publications

94 entries « 1 of 2 »

2023

Chen, Hsin-Hung; Lerch, Alexander

Music Instrument Classification Reprogrammed Inproceedings

In: Proceedings of the International Conference on Multimedia Modeling (MMM), Bergen, Norway, 2023.

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2022

Hung, Yun-Ning; Wu, Chih-Wei; Orife, Iroro; Hipple, Aaron; Wolcott, William; Lerch, Alexander

A large TV dataset for speech and music activity detection Journal Article

In: EURASIP Journal on Audio, Speech, and Music Processing, vol. 2022, no. 1, pp. 21, 2022, ISSN: 1687-4722.

Abstract | Links | BibTeX | Tags: Dataset, Production TV audio, Speech and music activation detection

Ma, Alison B; Lerch, Alexander

Representation Learning for the Automatic Indexing of Sound Effects Libraries Inproceedings

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Bangalore, IN, 2022, (arXiv:2208.09096 [cs, eess]).

Abstract | Links | BibTeX | Tags: Computer Science - Machine Learning, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Vinay, Ashvala; Lerch, Alexander

Evaluating Generative Audio Systems and their Metrics Inproceedings

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Bangalore, IN, 2022, (arXiv:2209.00130 [cs, eess]).

Abstract | Links | BibTeX | Tags: Computer Science - Machine Learning, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Lerch, Alexander

libACA, pyACA, and ACA-Code: Audio Content Analysis in 3 Languages Journal Article

In: Software Impacts, pp. 100349, 2022, ISSN: 2665-9638.

Abstract | Links | BibTeX | Tags: Audio content analysis, C++, Matlab, music information retrieval, Python

Hung, Yun-Ning; Lerch, Alexander

Feature-informed Latent Space Regularization for Music Source Separation Miscellaneous

2022, (arXiv:2203.09132 [eess]).

Abstract | Links | BibTeX | Tags: Electrical Engineering and Systems Science - Audio and Speech Processing

Watcharasupat, Karn N; Lee, Junyoung; Lerch, Alexander

Latte: Cross-framework Python Package for Evaluation of Latent-based Generative Models Journal Article

In: Software Impacts, pp. 100222, 2022, ISSN: 26659638.

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Kalbag, Vedant; Lerch, Alexander

Scream Detection in Heavy Metal Music Inproceedings

In: Proceedings of the Sound and Music Computing Conference (SMC), Saint-Etienne, 2022.

Abstract | Links | BibTeX | Tags: Computer Science - Machine Learning, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Hung, Yun-Ning; Lerch, Alexander

Feature-informed Embedding Space Regularization for Audio Classification Inproceedings

In: Proceedings of the European Signal Processing Conference (EUSIPCO), Belgrade, Serbia, 2022.

Abstract | Links | BibTeX | Tags: Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Guo, Weian; Hua, Zhenyao; Kang, Zecheng; Li, Dongyang; Wang, Lei; Wu, Qidi; Lerch, Alexander

Deep Reinforcement Learning for Urban Multi-taxis Cruising Strategy Journal Article

In: Neural Computing and Applications, 2022, ISSN: 1433-3058.

Abstract | Links | BibTeX | Tags: Data-driven model, deep Q-learning network, Multi-taxis cruising, Urban transportation

Herre, Jürgen; Disch, Sascha; Lerch, Alexander

Quellcodierung Incollection

In: Weinzierl, Stefan (Ed.): Handbuch der Audiotechnik, pp. 1–23, Springer, Berlin, Heidelberg, 2022, ISBN: 978-3-662-60357-4.

Abstract | Links | BibTeX | Tags: Audiocodierung, Audiokomprimierung, Codec, MPEG, Psychoakustik, verlustfrei, verlustlos

2021

Watcharasupat, Karn N; Lerch, Alexander

Evaluation of Latent Space Disentanglement in the Presence of Interdependent Attributes Inproceedings

In: Late Breaking Demo (Extended Abstract), Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Online, 2021.

Abstract | Links | BibTeX | Tags: Computer Science - Information Retrieval, Computer Science - Information Theory, Computer Science - Machine Learning, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing

Li, Dongyang; Wang, Lei; Lerch, Alexander; Wu, Qidi

An Adaptive Particle Swarm Optimizer with Decoupled Exploration and Exploitation for Large Scale Optimization Journal Article

In: Swarm and Evolutionary Computation, vol. 60, 2021, ISSN: 2210-6502.

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Vinay, Ashvala; Lerch, Alexander; Leslie, Grace

Mind the Beat: Detecting Audio Onsets from EEG Recordings of Music Listening Inproceedings

In: Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Institute of Electrical and Electronics Engineers (IEEE), Toronto, Ontario, Canada, 2021.

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Seshadri, Pavan; Lerch, Alexander

Improving Music Performance Assessment with Contrastive Learning Inproceedings

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), pp. 8, Online, 2021.

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Pati, Ashis; Lerch, Alexander

Is Disentanglement Enough? On Latent Representations for Controllable Music Generation Inproceedings

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), pp. 8, Online, 2021.

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Gururani, Siddharth; Lerch, Alexander

Semi-Supervised Audio Classification with Partially Labeled Data Inproceedings

In: Proceedings of the IEEE International Symposium on Multimedia (ISM), Institute of Electrical and Electronics Engineers (IEEE), online, 2021.

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Lerch, Alexander; Knees, Peter

Machine Learning Applied to Music/Audio Signal Processing Journal Article

In: Electronics, vol. 10, no. 24, pp. 3077, 2021.

Abstract | Links | BibTeX | Tags: n/a

2020

Huang, Jiawen; Hung, Yun-Ning; Pati, Ashis K; Gururani, Siddharth; Lerch, Alexander

Score-informed Networks for Music Performance Assessment Inproceedings

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Montreal, 2020.

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

dMelodies: A Music Dataset for Disentanglement Learning Inproceedings

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Montreal, 2020.

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Hung, Yun-Ning; Lerch, Alexander

Multi-Task Learning for Instrument Activation Aware Music Source Separation Inproceedings

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Montreal, 2020.

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Pati, Ashis K; Lerch, Alexander

Attribute-based Regularization for Latent Spaces of Variational Auto-Encoders Journal Article

In: Neural Computing and Applications, 2020.

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Manjunath, Tejas; Pawani, Jeet; Lerch, Alexander

Automatic Classification of Live and Studio Audio Recordings using Convolutional Neural Networks Inproceedings

In: Proceedings of the Audio Engineering Society Convention, New York, 2020.

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Yang, Li-Chia; Lerch, Alexander

Remixing Music with Visual Conditioning Inproceedings

In: Proceedings of the IEEE International Symposium on Multimedia (ISM), Institute of Electrical and Electronics Engineers (IEEE), Naples, Italy, 2020.

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Chen, Yihao; Lerch, Alexander

Melody-Conditioned Lyrics Generation with SeqGANs Inproceedings

In: Proceedings of the IEEE International Symposium on Multimedia (ISM), Institute of Electrical and Electronics Engineers (IEEE), Naples, Italy, 2020.

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

An Interdisciplinary Review of Music Performance Analysis Journal Article

In: Transactions of the International Society for Music Information Retrieval (TISMIR), vol. 3, no. 1, pp. 221–245, 2020.

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2019

Guan, Hongzhao; Lerch, Alexander

Learning Strategies for Voice Disorder Detection Inproceedings

In: 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

In: 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

In: 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

In: 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

In: 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

In: Computer Music Journal, vol. 42, no. 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

In: 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

In: 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

In: 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

In: 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

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

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Guan, Hongzhao; Lerch, Alexander

Evaluation of Feature Learning Methods for Voice Disorder Detection Journal Article

In: International Journal of Semantic Computing (IJSC), vol. 13, no. 4, pp. 453–470, 2019.

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2018

Wu, Chih-Wei; Lerch, Alexander

Learned Features for the Assessment of Percussive Music Performances Inproceedings

In: 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

In: 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

In: Applied Sciences, vol. 8, no. 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

In: IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 26, no. 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: 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

In: International Journal of Semantic Computing, vol. 12, no. 3, pp. 315–333, 2018, ISSN: 1793-351X.

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94 entries « 1 of 2 »

Music Informatics Group