19972019
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Research Output 1997 2019

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Conference contribution
2019

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

Source separation
Neural networks
Inverse transforms
Cost functions
Learning systems

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

Factorization
Experiments
Decomposition
Costs

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

Acoustic waves
Simulators
Acoustics
Degradation
Geometry

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

Cost functions
Source separation
Blind source separation
Neural networks
Processing

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

Source separation
Bins
Acoustic waves

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

Feedback
Reverberation
Microphones
Acoustic noise
Fans
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

Source separation
Neural networks
Speech enhancement
Embedded systems
Masks

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

Speech transmission
Impulse response
Speech intelligibility
Pulse code modulation
Neural networks

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., Vol. 2018-April. p. 26-30 5 p. 8461671

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

Source separation
Factorization
Multilayer neural networks
Maximum likelihood
Experiments

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

recording
Neural networks
education
predictions
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

Source separation
Factorization
Neural networks
Derivatives

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

User interfaces
Processing

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

Recurrent neural networks
Experiments

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

Source separation
Neural networks
Blind source separation
Recurrent neural networks
Factorization

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

Transcription
Neural networks
Processing
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

Array processing
Hamming distance
Sensors
Microphones
Entropy
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, 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

Source separation
Denoising
Tuning
Scalability
Topology

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

Factorization
Chemical activation
Direction of arrival
Beamforming
Experiments

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

Source separation
Glossaries
Speech enhancement
Hamming distance
Computational complexity

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

Acoustics
Cost functions
Transfer functions
Reverberation
Impulse response

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

Hidden Markov models
Method of moments
Experiments

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

Task Performance and Analysis
Learning systems
Magnetic Resonance Imaging
Learning
Corpus Striatum
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

Source separation
Recurrent neural networks
Neural networks
Deep learning
Deep neural networks

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

Speech enhancement
Factorization
Decomposition
Model structures
Experiments

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

Direction of arrival
Microphones
Computational efficiency
Target tracking
Kalman filters

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

Source separation
Microphones
Fusion reactions

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

Splines
Source separation
Reverberation
Microphones
Calibration
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

Source separation
Microphones
Reverberation
Acoustic noise

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

Factorization
Processing
Experiments

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

Retail stores
Automotive industry
Particle accelerators
Learning systems
Hardware

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

Source separation
Glossaries

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

Factorization
Wavelet transforms
Decomposition

Prediction based filtering and smoothing to exploit temporal dependencies in NMF

Mohammadiha, N., Smaragdis, P. & Leijon, A., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 873-877 5 p. 6637773. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Source separation
Speech processing
Factorization
Industrial plants
Experiments

Simultaneous noise classification and reduction using a priori learned models

Mohammadiha, N., Smaragdis, P. & Leijon, A., Dec 1 2013, 2013 IEEE International Workshop on Machine Learning for Signal Processing - Proceedings of MLSP 2013. 6661951. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP).

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

Factorization
Acoustics
Source separation
Hidden Markov models
Mean square error

Single channel source separation using smooth Nonnegative Matrix Factorization with Markov Random Fields

Kim, M. & Smaragdis, P., Dec 1 2013, 2013 IEEE International Workshop on Machine Learning for Signal Processing - Proceedings of MLSP 2013. 6661909. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP).

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

Source separation
Factorization
Labeling
Glossaries
Labels
2012

An amplitude spectral Capon estimator with a variable filter length

Nielsen, J. K., Smaragdis, P., Christensen, M. G. & Jensen, S. H., Nov 27 2012, Proceedings of the 20th European Signal Processing Conference, EUSIPCO 2012. p. 430-434 5 p. 6333900. (European Signal Processing Conference).

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

Filter banks

A non-negative approach to language informed speech separation

Mysore, G. J. & Smaragdis, P., Feb 27 2012, Latent Variable Analysis and Signal Separation - 10th International Conference, LVA/ICA 2012, Proceedings. p. 356-363 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7191 LNCS).

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

Source separation
Language Model
Non-negative
Source Separation
Hidden Markov models

Clustering and synchronizing multi-camera video via landmark cross-correlation

Bryan, N. J., Smaragdis, P. & Mysore, G. J., Oct 23 2012, 2012 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2012 - Proceedings. p. 2389-2392 4 p. 6288396. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Video cameras
Synchronization
Video recording
Identification (control systems)
Cameras

Following musical sources by example

Smaragdis, P. & Mysore, G. J., Oct 23 2012, 2012 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2012 - Proceedings. p. 5373-5376 4 p. 6289135. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Semantics
Acoustic waves
Decomposition

Noise-robust dynamic time warping using PLCA features

King, B., Smaragdis, P. & Mysore, G. J., Oct 23 2012, 2012 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2012 - Proceedings. p. 1973-1976 4 p. 6288293. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Template matching

Online PLCA for real-time semi-supervised source separation

Duan, Z., Mysore, G. J. & Smaragdis, P., Feb 27 2012, Latent Variable Analysis and Signal Separation - 10th International Conference, LVA/ICA 2012, Proceedings. p. 34-41 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7191 LNCS).

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

Source separation
Source Separation
Glossaries
Real-time
Denoising

Optimal cost function and magnitude power for NMF-based speech separation and music interpolation

King, B., Fevotte, C. & Smaragdis, P., Dec 12 2012, 2012 IEEE International Workshop on Machine Learning for Signal Processing - Proceedings of MLSP 2012. 6349726. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP).

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

Computer music
Cost functions
Interpolation
Source separation
Factorization

Second fiddle is important too: Pitch tracking individual voices in polyphonic music

Bay, M., Ehmann, A. F., Beauchamp, J. W., Smaragdis, P. & Downie, J. S., Dec 1 2012, Proceedings of the 13th International Society for Music Information Retrieval Conference, ISMIR 2012. p. 319-324 6 p. (Proceedings of the 13th International Society for Music Information Retrieval Conference, ISMIR 2012).

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

Musical instruments
Glossaries
Transcription
Set theory
Fiddle

Singing-voice separation from monaural recordings using robust principal component analysis

Huang, P. S., Chen, S. D., Smaragdis, P. & Hasegawa-Johnson, M. A., Oct 23 2012, 2012 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2012 - Proceedings. p. 57-60 4 p. 6287816. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Principal component analysis
Information retrieval

Sound recognition in mixtures

Nam, J., Mysore, G. J. & Smaragdis, P., Feb 27 2012, Latent Variable Analysis and Signal Separation - 10th International Conference, LVA/ICA 2012, Proceedings. p. 405-413 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7191 LNCS).

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

Acoustic waves
Proportion
Source separation
Source Separation
Content Analysis

Speech enhancement by online non-negative spectrogram decomposition in non-stationary noise environments

Duan, Z., Mysore, G. J. & Smaragdis, P., Dec 1 2012, 13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012. p. 594-597 4 p. (13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012; vol. 1).

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

Speech enhancement
Decomposition
Source separation
experiment
learning

Stereophonic spectrogram segmentation using Markov random fields

Kim, M., Smaragdis, P., Ko, G. G. & Rutenbar, R. A., Dec 12 2012, 2012 IEEE International Workshop on Machine Learning for Signal Processing - Proceedings of MLSP 2012. 6349754. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP).

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

Source separation
Bins
Microphones
Image segmentation
Computer vision
2011

A convolutive spectral decomposition approach to the separation of feedback from target speech

Mysore, G. J. & Smaragdis, P., Dec 5 2011, 2011 IEEE International Workshop on Machine Learning for Signal Processing - Proceedings of MLSP 2011. 6064559. (IEEE International Workshop on Machine Learning for Signal Processing).

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

Adaptive filters
Decomposition
Feedback
Source separation
Speech coding

An adaptive time-frequency resolution approach for non-negative matrix factorization based single channel sound source separation

Kirbiz, S. & Smaragdis, P., Aug 18 2011, 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 - Proceedings. p. 253-256 4 p. 5946388. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Source separation
Factorization
Acoustic waves

A non-negative approach to semi-supervised separation of speech from noise with the use of temporal dynamics

Mysore, G. J. & Smaragdis, P., Aug 18 2011, 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 - Proceedings. p. 17-20 4 p. 5946317. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

Hidden Markov models
Source separation
Glossaries
Factorization
Markov processes