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Research

"A Differentiable Perceptual Audio Metric Learned from Just Noticeable Differences."
P. Manocha, A. Finkelstein, R. Zhang, N. J. Bryan, G. J. Mysore, Z. Jin,
Interspeech, Shanghai, China. October, 2020.
(arXiv, web, code)
"Controllable Neural Prosody Synthesis."
M. Morrison, Z. Jin, J. Salamon, N. J. Bryan, G. J. Mysore,
Interspeech, Shanghai, China. October, 2020.
(paper | arXiv, web)
"Metric Learning vs Classification for Disentangled Music Representation Learning."
J. Lee, N. J. Bryan, J. Salamon, Z. Jin J. Nam
International Society for Music Information Retrieval (ISMIR), Montreal, Canada. October, 2020.
(paper | arXiv | web)
"Few-shot Drum Transcription in Polyphonic Music."
Y. Wang, J. Salamon, M. Cartwright, N. J. Bryan, J.-P. Bello
International Society for Music Information Retrieval (ISMIR), Montreal, Canada. October, 2020.
(paper | arXiv)
"Disentangled Multidimensional Metric Learning For Music Similarity."
J. Lee, N. J. Bryan, J. Salamon, Z. Jin J. Nam
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain. May, 2020.
(project page | paper | ieee link | arXiv | talk | data set)
"One-Shot Parametric Audio Production Style Transfer With Application to Frequency Equalization."
S. I. Mimilakis, N. J. Bryan, P. Smaragdis
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain. May, 2020.
(project page | paper | ieee link | talk)
"Few-Shot Sound Event Detection."
Y. Wang, J. Salamon, N. J. Bryan, J.-P. Bello
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain. May, 2020.
(paper | ieee link | talk)
"Impulse Response Data Augmentation and Deep Neural Networks For Blind Room Acoustic Parameter Estimation."
N. J. Bryan
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain. May, 2020.
(paper | ieee link | talk)
"Scene-Aware Audio Rendering via Deep Acoustic Analysis."
Z. Tang N. J. Bryan D. Li T. Langlois D. Manocha
IEEE VR Journal Track (TVCG), Atlanta, USA. March, 2020.
(paper | ieee | arXiv | project page | video )
"ISSE: An Interactive Source Separation Editor."
N. J. Bryan, G. J. Mysore, G. Wang
Human Factors in Computing Systems (CHI), Toronto, Canada. April, 2014. (project page | paper | video)
"Interactive Sound Source Separation."
N. J. Bryan.
Stanford University, Stanford, CA, USA. March, 2014.
(PhD Thesis)

* Tutorial on single-channel source separation (slides + code)
* ISSE: An Interactive Source Separation Editor (talk 1) (talk 2)
* Software (link)
* C++ code (link)
* Matlab code (link)
* Demos (link)
* SiSEC results (link)
* Publications (link)
"Source Separation of Polyphonic Music With Interactive User-Feedback on a Piano Roll Display."
N. J. Bryan, G. J. Mysore, G. Wang
International Society for Music Information Retrieval Conference, Curitiba, Brazil. November, 2013.
(web | paper)
"An Efficient Posterior Regularized Latent Variable Model for Interactive Sound Source Separation."
N. J. Bryan, G. J. Mysore
International Conference on Machine Learning, Atlanta, GA. June, 2013.
(web | paper | sisec | Adobe MAX | poster | slides)
"Interactive Refinement of Supervised and Semi-Supervised Sound Source Separation Estimates."
N. J. Bryan, G. J. Mysore
IEEE International Conference on Acoustics, Speech, and Signal Processing, Vancouver, Canada. May, 2013.
(web | pre-print | poster)
"Interactive User-Feedback for Sound Source Separation."
N. J. Bryan, G. J. Mysore
International Conference on Intelligent User-Interfaces, Workshop on Interative Machine Learning (Extended Abstract/Workshop Paper), Santa Monica, CA. March, 2013.
(web | abstract)
"User-Guided Variable-Rate Time-Stretching Via Stiffness Control."
N. J. Bryan, J. Herrera, G. Wang
In the Proceedings of the 15th International Conference on Digital Audio Effects (DAFX), York, United Kingdom. September 17-21, 2012.
(web | paper | slides (long) | slides (short) )
"Clustering and Synchronizing Multi-Camera Video via Landmark Cross-Correlation"
N. J. Bryan, P. Smaragdis, G. J. Mysore
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Kyoto, Japan, March, 2012.
(paper | poster | pre-print | slides, Adobe MAX)
"Musical Influence Network Analysis and Rank of Sampled-Based Music."
N. J. Bryan, G. Wang
In the Proceedings of the 12th International Society for Music Information Retrieval Conference (ISMIR). Miami, FL, 2011.
(paper | whosampled | slides)
"Two Turntables and a Mobile Phone."
N. J. Bryan, G. Wang
In the Proceedings of the International Conference on New Interfaces for Musical Expression (NIME). Oslo, Norway, 2011.
(paper | slides | web)
"Instinct-Based Mating in Genetic Algorithms Applied to the Tuning of 1-NN Classifiers."
T. Quirino, M. Kubat, N. J. Bryan
IEEE Transactions on Knowledge and Data Engineering (TKDE), December, 2010.
(paper)
"Methods For Extending Room Impulse Responses Beyond Their Noise Floor."
N. J. Bryan, J. S. Abel
Presented at the 129th Audio Engineering Society Convention (AES), San Francisco, November 4-7, 2010.
(paper | slides | web)
"Impulse Response Measurements in the Presence of Clock Drift."
N. J. Bryan, M. A. Kolar, J. S. Abel
Presented at the 129th Audio Engineering Society Convention (AES), San Francisco, November 4-7, 2010.
(paper | slides | web)
"Estimating Room Impulse Responses from Recorded Balloon Pops."
J. S. Abel N. J. Bryan, P. Huang, M. A. Kolar, B. Pentcheva,
Presented at the 129th Audio Engineering Society Convention (AES), San Francisco, November 4-7, 2010.
(paper | slides | web)
"Approximating Measured Reverberation Using A Hybrid Fixed/Switched Convolution Structure."
K. Lee, N. J. Bryan, J. S. Abel
In the Proceedings of the 13th International Conference on Digital Audio Effects (DAFX), Graz, Austria, September 6-10, 2010.
(paper | web)
"MoMu: A Mobile Music Toolkit."
N. J. Bryan, J. Herrera, J. Oh, G. Wang
In the Proceedings of the International Conference on New Interfaces for Musical Expression (NIME). Sydney, Australia, 2010.
(paper | web | speaker hands | slides)
"Evolving The Mobile Phone Orchestra."
J. Oh, J. Herrera, N. J. Bryan, L. Dahl, G. Wang
In the Proceedings of the International Conference on New Interfaces for Musical Expression (NIME). Sydney, Australia, 2010.
(paper | speaker hands)
"A Configurable Microphone Array with Acoustically Transparent Omnidirectional Elements."
J. S. Abel N. J. Bryan, T. Skare, M. A. Kolar, P. Huang, D. Mostowfi, J. O. Smith III
Presented at the 127th Audio Engineering Society Convention (AES), New York City, September 6-10, 2009.
(paper | poster | web)
"Stanford Laptop Orchestra (SLOrk)."
G. Wang N. J. Bryan, J. Oh, R. Hamilton,
In the Proceedings of the International Computer Music Conference. Montreal, Canada 2009.
(pdf: paper | web | speakers )