publications

110 entries « 1 of 3 »

2024

Ding, Yiwei; Lerch, Alexander

Embedding Compression for Teacher-to-Student Knowledge Transfer Proceedings Article

In: Proceedings of the International Conference on Acoustics Speech and Signal Processing (ICASSP) - Satellite Workshop Deep Neural Network Model Compression, Institute of Electrical and Electronics Engineers (IEEE), Seoul, Korea, 2024, (arXiv:2402.06761 [cs]).

Abstract | Links | BibTeX | Tags: Computer Science - Machine Learning

Seshadri, Pavan; Han, Chaeyeon; Koo, Bon-Woo; Posner, Noah; Guhathakurta, Subhrajit; Lerch, Alexander

ASPED: An Audio Dataset for Detecting Pedestrians Proceedings Article

In: Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP), Institute of Electrical and Electronics Engineers (IEEE), Seoul, 2024.

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

Watcharasupat, Karn N; Lerch, Alexander

Quantifying Spatial Audio Quality Impairment Proceedings Article

In: Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP), Institute of Electrical and Electronics Engineers (IEEE), Seoul, 2024.

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

2023

Ding, Yiwei; Lerch, Alexander

Audio Embeddings as Teachers for Music Classification Proceedings Article

In: Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), Milan, Italy, 2023.

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

Knees, Peter; Lerch, Alexander

MILC 2023: 3rd Workshop on Intelligent Music Interfaces for Listening and Creation Proceedings Article

In: Companion Proceedings of the 28th International Conference on Intelligent User Interfaces, pp. 185–186, Association for Computing Machinery, Sydney, 2023, ISBN: 9798400701078.

Abstract | Links | BibTeX | Tags:

Chen, Hsin-Hung; Lerch, Alexander

Music Instrument Classification Reprogrammed Proceedings Article

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

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Lerch, Alexander

An Introduction to Audio Content Analysis: Music Information Retrieval Tasks and Applications Book

2, Wiley-IEEE Press, Hoboken, N.J, 2023, ISBN: 978-1-119-89094-2.

Abstract | Links | BibTeX | Tags: analysis, audio, Audio content analysis, audio signal processing, Automatic Music Transcription, Computer sound processing, machine listening, Matlab, MIR, music analysis, music informatics, music information retrieval, Python

Lerch, Alexander

Audioinhaltsanalyse Book Section

In: Weinzierl, Stefan (Ed.): Handbuch der Audiotechnik, pp. 1–20, Springer Berlin Heidelberg, Berlin, Heidelberg, 2023, ISBN: 978-3-662-60357-4.

Abstract | Links | BibTeX | Tags: Audio content analysis, Grundfrequenzerkennung, music information retrieval, Musikklassifizierung, Musiktranskription, Tonarterkennung

Smith, Jason Brent; Vinay, Ashvala; Freeman, Jason

The Impact of Salient Musical Features in a Hybrid Recommendation System for a Sound Library Proceedings Article

In: Joint Proceedings of the ACM IUI Workshops (MILC), Sydney, 2023.

Abstract | Links | BibTeX | Tags:

Hung, Yun-Ning; Yang, Chao-Han Huck; Chen, Pin-Yu; Lerch, Alexander

Low-Resource Music Genre Classification with Cross-Modal Neural Model Reprogramming Proceedings Article

In: Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP), Institute of Electrical and Electronics Engineers (IEEE), Rhodes Island, Greece, 2023.

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Lerch, Alexander

Grundlagen digitaler Audiosignale Book Section

In: Weinzierl, Stefan (Ed.): Handbuch der Audiotechnik, pp. 1–13, Springer Berlin Heidelberg, Berlin, Heidelberg, 2023, ISBN: 978-3-662-60357-4.

Abstract | Links | BibTeX | Tags:

Vinay, Ashvala; Lerch, Alexander

AQUATK: An Audio Quality Assessment Toolkit Proceedings Article

In: Late Breaking Demo (Extended Abstract), Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), International Society for Music Information Retrieval (ISMIR), Milan, 2023.

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Watcharasupat, Karn N; Wu, Chih-Wei; Ding, Yiwei; Orife, Iroro; Hipple, Aaron J; Williams, Phillip A; Kramer, Scott; Lerch, Alexander; Wolcott, William

A Generalized Bandsplit Neural Network for Cinematic Audio Source Separation Journal Article

In: IEEE Open Journal of Signal Processing, pp. 1–9, 2023, ISSN: 2644-1322.

Abstract | Links | BibTeX | Tags:

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 Proceedings Article

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 Proceedings Article

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

Wang, Ju-Chiang; Hung, Yun-Ning; Smith, Jordan B. L.

To Catch A Chorus, Verse, Intro, or Anything Else: Analyzing a Song with Structural Functions Proceedings Article

In: ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 416–420, 2022, (ISSN: 2379-190X).

Abstract | Links | BibTeX | Tags: Location awareness, music, Music structure, segmentation, semantic labeling, Semantics, Signal processing, Signal processing algorithms, SpecTNT, Taxonomy, Transformer, Transformers

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 Proceedings Article

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 Proceedings Article

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 Book Section

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

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

A Large-Scale Multiobjective Particle Swarm Optimizer With Enhanced Balance of Convergence and Diversity Journal Article

In: IEEE Transactions on Cybernetics, pp. 1–12, 2022, ISSN: 2168-2275.

Abstract | Links | BibTeX | Tags: Complexity theory, Convergence, Cybernetics, diversity, Estimation, large-scale multiobjective optimization, multidimensional local sparseness, Optimization, Particle swarm optimization, particle swarm optimization (PSO), Weight measurement, weighted convergence factor (WCF)

2021

Watcharasupat, Karn N; Lerch, Alexander

Evaluation of Latent Space Disentanglement in the Presence of Interdependent Attributes Proceedings Article

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

Hung, Yun-Ning; Wichern, Gordon; Roux, Jonathan Le

Transcription Is All You Need: Learning To Separate Musical Mixtures With Score As Supervision Proceedings Article

In: ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 46–50, 2021, (ISSN: 2379-190X).

Abstract | Links | BibTeX | Tags: audio source separation, Conferences, Instruments, music, music transcription, Particle separators, Source separation, Time-frequency analysis, Training, weakly-labeled data, weakly-supervised separation

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.

Links | BibTeX | Tags:

Vinay, Ashvala; Lerch, Alexander; Leslie, Grace

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

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

Abstract | Links | BibTeX | Tags:

Seshadri, Pavan; Lerch, Alexander

Improving Music Performance Assessment with Contrastive Learning Proceedings Article

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

Abstract | Links | BibTeX | Tags:

Pati, Ashis; Lerch, Alexander

Is Disentanglement Enough? On Latent Representations for Controllable Music Generation Proceedings Article

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

Abstract | Links | BibTeX | Tags:

Gururani, Siddharth; Lerch, Alexander

Semi-Supervised Audio Classification with Partially Labeled Data Proceedings Article

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

Hung, Yun-Ning; Watcharasupat, Karn N; Wu, Chih-Wei; Orife, Iroro; Li, Kelian; Seshadri, Pavan; Lee, Junyoung

AVASPEECH-SMAD: A Strongly Labelled Speech and Music Activity Detection Dataset with Label Co-occurence Proceedings Article

In: Late Breaking Demo (Extended Abstract), Proceedings of the International Society for Music Information Retrieval Conference (ISMIR), pp. 3, Online, 2021.

Abstract | BibTeX | Tags:

2020

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

Score-informed Networks for Music Performance Assessment Proceedings Article

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 Proceedings Article

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 Proceedings Article

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 Proceedings Article

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 Proceedings Article

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

Abstract | Links | BibTeX | Tags:

Chen, Yihao; Lerch, Alexander

Melody-Conditioned Lyrics Generation with SeqGANs Proceedings Article

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

Abstract | Links | BibTeX | Tags:

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 Proceedings Article

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

Abstract | Links | BibTeX | Tags:

Swaminathan, Rupak Vignesh; Lerch, Alexander

Improving Singing Voice Separation using Attribute-Aware Deep Network Proceedings Article

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

Abstract | Links | BibTeX | Tags:

Qin, Yi; Lerch, Alexander

Tuning Frequency Dependency in Music Classification Proceedings Article

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

Abstract | Links | BibTeX | Tags:

Gururani, Siddharth; Lerch, Alexander; Bretan, Mason

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

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

Abstract | Links | BibTeX | Tags:

Pati, Ashis; Lerch, Alexander

Latent Space Regularization for Explicit Control of Musical Attributes Proceedings Article

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

Abstract | Links | BibTeX | Tags:

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.

Abstract | Links | BibTeX | Tags:

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

Explicitly Conditioned Melody Generation: A Case Study with Interdependent RNNs Proceedings Article

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

Abstract | Links | BibTeX | Tags:

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

Music Performance Analysis: A Survey Proceedings Article

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

Abstract | Links | BibTeX | Tags:

110 entries « 1 of 3 »

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