publications

67 entries « 1 of 2 »

2019

Guan, Hongzhao; Lerch, Alexander

Learning Strategies for Voice Disorder Detection Inproceedings

Proceedings of the International Conference on Semantic Computing (ICSC), 2019.

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Swaminathan, Rupak Vignesh; Lerch, Alexander

Improving Singing Voice Separation using Attribute-Aware Deep Network Inproceedings

Proceedings of the International Workshop on Multilayer Music Representation and Processing (MMRP), Milan, Italy, 2019.

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Qin, Yi; Lerch, Alexander

Tuning Frequency Dependency in Music Classification Inproceedings

Proceedings of the International Conference on Acoustics Speech and Signal Processing (ICASSP), Brighton, UK, 2019.

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Gururani, Siddharth; Lerch, Alexander; Bretan, Mason

A Comparison of Music Input Domains for Self-Supervised Feature Learning Inproceedings

ICML Machine Learning for Music Discovery Workshop (ML4MD), Extended Abstract, Long Beach, 2019.

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Pati, Ashis; Lerch, Alexander

Latent Space Regularization for Explicit Control of Musical Attributes Inproceedings

ICML Machine Learning for Music Discovery Workshop (ML4MD), Extended Abstract, Long Beach, 2019.

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Xambo, Anna; Freeman, Jason; Lerch, Alexander

Music Information Retrieval in Live Coding: A Theoretical Framework Journal Article

Computer Music Journal, 42 (4), pp. 9–25, 2019.

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Genchel, Benjamin; Pati, Ashis K; Lerch, Alexander

Explicitly Conditioned Melody Generation: A Case Study with Interdependent RNNs Inproceedings

Proceedings of the International Workshop on Musical Metacreation (MuMe), Charlotte, 2019.

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Lerch, Alexander; Arthur, Claire; Pati, Ashis; Gururani, Siddharth

Music Performance Analysis: A Survey Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Delft, 2019.

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Pati, Ashis; Lerch, Alexander; Hadjeres, Gaëtan

Learning to Traverse Latent Spaces for Musical Score Inpainting Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Delft, 2019.

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Huang, Jiawen; Lerch, Alexander

Automatic Assessment of Sight-Reading Exercises Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Delft, 2019.

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Gururani, Siddharth; Sharma, Mohit; Lerch, Alexander

An Attention Mechanism for Music Instrument Recognition Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Delft, 2019.

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2018

Wu, Chih-Wei; Lerch, Alexander

Learned Features for the Assessment of Percussive Music Performances Inproceedings

Proceedings of the International Conference on Semantic Computing (ICSC), IEEE, Laguna Hills, 2018.

Links | BibTeX | Tags: audio, feature learning, music performance analysis, percussion

Lerch, Alexander

The Relation Between Music Technology and Music Industry Incollection

Bader, Rolf (Ed.): Springer Handbook of Systematic Musicology, pp. 899–909, Springer, Berlin, Heidelberg, 2018, ISBN: 978-3-662-55002-1 978-3-662-55004-5.

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Pati, Kumar Ashis; Gururani, Siddharth; Lerch, Alexander

Assessment of Student Music Performances Using Deep Neural Networks Journal Article

Applied Sciences, 8 (4), pp. 507, 2018.

Abstract | Links | BibTeX | Tags: deep learning, deep neural networks, DNN, MIR, music education, music informatics, music information retrieval, music learning, music performance assessment

Wu, Chih-Wei; Dittmar, Christian; Southall, Carl; Vogl, Richard; Widmer, Gerhard; Hockman, Jason A; Muller, Meinard; Lerch, Alexander

A Review of Automatic Drum Transcription Journal Article

IEEE/ACM Transactions on Audio, Speech, and Language Processing, 26 (9), pp. 1457–1483, 2018, ISSN: 2329-9290.

Abstract | Links | BibTeX | Tags: Automatic Music Transcription, deep learning, Instruments, Machine Learning, Matrix Factorization, Rhythm, Spectrogram, Speech processing, Task analysis, Transient analysis

Xambo, Anna; Roma, Gerard; Lerch, Alexander; Barthet, Matthieu; Fazekas, Gyorgy

Live Repurposing of Sounds: MIR Explorations with Personal and Crowd-sourced Databases Inproceedings

Proceedings of the Conference on New Interfaces for Musical Expression (NIME), Blacksburg, 2018.

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Seipel, Fabian; Lerch, Alexander

Multi-Track Crosstalk Reduction Inproceedings

Proceedings of the Audio Engineering Society Convention, Audio Engineering Society (AES), Milan, 2018.

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Gururani, Siddharth; Summers, Cameron; Lerch, Alexander

Instrument Activity Detection in Polyphonic Music using Deep Neural Networks Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Paris, 2018.

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Wu, Chih-Wei; Lerch, Alexander

From Labeled to Unlabeled Data -- On the Data Challenge in Automatic Drum Transcription Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Paris, 2018.

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Subramanian, Vinod; Lerch, Alexander

Concert Stitch: Organization and Synchromization of Crowd-Sourced Recordings Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Paris, 2018.

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Gururani, Siddharth; Pati, Kumar Ashis; Wu, Chih-Wei; Lerch, Alexander

Analysis of Objective Descriptors for Music Performance Assessment Inproceedings

Proceedings of the International Conference on Music Perception and Cognition (ICMPC), Montreal, Canada, 2018.

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Genchel, Benjamin; Lerch, Alexander

Lead Sheet Generation with Musically Interdependent Networks Inproceedings

Late Breaking Abstract, Proceedings of Computer Simulation of Musical Creativity (CSMC), Dublin, 2018.

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Wu, Chih-Wei; Lerch, Alexander

Assessment of Percussive Music Performances with Feature Learning Journal Article

International Journal of Semantic Computing, 12 (3), pp. 315–333, 2018, ISSN: 1793-351X.

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Yang, Li-Chia; Lerch, Alexander

On the evaluation of generative models in music Journal Article

Neural Computing and Applications, 2018, ISSN: 1433-3058.

Abstract | Links | BibTeX | Tags: Computational creativity, Music generation, Objective evaluation

2017

Wu, Chih-Wei; Vinton, Mark

Blind Bandwidth Extension using K-Means and Support Vector Regression Inproceedings

Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP), IEEE, New Orleans, 2017.

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Gururani, Siddharth; Lerch, Alexander

Automatic Sample Detection in Polyphonic Music Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Suzhou, 2017.

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Gururani, Siddharth; Lerch, Alexander

Mixing Secrets: A multitrack dataset for instrument detection in polyphonic music Inproceedings

Late Breaking Demo (Extended Abstract), Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Suzhou, 2017.

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Pati, Kumar Ashis; Lerch, Alexander

A Dataset and Method for Electric Guitar Solo Detection in Rock Music Inproceedings

Proceedings of the AES Conference on Semantic Audio, Audio Engineering Society (AES), Erlangen, 2017.

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Southall, Carl; Wu, Chih-Wei; Lerch, Alexander; Hockman, Jason A

MDB Drums --- An Annotated Subset of MedleyDB for Automatic Drum Transcription Inproceedings

Late Breaking Demo (Extended Abstract), Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Suzhou, 2017.

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Vidwans, Amruta; Gururani, Siddharth; Wu, Chih-Wei; Subramanian, Vinod; Swaminathan, Rupak Vignesh; Lerch, Alexander

Objective descriptors for the assessment of student music performances Inproceedings

Proceedings of the AES Conference on Semantic Audio, Audio Engineering Society (AES), Erlangen, 2017.

Abstract | Links | BibTeX | Tags: computational auditory scene analysis, Computer sound processing, Content analysis (Communication), Data processing

Wu, Chih-Wei; Lerch, Alexander

Automatic drum transcription using the student-teacher learning paradigm with unlabeled music data Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Suzhou, 2017.

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Chen, Zhiqian; Wu, Chih-Wei; Lu, Yen-Cheng; Lerch, Alexander; Lu, Chang-Tien

Learning to Fuse Music Genres with Generative Adversarial Dual Learning Inproceedings

Proceedings of the International Conference on Data Mining (ICDM), Institute of Electrical and Electronics Engineers (IEEE), New Orleans, 2017.

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2016

Freeman, Jason; Lerch, Alexander; Paradis, Matthew (Ed.)

Proceedings of the 2nd Web Audio Conference (WAC-2016) Book

Georgia Institute of Technology, Atlanta, 2016, ISBN: 978-0-692-61973-5.

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Laguna, Christopher; Lerch, Alexander

An Efficient Algorithm For Clipping Detection And Declipping Audio Inproceedings

Proceedings of the 141st AES Convention, Audio Engineering Society (AES), Los Angeles, 2016.

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Lu, Yen-Cheng; Wu, Chih-Wei; Lu, Chang-Tien; Lerch, Alexander

An Unsupervised Approach to Anomaly Detection in Music Datasets Inproceedings

Proceedings of the ACM SIGIR Conference (SIGIR), pp. 749–752, ACM, Pisa, 2016, ISBN: 978-1-4503-4069-4.

Abstract | Links | BibTeX | Tags: anomaly detection, data clean-up, music genre retrieval, music information retrieval

Lu, Yen-Cheng; Wu, Chih-Wei; Lu, Chang-Tien; Lerch, Alexander

Automatic Outlier Detection in Music Genre Datasets Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), ISMIR, New York, 2016.

Abstract | Links | BibTeX | Tags: anomaly detection, data clean-up, music genre retrieval, music information retrieval

Winters, Michael R; Gururani, Siddharth; Lerch, Alexander

Automatic Practice Logging: Introduction, Dataset & Preliminary Study Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), ISMIR, New York, 2016.

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Wu, Chih-Wei; Gururani, Siddharth; Laguna, Christopher; Pati, Ashis; Vidwans, Amruta; Lerch, Alexander

Towards the Objective Assessment of Music Performances Inproceedings

Proceedings of the International Conference on Music Perception and Cognition (ICMPC), pp. 99–103, San Francisco, 2016, ISBN: 1-879346-65-5.

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Wu, Chih-Wei; Lerch, Alexander

On Drum Playing Technique Detection in Polyphonic Mixtures Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), ISMIR, New York, 2016.

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Xambo, Anna; Lerch, Alexander; Freeman, Jason

Learning to code through MIR Inproceedings

Late Breaking Demo (Extended Abstract), Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), ISMIR, New York, 2016.

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2015

Gupta, Udit; II, Elliot Moore; Lerch, Alexander

On the Perceptual Relevance of Objective Source Separation Measures for Singing Voice Separation Inproceedings

Proceedings of the Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), IEEE, New Paltz, 2015.

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Lykartsis, Athanasios; Lerch, Alexander; Weinzierl, Stefan

Analysis of Speech Rhythm for Language Identification Based on Beat Histograms Inproceedings

Proceedings of the DAGA (Jahrestagung fur Akustik), Nuremberg, 2015.

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Lykartsis, Athanasios; Lerch, Alexander

Beat Histogram Features for Rythm-based Musical Genre Classification Using Multiple Novelty Functions Inproceedings

Proceedings of the International Conference on Digital Audio Effects (DAFX), Trondheim, Norway, 2015.

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Lykartsis, Athanasios; Wu, Chih-Wei; Lerch, Alexander

Beat Histogram Features from NMF-Based Novelty Functions for Music Classification Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), ISMIR, Malaga, 2015.

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O'Brien, Cian; Lerch, Alexander

Genre-Specific Key Profiles Inproceedings

Proceedings of the International Computer Music Conference (ICMC), ICMA, Denton, 2015.

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Wu, Chih-Wei; Lerch, Alexander

Drum Transcription using Partially Fixed Non-Negative Matrix Factorization Inproceedings

Proceedings of the European Signal Processing Conference (EUSIPCO), EURASIP, Nice, 2015.

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Wu, Chih-Wei; Lerch, Alexander

Drum Transcription using Partially Fixed Non-Negative Matrix Factorization With Template Adaptation Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), ISMIR, Malaga, 2015.

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Zhou, Xinquan; Lerch, Alexander

Chord Detection Using Deep Learning Inproceedings

Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), ISMIR, Malaga, 2015.

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2014

von Coler, Henrik; Lerch, Alexander

CMMSD: A Data Set for Note-Level Segmentation of Monophonic Music Inproceedings

Proceedings of the AES 53rd International Conference on Semantic Audio, Audio Engineering Society (AES), London, UK, 2014.

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Lerch, Alexander

Music Information Retrieval Incollection

Weinzierl, Stefan (Ed.): Akustische Grundlagen der Musik, (5), pp. 79–102, Laaber, 2014, ISBN: 978-3-89007-699-7.

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67 entries « 1 of 2 »

Music Informatics Group