzinis, E., Smaragdis, P. & Charlin, L., Oct 2019, 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2019. Institute of Electrical and Electronics Engineers Inc., p. 308-312 5 p. 8937236. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics; vol. 2019-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Deep tensor factorization for spatially-aware scene decomposition

Casebeer, J., Colomb, M. & Smaragdis, P., Oct 2019, 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2019. Institute of Electrical and Electronics Engineers Inc., p. 180-184 5 p. 8937263. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics; vol. 2019-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

End-To-End Source Separation with Adaptive Front-Ends

Venkataramani, S., Casebeer, J. & Smaragdis, P., Feb 19 2019, Conference Record of the 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018. Matthews, M. B. (ed.). IEEE Computer Society, p. 684-688 5 p. 8645535. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Majorization-minimization Algorithms for Convolutive NMF with the Beta-divergence

Fagot, D., Wendt, H., Févotte, C. & Smaragdis, P., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 8202-8206 5 p. 8683837. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Multi-view Networks for Multi-channel Audio Classification

Casebeer, J., Wang, Z. & Smaragdis, P., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 940-944 5 p. 8682947. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Performance Based Cost Functions for End-to-End Speech Separation

Venkataramani, S., Higa, R. & Smaragdis, P., Mar 4 2019, 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 350-355 6 p. 8659758. (2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Unsupervised Deep Clustering for Source Separation: Direct Learning from Mixtures Using Spatial Information

Tzinis, E., Venkataramani, S. & Smaragdis, P., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 81-85 5 p. 8683201. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

VoiceAssist: Guiding users to high-quality voice recordings

Seetharaman, P., Mysore, G., Pardo, B., Smaragdis, P. & Gomes, C., May 2 2019, CHI 2019 - Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, (Conference on Human Factors in Computing Systems - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2018

Bitwise Neural Networks for Efficient Single-Channel Source Separation

Kim, M. & Smaragdis, P., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 701-705 5 p. 8461824. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Blind Estimation of the Speech Transmission Index for Speech Quality Prediction

Seetharaman, P., Mysore, G. J., Smaragdis, P. & Pardo, B., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 591-595 5 p. 8461827. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Dynamic non-negative models for audio source separation

Smaragdis, P., Mysore, G. & Mohammadiha, N., Jan 1 2018, Signals and Communication Technology. Springer, p. 49-71 23 p. (Signals and Communication Technology).

Research output: Chapter in Book/Report/Conference proceedingChapter

Efficient source separation using bitwise neural networks

Kim, M. & Smaragdis, P., Jan 1 2018, Signals and Communication Technology. Springer, p. 187-206 20 p. (Signals and Communication Technology).

Research output: Chapter in Book/Report/Conference proceedingChapter

Generative Adversarial Source Separation

Subakan, Y. C. & Smaragdis, P., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 26-30 5 p. 8461671. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Multi-view networks for denoising of arbitrary numbers of channels

Casebeer, J., Luc, B. & Smaragdis, P., Nov 2 2018, 16th International Workshop on Acoustic Signal Enhancement, IWAENC 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 496-500 5 p. 8521280. (16th International Workshop on Acoustic Signal Enhancement, IWAENC 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2017

A neural network alternative to non-negative audio models

Smaragdis, P. & Venkataramani, S., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 86-90 5 p. 7952123. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

AutoDub: Automatic redubbing for voiceover editing

Venkataramani, S., Smaragdis, P. & Mysore, G., Oct 20 2017, UIST 2017 - Proceedings of the 30th Annual ACM Symposium on User Interface Software and Technology. Association for Computing Machinery, Inc, p. 533-538 6 p. (UIST 2017 - Proceedings of the 30th Annual ACM Symposium on User Interface Software and Technology).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Diagonal rnns in symbolic music modeling

Subakan, Y. C. & Smaragdis, P., Dec 7 2017, 2017 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2017. Institute of Electrical and Electronics Engineers Inc., p. 354-358 5 p. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural network alternatives toconvolutive audio models for source separation

Venkataramani, S., Subakan, C. & Smaragdis, P., Dec 5 2017, 2017 IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2017 - Proceedings. Ueda, N., Chien, J-T., Matsui, T., Larsen, J. & Watanabe, S. (eds.). IEEE Computer Society, p. 1-6 6 p. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Towards end-to-end polyphonic music transcription: Transforming music audio directly to a score

Carvalho, R. G. C. & Smaragdis, P., Dec 7 2017, 2017 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2017. Institute of Electrical and Electronics Engineers Inc., p. 151-155 5 p. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2016

Efficient neighborhood-based topic modeling for collaborative audio enhancement on massive crowdsourced recordings

Kim, M. & Smaragdis, P., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 41-45 5 p. 7471633. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2016-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural correlates of training and transfer

Nikolaidis, G. A., Kramer, A., Barbey, A., Sutton, B. & Smaragdis, P., 2016

Research output: Other contribution

Robust source localization and enhancement with a probabilistic steered response power model

Traa, J., Wingate, D., Stein, N. D. & Smaragdis, P., Mar 2016, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 24, 3, p. 493-503 11 p.

Research output: Contribution to journalArticle

2015

Adaptive denoising autoencoders: A fine-tuning scheme to learn from test mixtures

Kim, M. & Smaragdis, P., Jan 1 2015, Latent Variable Analysis and Signal Separation - 12th International Conference, LVA/ICA 2015, Proceedings. Koldovský, Z., Vincent, E., Yeredor, A. & Tichavský, P. (eds.). Springer-Verlag Berlin Heidelberg, p. 100-107 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9237).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

A state-space approach to dynamic nonnegative matrix factorization

Mohammadiha, N., Smaragdis, P., Panahandeh, G. & Doclo, S., Feb 15 2015, In : IEEE Transactions on Signal Processing. 63, 4, p. 949-959 11 p., 6996052.

Research output: Contribution to journalArticle

Compositional models for audio processing: Uncovering the structure of sound mixtures

Virtanen, T., Gemmeke, J. F., Raj, B. & Smaragdis, P., Mar 1 2015, In : IEEE Signal Processing Magazine. 32, 2, p. 126-144 19 p., 7038275.

Research output: Contribution to journalArticle

Directional NMF for joint source localization and separation

Traa, J., Smaragdis, P., Stein, N. D. & Wingate, D., Nov 24 2015, 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2015. Institute of Electrical and Electronics Engineers Inc., 7336944. (2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Efficient manifold preserving audio source separation using locality sensitive hashing

Kim, M., Smaragdis, P. & Mysore, G. J., Aug 4 2015, 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 479-483 5 p. 7178015. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2015-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Guest Editorial: Machine Learning for Signal Processing

Sanei, S., Smaragdis, P., Ho, A. T. S., Nandi, A. K. & Larsen, J., Jan 1 2015, In : Journal of Signal Processing Systems. 79, 2, p. 113-116 4 p.

Research output: Contribution to journalEditorial

Joint acoustic and spectral modeling for speech dereverberation using non-negative representations

Mohammadiha, N., Smaragdis, P. & Doclo, S., Aug 4 2015, 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4410-4414 5 p. 7178804. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2015-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Method of moments learning for left-to-right Hidden Markov models

Subakan, Y. C., Traa, J., Smaragdis, P. & Hsu, D., Nov 24 2015, 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2015. Institute of Electrical and Electronics Engineers Inc., 7336940. (2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Mixtures of local dictionaries for unsupervised speech enhancement

Kim, M. & Smaragdis, P., Mar 1 2015, In : IEEE Signal Processing Letters. 22, 3, p. 288-292 5 p., 6874558.

Research output: Contribution to journalArticle

Predicting Skill-Based Task Performance and Learning with fMRI Motor and Subcortical Network Connectivity

Nikolaidis, A., Goatz, D., Smaragdis, P. & Kramer, A., Sep 16 2015, Proceedings - 2015 International Workshop on Pattern Recognition in NeuroImaging, PRNI 2015. Institute of Electrical and Electronics Engineers Inc., p. 93-96 4 p. 7270856. (Proceedings - 2015 International Workshop on Pattern Recognition in NeuroImaging, PRNI 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2014

Deep learning for monaural speech separation

Huang, P. S., Kim, M., Hasegawa-Johnson, M. & Smaragdis, P., Jan 1 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 1562-1566 5 p. 6853860. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Efficient model selection for speech enhancement using a deflation method for Nonnegative Matrix Factorization

Kim, M. & Smaragdis, P., Feb 5 2014, 2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 537-541 5 p. 7032175. (2014 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2014).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Experiments on deep learning for speech denoising

Liu, D., Smaragdis, P. & Kim, M., Jan 1 2014, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. p. 2685-2689 5 p.

Research output: Contribution to journalConference article

Multichannel source separation and tracking with RANSAC and directional statistics

Traa, J. & Smaragdis, P., Dec 1 2014, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 22, 12, p. 2233-2243 11 p.

Research output: Contribution to journalArticle

Multiple speaker tracking with the Factorial von Mises-Fisher Filter

Traa, J. & Smaragdis, P., Nov 14 2014, IEEE International Workshop on Machine Learning for Signal Processing, MLSP. Adali, T., Larsen, J., Mboup, M. & Moreau, E. (eds.). IEEE Computer Society, 6958891. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Phase and level difference fusion for robust multichannel source separation

Traa, J., Kim, M. & Smaragdis, P., Jan 1 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 6687-6691 5 p. 6854894. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Robust interchannel phase difference modeling with wrapped regression splines

Traa, J. & Smaragdis, P., Jan 1 2014, 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, SAM 2014. IEEE Computer Society, p. 69-72 4 p. 6882340. (Proceedings of the IEEE Sensor Array and Multichannel Signal Processing Workshop).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Singing-voice separation from monaural recordings using deep recurrent neural networks

Huang, P. S., Kim, M., Hasegawa-Johnson, M. & Smaragdis, P., Jan 1 2014, p. 477-482. 6 p.

Research output: Contribution to conferencePaper

Spectral learning of mixture of hidden Markov models

Sübakan, Y. C., Traa, J. & Smaragdis, P., Jan 1 2014, In : Advances in Neural Information Processing Systems. 3, January, p. 2249-2257 9 p.

Research output: Contribution to journalConference article

Static and dynamic source separation using nonnegative factorizations: A unified view

Smaragdis, P., Fevotte, C., Mysore, G. J., Mohammadiha, N. & Hoffman, M., May 2014, In : IEEE Signal Processing Magazine. 31, 3, p. 66-75 10 p., 6784107.

Research output: Contribution to journalArticle

2013

Blind multi-channel source separation by circular-linear statistical modeling of phase differences

Traa, J. & Smaragdis, P., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 4320-4324 5 p. 6638475. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Collaborative audio enhancement using probabilistic latent component sharing

Kim, M. & Smaragdis, P., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 896-900 5 p. 6637778. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

EMERALD: Characterization of emerging applications and algorithms for low-power devices

Zhang, C., Ko, G. G., Choi, J. W., Tsai, S. N., Kim, M., Rivera, A. G., Rutenbar, R., Smaragdis, P., Park, M. S., Narayanan, V., Xin, H., Mutlu, O., Li, B., Zhao, L., Chen, M. & Iyer, R., Aug 19 2013, ISPASS 2013 - IEEE International Symposium on Performance Analysis of Systems and Software. p. 122-123 2 p. 6557154. (ISPASS 2013 - IEEE International Symposium on Performance Analysis of Systems and Software).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Low-artifact source separation using probabilistic latent component analysis

Mohammadiha, N., Smaragdis, P. & Leijon, A., Dec 1 2013, 2013 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2013. 6701837. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Manifold preserving hierarchical topic models for quantization and approximation

Kim, M. & Smaragdis, P., Jan 1 2013, p. 2410-2418. 9 p.

Research output: Contribution to conferencePaper

Non-negative matrix factorization for irregularly-spaced transforms

Smaragdis, P. & Kim, M., Dec 1 2013, 2013 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2013. 6701845. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics).

Research output: Chapter in Book/Report/Conference proceedingConference contribution