Dr Emmanouil BenetosReader in Machine Listening & Director of ResearchEmail: emmanouil.benetos@qmul.ac.ukTelephone: +44 20 7882 6206Room Number: Engineering, Eng 403Website: http://www.eecs.qmul.ac.uk/~emmanouilbTwitter: @emmanouilbOffice Hours: Wednesday 15:00-16:00ProfileTeachingResearchPublicationsProfileEmmanouil Benetos is Reader in Machine Listening at the School of Electronic Engineering and Computer Science of Queen Mary University of London, Royal Academy of Engineering / Leverhulme Trust Research Fellow in resource-efficient machine listening, and Turing Fellow at The Alan Turing Institute. Within Queen Mary, he is member of the Centre for Digital Music, Centre for Intelligent Sensing, and Digital Environment Research Institute, and co-leads the School's Machine Listening Lab. His main research topic is computational audio analysis, also referred to as machine listening or computer audition - applied to music, urban, everyday and nature sounds. Between 2015-2020 he was Royal Academy of Engineering Research Fellow and has been principal- and co-investigator for several audio-related funded research projects on topics related to sound scene analysis, music information retrieval, and digital musicology. He is also Deputy Director for the UKRI Centre for Doctoral Training in Artificial Intelligence and Music (AIM). On academic service, he is currently secretary for the International Society for Music Information Retrieval (ISMIR), member & chair of the education subcommittee of the IEEE Technical Committee on Audio and Acoustic Signal Processing (AASP TC), member of the EURASIP Acoustic, Speech and Music Signal Processing Technical Area Committee (ASMSP TAC), associate editor for the IEEE/ACM Transactions on Audio, Speech, and Language Processing, and associate editor for the EURASIP Journal on Audio, Speech, and Music Processing. On university service, he is currently Director of Research for the School of EECS of Queen Mary.TeachingData Mining (Postgraduate) Data that has relevance for decision-making is accumulating at an incredible rate due to a host of technological advances. Electronic data capture has become inexpensive and ubiquitous as a by-product of innovations such as the Internet, e-commerce, electronic banking, point-of-sale devices, bar-code readers, and electronic patient records. Data mining is a rapidly growing field that is concerned with developing techniques to assist decision-makers to make intelligent use of these repositories. The field of data mining has evolved from the disciplines of statistics and artificial intelligence. This module will combine practical exploration of data mining techniques with a exploration of algorithms, including their limitations. Students taking this module should have an elementary understanding of probability concepts and some experience of programming. Electronic Engineering Mathematics 2 (Undergraduate) Module will cover topics in engineering mathematics relevant to Electronics and Electrical Engineering programs: Vector Calculus (field theory, surface and volume integration, field operators), linear algebra (matrices and matrix operations, applications to systems of equations, reduced Row Echelon Form, determinants, Cramer's rule, eigenvalues and eigenvectors), differential equations (solving first and second order DEs). Music Informatics (Postgraduate/Undergraduate) This module introduces students to state-of-the-art methods for the analysis of music data, with a focus on music audio. It presents in-depth studies of general approaches to the low-level analysis of audio signals, and follows these with specialised methods for the high-level analysis of music signals, including the extraction of information related to the rhythm, melody, harmony, form and instrumentation of recorded music. This is followed by an examination of the most important methods of extracting high-level musical content, sound source separation, and on analysing multimodal music data.ResearchResearch Interests: Machine listening / computer audition Machine learning for audio and sequential data Music information retrieval Computational sound scene analysis Computational musicology / ethnomusicology Research Funding For a list of funded research projects see: http://www.eecs.qmul.ac.uk/~emmanouilb/research.html Publications For a complete list of publications see: http://www.eecs.qmul.ac.uk/~emmanouilb/publications.htmlPublications Zhou Z, Wu Y, Wu Z et al. (2024). Can LLMs "Reason" in Music? An Evaluation of LLMs' Capability of Music Understanding and Generation. 25th International Society for Music Information Retrieval Conference (ISMIR) DOI: doi QMRO: qmroHref Deng Q, Yang Q, Yuan R et al. (2024). ComposerX: Multi-Agent Symbolic Music Composition with LLMs. 25th International Society for Music Information Retrieval Conference (ISMIR), DOI: 10.48550/arxiv.2404.18081 QMRO: qmroHref Weck B, Manco I, Benetos E et al. (2024). MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language Models. 25th International Society for Music Information Retrieval Conference (ISMIR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/98705 Steinmetz C, Singh S, Comunit� M et al. (2024). ST-ITO: Controlling audio effects for style transfer with inference-time optimization. 25th International Society for Music Information Retrieval Conference (ISMIR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/98593 Chang SK, Benetos E, KIRCHHOFF H et al. (2024). ˜YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation. IEEE International Workshop on Machine Learning for Signal Processing (MLSP) DOI: 10.48550/arxiv.2407.04822 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/98710 Torrisi A, De Almeida Nolasco IS, Versace E et al. (2024). Exploratory analysis of early-life chick calls. 4th International Workshop on Vocal Interactivity in-and-between Humans, Animals and Robots (VIHAR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/98700 Liang J, Nolasco I, Ghani B et al. (2024). Mind the Domain Gap: a Systematic Analysis on Bioacoustic Sound Event Detection. 32nd European Signal Processing Conference (EUSIPCO 2024) DOI: 10.48550/arxiv.2403.18638 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/97744 Huang J, Benetos E (2024). Towards Building an End-to-End Multilingual Automatic Lyrics Transcription Model. 32nd European Signal Processing Conference (EUSIPCO) DOI: 10.48550/arxiv.2406.17618 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/97337 Yuan R, Lin H, Wang Y et al. (2024). ChatMusician: Understanding and Generating Music Intrinsically with LLM. 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) DOI: 10.48550/arxiv.2402.16153 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/97871 Xompero A, Bontonou M, Arbona J-M et al. (2024). Explaining models relating objects and privacy. 3rd Explainable AI for Computer Vision (XAI4CV) Workshop at CVPR 2024 DOI: 10.48550/arXiv.2405.01646 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/96444 Deng Z, Ma Y, Liu Y et al. (2024). MusiLingo: bridging music and text with pre-trained language models for music captioning and query response. 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2024) DOI: 10.48550/arxiv.2309.08730 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/96229 Ozaki Y, Tierney A, Pfordresher PQ et al. (2024). Globally, songs and instrumental melodies are slower and higher and use more stable pitches than speech: A Registered Report. nameOfConference DOI: 10.1126/sciadv.adm9797 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/96939 Liang J, Zhang H, Liu H et al. (2024). WavCraft: audio editing and generation with large language models. ICLR 2024 Workshop on LLM Agents DOI: 10.48550/arxiv.2403.09527 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/97150 Li Y, Yuan R, Zhang G et al. (2024). MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training. International Conference on Learning Representations (ICLR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/95146 Postolache E, Mariani G, Cosmo L et al. (2024). Generalized multi-source inference for text conditioned music diffusion models. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) DOI: 10.1109/ICASSP48485.2024.10447122 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/93927 Liang J, Phan QH, Benetos E (2024). Learning from taxonomy: multi-label few-shot classification for everyday sound recognition. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) DOI: 10.1109/ICASSP48485.2024.10446908 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/97149 Li D, Ma Y, Wei W et al. (2024). MERTech: instrument playing technique detection using self-supervised pretrained model with multi-task finetuning. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) DOI: 10.1109/ICASSP48485.2024.10447445 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/93901 EDWARDS D, Dixon S, Benetos E et al. (2024). A Data-Driven Analysis of Robust Automatic Piano Transcription. nameOfConference DOI: 10.1109/LSP.2024.3363646 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/94700 Singh S, Steinmetz C, Benetos E et al. (2024). ATGNN: audio tagging graph neural network. nameOfConference DOI: 10.1109/LSP.2024.3352514 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/93742 Deb O, Benetos E, Torr P (2023). Remaining-useful-life prediction and uncertainty quantification using LSTM ensembles for aircraft engines. NeurIPS Workshop on Advancing Neural Network Training (WANT): Computational Efficiency, Scalability, and Resource Optimization DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/92326 Manco I, Weck B, Doh S et al. (2023). The Song Describer dataset: a corpus of audio captions for music-and-language evaluation. NeurIPS Machine Learning for Audio Workshop DOI: 10.48550/arxiv.2311.10057 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/93119 Yuan R, Ma Y, Li Y et al. (2023). MARBLE: Music Audio Representation Benchmark for Universal Evaluation. 37th Conference on Neural Information Processing Systems (NeurIPS) DOI: 10.48550/arxiv.2306.10548 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/93083 Ragano A, Benetos E, Hines A (2023). Learning Music Representations with wav2vec 2.0. 2023 31st Irish Conference on Artificial Intelligence and Cognitive Science (AICS) DOI: 10.1109/aics60730.2023.10470644 QMRO: qmroHref Ragano A, Benetos E, Hines A (2023). Learning Music Representations with wav2vec 2.0. 31st Irish Conference on Artificial Intelligence and Cognitive Science (AICS) DOI: 10.48550/arxiv.2210.15310 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/92418 Papaioannou C, Benetos E, Potamianos A (2023). From West to East: Who can understand the music of the others better?. 24th International Society for Music Information Retrieval Conference (ISMIR) DOI: 10.5281/zenodo.10265287 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/89661 Zhuo L, Yuan R, Pan J et al. (2023). LyricWhiz: Robust Multilingual Lyrics Transcription by Whispering to ChatGPT. 24th International Society for Music Information Retrieval Conference (ISMIR) DOI: 10.48550/arxiv.2306.17103 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/90411 Ma Y, Yuan R, Li Y et al. (2023). On the effectiveness of speech self-supervised learning for music. 24th International Society for Music Information Retrieval Conference (ISMIR) DOI: 10.48550/arxiv.2307.05161 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/90410 Sarkar S, Thorpe L, Benetos E et al. (2023). Leveraging synthetic data for improving chamber ensemble separation. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) DOI: 10.1109/WASPAA58266.2023.10248118 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/89844 Vahidi C, Singh S, Benetos E et al. (2023). Perceptual musical similarity metric learning with graph neural networks. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) DOI: 10.1109/WASPAA58266.2023.10248151 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/90297 Edwards D, Dixon S, Benetos E (2023). PiJAMA: Piano Jazz with Automatic MIDI Annotations. nameOfConference DOI: 10.5334/tismir.162 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/91025 Liang J, Liu X, Liu H et al. (2023). Adapting Language-Audio Models as Few-Shot Audio Learners. 24th Annual Conference of the International Speech Communication Association (INTERSPEECH) DOI: 10.21437/Interspeech.2023-1082 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/88692 Ragano A, Benetos E, Chinen M et al. (2023). A Comparison Of Deep Learning MOS Predictors For Speech Synthesis Quality. Irish Signals & Systems Conference 2023 DOI: 10.1109/ISSC59246.2023.10162088 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/87841 Ragano A, Benetos E, Hines A (2023). Audio Quality Assessment of Vinyl Music Collections Using Self-Supervised Learning. 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/icassp49357.2023.10096274 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/87840 Li Y, Cao W, Xie W et al. (2023). Few-shot Class-incremental Audio Classification Using Dynamically Expanded Classifier with Self-attention Modified Prototypes. nameOfConference DOI: 10.1109/TMM.2023.3280011 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/88344 Li Y, Yuan R, Zhang G et al. (2022). Large-Scale Pretrained Model for Self-Supervised Music Audio Representation Learning. DMRN+17: Digital Music Research Network One-day Workshop 2022 DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/83372 Liu L, KONG Q, Morfi G-V et al. (2022). Performance MIDI-to-score conversion by neural beat tracking. 23rd International Society for Music Information Retrieval Conference (ISMIR) DOI: 10.5281/zenodo.7316682 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/80694 Sarkar S, Benetos E, Sandler M (2022). EnsembleSet: A new high-quality synthesised dataset for chamber ensemble separation. 23rd International Society for Music Information Retrieval Conference (ISMIR) DOI: 10.5281/zenodo.7316740 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/80496 Manco I, Benetos E, QUINTON E et al. (2022). Contrastive audio-language learning for music. 23rd International Society for Music Information Retrieval Conference (ISMIR) DOI: 10.5281/zenodo.7316744 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/81922 Mai KT, Davies T, Griffi LD et al. (2022). Explaining the decisions of anomalous sound detectors. 7th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/82013 Liang J, Phan QH, Benetos E (2022). Leveraging label hierarchies for few-shot everyday sound recognition. 7th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/82109 Ozaki Y, Kuroyanagi J, McBride J et al. (2022). Similarities and differences in a cross-linguistic sample of song and speech recordings. Joint Conference on Language Evolution DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/78999 Singh S, Benetos E, Phan QH (2022). Hypernetworks for sound event detection: a proof-of-concept. 30th European Signal Processing Conference (EUSIPCO 2022) DOI: 10.23919/eusipco55093.2022.9909716 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/80502 Wang C, Benetos E, Versace E et al. (2022). Joint Scattering for Automatic Chick Call Recognition. 30th European Signal Processing Conference DOI: 10.23919/eusipco55093.2022.9909738 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/79120 Daikoku H, Ding S, Benetos E et al. (2022). Agreement among human and automated estimates of similarity in a global music sample. 10th International Workshop on Folk Music Analysis (FMA 2022) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/78967 Huang J, Benetos E, Ewert S (2022). Improving lyrics Alignment through Joint Pitch Detection. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP43922.2022.9746460 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/76603 Manco I, Benetos E, Quinton E et al. (2022). Learning music audio representations via weak language supervision. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP43922.2022.9746996 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/77270 Ou L, Guo Z, Benetos E et al. (2022). Exploring transformer's potential on automatic piano transcription. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) DOI: 10.1109/ICASSP43922.2022.9746789 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/76838 Ragano A, Benetos E, Hines A (2022). Automatic Quality Assessment of Digitized and Restored Sound Archives. nameOfConference DOI: 10.17743/jaes.2022.0002 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/76602 Wang C, Benetos E, Lostanlen V et al. (2022). Adaptive Scattering Transforms for Playing Technique Recognition. nameOfConference DOI: 10.1109/TASLP.2022.3156785 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/77277 Benetos E, Ragano A, Sgroi D et al. (2022). Measuring national mood with music: using machine learning to construct a measure of national valence from audio data. nameOfConference DOI: 10.3758/s13428-021-01747-7 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/75092 Terenzi A, Ortolani N, De Almeida Nolasco I et al. (2022). Comparison of feature extraction methods for sound-based classification of honey bee activity. nameOfConference DOI: 10.1109/TASLP.2021.3133194 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/75462 Bodo RPP, Benetos E, Queiroz M (2021). A framework for music similarity and cover song identification. 15th International Symposium on Computer Music Multidisciplinary Research (CMMR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/75043 Liu L, Morfi V, Benetos E (2021). ACPAS: A Dataset of Aligned Classical Piano Audio and Scores for Audio-to-Score Transcription. Late-Breaking Demo Session of the 22nd Int. Society for Music Information Retrieval Conference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/79136 Ozaki Y, McBride J, Benetos E et al. (2021). Agreement among human and annotated transcriptions of global songs. 22nd International Society for Music Information Retrieval Conference (ISMIR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/73595 Vianna Lordelo C, Benetos E, Dixon S et al. (2021). Pitch-informed instrument assignment using a deep convolutional network with multiple kernel shapes. 22nd International Society for Music Information Retrieval Conference (ISMIR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/73591 O'Hanlon K, Benetos E, Dixon S (2021). Detecting cover songs with pitch class key-invariant networks. IEEE International Workshop on Machine Learning for Signal Processing (MLSP) DOI: 10.1109/MLSP52302.2021.9596389 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/74336 Holzapfel A, Benetos E, Killick A et al. (2021). Humanities and Engineering Perspectives on Music Transcription. nameOfConference DOI: 10.1093/llc/fqab074 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/73459 Bear H, Morfi V, Benetos E (2021). An evaluation of data augmentation methods for sound scene geotagging. 22nd Annual Conference of the International Speech Communication Association (INTERSPEECH) DOI: 10.21437/Interspeech.2021-1837 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72840 Sarkar S, Benetos E, Sandler M (2021). Vocal Harmony Separation using Time-domain Neural Networks. 22nd Annual Conference of the International Speech Communication Association (INTERSPEECH) DOI: 10.21437/Interspeech.2021-1531 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72826 Zhao Y, Wang C, Fazekas G et al. (2021). Violinist identification based on vibrato features. 29th European Signal Processing Conference (EUSIPCO) DOI: 10.23919/EUSIPCO54536.2021.9616197 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72433 Manco I, Benetos E, Quinton E et al. (2021). MusCaps: generating captions for music audio. International Joint Conference on Neural Networks (IJCNN) DOI: 10.1109/IJCNN52387.2021.9533461 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72068 Cheuk KW, Luo Y-J, Benetos E et al. (2021). Revisiting the onsets and frames model with additive attention. International Joint Conference on Neural Networks (IJCNN) DOI: 10.1109/IJCNN52387.2021.9533407 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/72070 Liu L, Benetos E (2021). From Audio to Music Notation. nameOfConference DOI: 10.1007/978-3-030-72116-9_24 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/73211 Ragano A, Benetos E, Hines A (2021). More for Less: Non-Intrusive Speech Quality Assessment with Limited Annotations. 13th International Conference on Quality of Multimedia Experience (QoMEX) DOI: 10.1109/QoMEX51781.2021.9465410 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72280 Liu L, Morfi G-V, Benetos E (2021). Joint multi-pitch detection and score transcription for polyphonic piano music. IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP39728.2021.9413601 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/70432 Singh S, Bear H, Benetos E (2021). Prototypical Networks for Domain Adaptation in Acoustic Scene Classification. IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP39728.2021.9414876 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/70431 Subramanian V, Gururani S, Benetos E et al. (2021). Anomalous behaviour in loss-gradient based interpretability methods. RobustML workshop paper at ICLR 2021 DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/72075 Cheuk KW, Benetos E, Luo Y et al. (2021). The effect of spectrogram reconstructions on automatic music transcription: an alternative approach to improve transcription accuracy. 25th International Conference on Pattern Recognition (ICPR2020) DOI: 10.1109/ICPR48806.2021.9412155 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/67744 Lordelo C, Benetos E, Dixon S et al. (2021). PITCH-INFORMED INSTRUMENT ASSIGNMENT USING A DEEP CONVOLUTIONAL NETWORK WITH MULTIPLE KERNEL SHAPES. nameOfConference DOI: doi QMRO: qmroHref Vianna Lordelo C, Benetos E, Dixon S et al. (2021). Adversarial Unsupervised Domain Adaptation for Harmonic-Percussive Source Separation. nameOfConference DOI: 10.1109/LSP.2020.3045915 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/69527 Liu L, Morfi G-V, Benetos E (2020). Joint Piano-roll and Score Transcription for Polyphonic Piano Music. DMRN+15: Digital Music Research Network One-day Workshop DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/70433 Chettri B, Benetos E, Sturm BLT (2020). Dataset artefacts in anti-spoofing systems: a case study on the ASVspoof 2017 benchmark. nameOfConference DOI: 10.1109/TASLP.2020.3036777 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/67745 Chettri B, Kinnunen T, Benetos E (2020). Subband modeling for spoofing detection in automatic speaker verification. Odyssey 2020: The Speaker and Language Recognition Workshop DOI: 10.21437/Odyssey.2020-48 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/64069 Ragano A, Benetos E, Hines A (2020). Development of a Speech Quality Database Under Uncontrolled Conditions. 21st Annual Conference of the International Speech Communication Association (INTERSPEECH 2020) DOI: 10.21437/Interspeech.2020-1899 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/66680 Pankajakshan A, Bear H, Subramanian V et al. (2020). Memory Controlled Sequential Self Attention for Sound Recognition. 21st Annual Conference of the International Speech Communication Association (INTERSPEECH 2020) DOI: 10.21437/Interspeech.2020-1953 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/67665 MISHRA S, Benetos E, Sturm B et al. (2020). Reliable Local Explanations for Machine Listening. International Joint Conference on Neural Networks (IJCNN) DOI: 10.1109/IJCNN48605.2020.9207444 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/64505 Ycart A, Liu L, Benetos E et al. (2020). Investigating the Perceptual Validity of Evaluation Metrics for Automatic Piano Music Transcription. nameOfConference DOI: 10.5334/tismir.57 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/65069 Ragano A, Benetos E, Hines A (2020). Audio impairment recognition using a correlation-based feature representation. 12th International Conference on Quality of Multimedia Experience (QoMEX) DOI: 10.1109/QoMEX48832.2020.9123111 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/63540 SUBRAMANIAN V, Pankajakshan A, Benetos E et al. (2020). A Study on the Transferability of Adversarial Attacks in Sound Event Classification. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020) DOI: 10.1109/ICASSP40776.2020.9054445 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/63241 Wei W, Zhu H, Benetos E et al. (2020). A-CRNN: a domain adaptation model for sound event detection. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020) DOI: 10.1109/ICASSP40776.2020.9054248 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/63518 Martinez Ramirez M, Benetos E, Reiss J (2020). Modeling plate and spring reverberation using a DSP-informed deep neural network. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020) DOI: 10.1109/ICASSP40776.2020.9053093 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/62846 Wang C, Lostanlen V, Benetos E et al. (2020). Playing Technique Recognition by Joint Time–Frequency Scattering. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020) DOI: 10.1109/ICASSP40776.2020.9053474 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/63588 Ycart A, Liu L, Benetos E et al. (2020). Musical Features for Automatic Music Transcription Evaluation. nameOfConference DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/70213 Ycart A, Benetos E (2020). Learning and Evaluation Methodologies for Polyphonic Music Sequence Prediction with LSTMs. nameOfConference DOI: 10.1109/TASLP.2020.2987130 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/63818 Chettri B, Kinnunen T, Benetos E (2020). Deep Generative Variational Autoencoding for Replay Spoof Detection in Automatic Speaker Verification. nameOfConference DOI: 10.1016/j.csl.2020.101092 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/63242 Martinez Ramirez M, Benetos E, Reiss J (2020). Deep Learning for Black-Box Modeling of Audio Effects. nameOfConference DOI: 10.3390/app10020638 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/62479 Liu L, Benetos E (2019). Automatic Music Accompaniment with a Chroma-based Music Data Representation. DMRN+14: Digital Music Research Network One-day Workshop DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/62518 Ycart A, Stoller D, Benetos E (2019). A Comparative Study of Neural Models for Polyphonic Music Sequence Transduction. 20th conference of the International Society for Music Information Retrieval (ISMIR) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59184 Wang C, Benetos E, Lostanlen V et al. (2019). Adaptive Time–Frequency Scattering for Periodic Modulation Recognition in Music Signals. International Society for Music Information Retrieval Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59179 Holzapfel A, Benetos E (2019). Automatic music transcription and ethnomusicology: a user study. 20th conference of the International Society for Music Information Retrieval (ISMIR) DOI: doi QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/59182 Ycart A, McLeod A, Benetos E et al. (2019). Blending acoustic and language model predictions for automatic music transcription. 20th conference of the International Society for Music Information Retrieval (ISMIR) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59183 Wang C, Benetos E, Chew E (2019). CBF-periDB: A Chinese Bamboo Flute Dataset for Periodic Modulation Analysis. International Society for Music Information Retrieval Conference Late-Breaking Demo Session DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59775 Singh S, Pankajakshan A, Benetos E (2019). Audio tagging using a linear noise modelling layer. 4th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2019) DOI: 10.33682/zyc0-jw35 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59660 Pankajakshan A, Bear H, Benetos E (2019). Onsets, activity, and events: a multi-task approach for polyphonic sound event modelling. 4th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2019) DOI: 10.33682/sm6r-8p49 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59659 SUBRAMANIAN V, Benetos E, Sandler M (2019). Robustness of Adversarial Attacks in Sound Event Classification. 4th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2019) DOI: 10.33682/sp9n-qk06 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59658 Bear H, Heittola T, Mesaros A et al. (2019). City classification from multiple real-world sound scenes. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics DOI: 10.1109/WASPAA.2019.8937271 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59069 Vianna Lordelo C, Benetos E, Dixon S et al. (2019). Investigating kernel shapes and skip connections for deep learning-based harmonic-percussive separation. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics DOI: 10.1109/WASPAA.2019.8937079 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59067 Pankajakshan A, Bear H, Benetos E (2019). Polyphonic sound event and sound activity detection: a multi-task approach. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics DOI: 10.1109/WASPAA.2019.8937193 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59068 Chettri B, Stoller D, Morfi V et al. (2019). Ensemble Models for Spoofing Detection in Automatic Speaker Verification. 20th Annual Conference of the International Speech Communication Association (INTERSPEECH 2019) DOI: 10.21437/Interspeech.2019-2505 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/58459 Bear H, Nolasco I, Benetos E (2019). Towards joint sound scene and polyphonic sound event recognition. 20th Annual Conference of the International Speech Communication Association (INTERSPEECH 2019) DOI: 10.21437/Interspeech.2019-2169 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/58478 Martinez Ramirez M, Benetos E, Reiss J (2019). A general-purpose deep learning approach to model time-varying audio effects. International Conference on Digital Audio Effects (DAFx-19) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/58376 Zhou Q, Feng Z, Benetos E (2019). Adaptive Noise Reduction for Sound Event Detection Using Subband-Weighted NMF. nameOfConference DOI: 10.3390/s19143206 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/58616 Subramanian V, Benetos E, Xu N et al. (2019). Adversarial Attacks in Sound Event Classification.. nameOfConference DOI: doi QMRO: qmroHref Covas E, Benetos E (2019). Optimal Neural Network Feature Selection for Spatial-Temporal Forecasting. nameOfConference DOI: 10.1063/1.5095060 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/57841 Ragano A, BENETOS E, Hines A (2019). Adapting the Quality of Experience Framework for Audio Archive Evaluation. 11th International Conference on Quality of Multimedia Experience DOI: 10.1109/QoMEX.2019.8743302 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/57323 WANG C, BENETOS E, MENG X et al. (2019). HMM-based Glissando Detection for Recordings of Chinese Bamboo Flute. Sound and Music Computing Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/57029 Lins F, Johann M, BENETOS E et al. (2019). Automatic Transcription of Diatonic Harmonica Recordings. IEEE International Conference on Acoustics, Speech, and Signal Processing DOI: 10.1109/ICASSP.2019.8682334 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/56489 Phaye SSR, BENETOS E, Wang Y (2019). SubSpectralNet - Using sub-spectrogram based convolutional neural networks for acoustic scene classification. IEEE International Conference on Acoustics, Speech, and Signal Processing DOI: 10.1109/ICASSP.2019.8683288 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/55777 MISHRA S, STOLLER D, BENETOS E et al. (2019). GAN-based Generation and Automatic Selection of Explanations for Neural Networks. SafeML ICLR 2019 Workshop DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/57216 Nolasco I, Terenzi A, Cecchi S et al. (2019). Audio-based identification of beehive states. IEEE International Conference on Acoustics, Speech, and Signal Processing DOI: 10.1109/ICASSP.2019.8682981 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/55776 BENETOS E, DIXON S, Duan Z et al. (2019). Automatic Music Transcription: An Overview. nameOfConference DOI: 10.1109/MSP.2018.2869928 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/54987 CHETTRI B, MISHRA S, STURM B et al. (2018). Analysing the predictions of a CNN-based replay spoofing detection system. 2018 IEEE Workshop on Spoken Language Technology DOI: 10.1109/SLT.2018.8639666 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/55093 BEAR H, BENETOS E (2018). An extensible cluster-graph taxonomy for open set sound scene analysis. Workshop on Detection and Classification of Acoustic Scenes and Events DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/45944 Nolasco I, BENETOS E (2018). To bee or not to bee: Investigating machine learning approaches for beehive sound recognition. 2018 Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2018) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/53444 YCART A, BENETOS E (2018). A-MAPS: Augmented MAPS Dataset with Rhythm and Key Annotations. 19th International Society for Music Information Retrieval Conference Late-Breaking Demos Session DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/45985 WANG C, BENETOS E, MENG X et al. (2018). Towards HMM-based glissando detection for recordings of Chinese bamboo flute. International Society for Music Information Retrieval Conference Late-Breaking Demos Session DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/45825 CHETTRI B, STURM BLT, BENETOS E (2018). Analysing replay spoofing countermeasure performance under varied conditions. IEEE International Workshop on Machine Learning for Signal Processing DOI: 10.1109/MLSP.2018.8516968 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/49725 Ali H, Tran SN, Benetos E et al. (2018). Speaker recognition with hybrid features from a deep belief network. nameOfConference DOI: 10.1007/s00521-016-2501-7 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/15698 Chettri B, Mishra S, Sturm BL et al. (2018). A Study On Convolutional Neural Network Based End-To-End Replay Anti-Spoofing. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/62299 YCART A, BENETOS E (2018). Polyphonic Music Sequence Transduction with Meter-Constrained LSTM Networks. IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP.2018.8462128 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/34703 Nakamura E, BENETOS E, Yoshii K et al. (2018). Towards Complete Polyphonic Music Transcription: Integrating Multi-Pitch Detection and Rhythm Quantization. IEEE International Conference on Acoustics, Speech and Signal Processing DOI: 10.1109/ICASSP.2018.8461914 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/40583 Valero-Mas JJ, BENETOS E, Iñesta JM (2018). A Supervised Classification Approach for Note Tracking in Polyphonic Piano Transcription. nameOfConference DOI: 10.1080/09298215.2018.1451546 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/36298 Mesaros A, Heittola T, Benetos E et al. (2018). Detection and Classification of Acoustic Scenes and Events: Outcome of the DCASE 2016 Challenge. nameOfConference DOI: 10.1109/TASLP.2017.2778423 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/28982 PANTELI M, BENETOS E, DIXON S (2018). A review of manual and computational approaches for the study of world music corpora. nameOfConference DOI: 10.1080/09298215.2017.1418896 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/31440 BENETOS E, STOWELL D, PLUMBLEY M (2018). Approaches to complex sound scene analysis. nameOfConference DOI: 10.1007/978-3-319-63450-0 QMRO: qmroHref (2018). Proceedings of the 19th International Society for Music Information Retrieval Conference, ISMIR 2018, Paris, France, September 23-27, 2018. nameOfConference DOI: doi QMRO: qmroHref PANTELI M, BENETOS E, DIXON S (2017). A computational study on outliers in world music. nameOfConference DOI: 10.1371/journal.pone.0189399 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/31245 McLeod A, Schramm R, Steedman M et al. (2017). Automatic Transcription of Polyphonic Vocal Music. nameOfConference DOI: 10.3390/app7121285 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/30824 Ycart A, Benetos E (2017). A study on LSTM networks for polyphonic music sequence modelling. 18th International Society for Music Information Retrieval Conference (ISMIR 2017) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/24946 Schramm R, McLeod A, Steedman M et al. (2017). Multi-pitch detection and voice assignment for a cappella recordings of multiple singers. 18th International Society for Music Information Retrieval Conference (ISMIR 2017) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/25292 Lafay G, Benetos E, Lagrange M (2017). Sound Event Detection in Synthetic Audio: Analysis of the DCASE 2016 Task Results. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA 2017) DOI: 10.1109/WASPAA.2017.8169985 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/25293 YCART A, BENETOS E (2017). Neural Music Language Models: investigating the training process. International Conference of Students of Systematic Musicology DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/36559 Valero-Mas JJ, Benetos E, Iñesta JM (2017). Assessing the Relevance of Onset Information for Note Tracking in Piano Music Transcription. 2017 AES International Conference on Semantic Audio DOI: 10.17743/aesconf.2017.978-1-942220-15-2 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/22497 Schramm R, Benetos E (2017). Automatic Transcription of a Cappella Recordings from Multiple Singers. 2017 AES International Conference on Semantic Audio DOI: 10.17743/aesconf.2017.978-1-942220-15-2 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/22496 Benetos E (2017). Polyphonic note and instrument tracking using linear dynamical systems. 2017 AES International Conference on Semantic Audio DOI: 10.17743/aesconf.2017.978-1-942220-15-2 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/22284 Stowell D, Benetos E, Gill LF (2017). On-Bird Sound Recordings: Automatic Acoustic Recognition of Activities and Contexts.. nameOfConference DOI: 10.1109/TASLP.2017.2690565 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/18483 Benetos E, Lafay G, Lagrange M et al. (2017). Polyphonic Sound Event Tracking using Linear Dynamical Systems. nameOfConference DOI: 10.1109/TASLP.2017.2690576 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/19368 Russell AJ, Benetos E, d'Avila Garcez AS (2017). On the Memory Properties of Recurrent Neural Models. International Joint Conference on Neural Networks (IJCNN 2017) DOI: 10.1109/IJCNN.2017.7966173 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/22173 Abdallah S, Benetos E, Gold N et al. (2017). The Digital Music Lab: A Big Data Infrastructure for Digital Musicology. nameOfConference DOI: 10.1145/2983918 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/15701 BENETOS E, Schramm, R (2016). Automatic Transcription of Vocal Quartets. DMRN+11: Digital Music Research Network One-day Workshop 2016 DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/19399 YCART A, Benetos E (2016). Towards a Music Language Model for Audio Analysis. DMRN+11: Digital Music Research Network One-day Workshop 2016 DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/19394 Valero-Mas JJ, Benetos E, Iñesta JM (2016). Classification-based Note Tracking for Automatic Music Transcription. 9th International Workshop on Machine Learning and Music DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/14957 Abdallah S, Benetos E, Gold N et al. (2016). Digital Music Lab: A Framework for Analysing Big Music Data. 24th European Signal Processing Conference DOI: 10.1109/EUSIPCO.2016.7760422 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/13424 Cheng T, Mauch M, Benetos E et al. (2016). An attack/decay model for piano transcription. 17th International Society for Music Information Retrieval Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/12637 Panteli M, Benetos E, Dixon S (2016). Learning a feature space for similarity in world music. 17th International Society for Music Information Retrieval Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/12616 Holzapfel A, Benetos E (2016). The Sousta corpus: Beat-informed automatic transcription of traditional dance tunes. 17th International Society for Music Information Retrieval Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/12636 Lafay G, Lagrange M, Rossignol M et al. (2016). A morphological model for simulating acoustic scenes and its application to sound event detection. nameOfConference DOI: 10.1109/TASLP.2016.2587218 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/17621 Panteli M, Benetos E, Dixon S (2016). Automatic detection of outliers in world music collections. Fourth International Conference on Analytical Approaches to World Music (AAWM 2016) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/11743 Benetos E, Lafay G, Lagrange M et al. (2016). Detection of overlapping acoustic events using a temporally-constrained probabilistic model. IEEE International Conference on Acoustics, Speech, and Signal Processing DOI: 10.1109/ICASSP.2016.7472919 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/11120 Sigtia S, Benetos E, Dixon S (2016). An End-to-End Neural Network for Polyphonic Piano Music Transcription. nameOfConference DOI: 10.1109/TASLP.2016.2533858 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/17623 Benetos E, Weyde T (2015). An efficient temporally-constrained probabilistic model for multiple-instrument music transcription. 16th International Society for Music Information Retrieval Conference (ISMIR) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9852 BENETOS E, Holzapfel A (2015). Automatic transcription of Turkish microtonal music. nameOfConference DOI: 10.1121/1.4930187 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/11122 Stowell D, Giannoulis D, Benetos E et al. (2015). Detection and Classification of Acoustic Scenes and Events. nameOfConference DOI: 10.1109/TMM.2015.2428998 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9390 Rossignol M, Lagrange M, Lafay G et al. (2015). Alternate level clustering for drum transcription. 23rd European Signal Processing Conference (EUSIPCO) DOI: 10.1109/EUSIPCO.2015.7362739 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9853 Abdallah S, Alencar-Brayner A, BENETOS E et al. (2015). Automatic transcription and pitch analysis of the British Library World & Traditional Music Collection. 5th International Workshop on Folk Music Analysis DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9391 Sigtia S, Benetos E, Boulanger-Lewandowski N et al. (2015). A Hybrid Recurrent Neural Network for Music Transcription. 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/ICASSP.2015.7178333 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9420 Benetos E, Badeau R, Weyde T et al. (2014). Template Adaptation for Improving Automatic Music Transcription. 15th International Society for Music Information Retrieval Conference (ISMIR) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9414 Tidhar D, Dixon S, Benetos E et al. (2014). The temperament police. nameOfConference DOI: 10.1093/em/cau101 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9419 Weyde T, Cottrell S, Dykes J et al. (2014). Big Data for Musicology. 1st International Digital Libraries for Musicology workshop DOI: 10.1145/2660168.2660187 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9417 Wolff D, Tidhar D, Benetos E et al. (2014). Incremental dataset definition for large scale musicological research. 1st International Digital Libraries for Musicology workshop DOI: 10.1145/2660168.2660176 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9416 Tran S, Benetos E, d Avila Garcez A (2014). Learning motion-difference features using Gaussian restricted Boltzmann machines for efficient human action recognition. 2014 International Joint Conference on Neural Networks (IJCNN) DOI: 10.1109/IJCNN.2014.6889945 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9411 Benetos E, Holzapfel A (2014). Incorporating pitch class profiles for improving automatic transcription of Turkish makam music. 4th International Workshop on Folk Music Analysis DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9392 Giannoulis D, Benetos E, Klapuri A et al. (2014). Improving instrument recognition in polyphonic music through system integration. IEEE International Conference on Acoustics, Speech, and Signal Processing DOI: 10.1109/ICASSP.2014.6854599 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/5979 Benetos E, Jansson A, Weyde T (2014). Improving automatic music transcription through key detection. AES 53rd International Conference on Semantic Audio DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9412 Benetos E, Ewert S, Weyde T (2014). Automatic Transcription Of Pitched And Unpitched Sounds From Polyphonic Music. nameOfConference DOI: 10.1109/ICASSP.2014.6854172 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9413 Sigtia S, Benetos E, Cherla S et al. (2014). RNN-based Music Language Models for Improving Automatic Music Transcription. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9415 BARTHET M, Benetos E, Cottrell S et al. (2014). The DML Research Project: Digital Music Lab - Analysing Big Music Data. Workshop on "Big Data: Challenges and Applications", Imperial College, London DOI: doi QMRO: qmroHref Benetos E, Dixon S, Giannoulis D et al. (2013). Automatic music transcription: Challenges and future directions. nameOfConference DOI: 10.1007/s10844-013-0258-3 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/7938 Benetos E, Holzapfel A (2013). Automatic transcription of Turkish makam music. 14th International Society for Music Information Retrieval Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9421 Benetos E, Weyde T (2013). Explicit duration hidden Markov models for multiple-instrument polyphonic music transcription. 14th International Society for Music Information Retrieval Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9432 de Valk R, Weyde T, Benetos E (2013). A machine learning approach to voice separation in lute tablature. 14th International Society for Music Information Retrieval Conference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9436 Giannoulis D, Benetos E, Stowell D et al. (2013). Detection and classification of acoustic scenes and events: an IEEE AASP challenge. IEEE Workshop on Applications of Signal Processing to Audio and Acoustics DOI: 10.1109/WASPAA.2013.6701819 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9439 Giannoulis D, Stowell D, Benetos E et al. (2013). A database and challenge for acoustic scene classification and event detection. 21st European Signal Processing Conference DOI: doi QMRO: qmroHref Benetos E, Cherla S, Weyde T (2013). An efficient shift-invariant model for polyphonic music transcription. 6th International Workshop on Machine Learning and Music DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9438 Serra X, Magas M, Benetos E et al. (2013). Roadmap for Music Information ReSearch. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Dixon S (2013). Multiple-instrument polyphonic music transcription using a temporally constrained shift-invariant model. nameOfConference DOI: 10.1121/1.4790351 QMRO: qmroHref BENETOS E (2012). Automatic transcription of polyphonic music exploiting temporal evolution. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/15758 BENETOS E, Dixon S, Giannoulis D et al. (2012). Automatic Music Transcription: Breaking the Glass Ceiling. 13th International Society for Music Information Retrieval Conference (ISMIR 2012) DOI: doi QMRO: qmroHref Benetos E, Dixon S (2012). Temporally-constrained convolutive probabilistic latent component analysis for multi-pitch detection. nameOfConference DOI: 10.1007/978-3-642-28551-6_45 QMRO: qmroHref Benetos E, Dixon S (2012). A shift-invariant latent variable model for automatic music transcription. nameOfConference DOI: 10.1162/COMJ_a_00146 QMRO: qmroHref Benetos E, Lagrange M, Dixon S (2012). Characterisation of acoustic scenes using a temporally-constrained shift-invariant model. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Klapuri A, Dixon S (2012). Score-informed transcription for automatic piano tutoring. 20th European Signal Processing Conference DOI: doi QMRO: qmroHref Benetos E, Dixon S (2011). A temporally-constrained convolutive probabilistic model for pitch detection. 2011 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) DOI: 10.1109/ASPAA.2011.6082270 QMRO: qmroHref Benetos E, Dixon S (2011). Joint multi-pitch detection using harmonic envelope estimation for polyphonic music transcription. nameOfConference DOI: 10.1109/JSTSP.2011.2162394 QMRO: qmroHref Mearns L, Benetos E, Dixon S (2011). Automatically detecting key modulations in J.S. Bach chorale recordings. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Dixon S (2011). Multiple-instrument polyphonic music transcription using a convolutive probabilistic model. 8th Sound and Music Computing Conference DOI: doi QMRO: qmroHref Benetos E, Dixon S (2011). Polyphonic music transcription using note onset and offset detection. nameOfConference DOI: 10.1109/ICASSP.2011.5946322 QMRO: qmroHref Dixon S, Tidhar D, Benetos E (2011). The temperament police: The truth, the ground truth, and nothing but the truth. 12th International Society for Music Information Retrieval Conference DOI: doi QMRO: qmroHref Benetos E, Dixon S (2010). Multiple-F0 estimation of piano sounds exploiting spectral structure and temporal evolution. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Stylianou Y (2010). Auditory spectrum-based pitched instrument onset detection. nameOfConference DOI: 10.1109/TASL.2010.2040785 QMRO: qmroHref Anglade A, Benetos E, Mauch M et al. (2010). Improving music genre classification using automatically induced harmony rules. nameOfConference DOI: 10.1080/09298215.2010.525654 QMRO: qmroHref Benetos E, Kotropoulos C (2010). Non-negative tensor factorization applied to music genre classification. nameOfConference DOI: 10.1109/TASL.2010.2040784 QMRO: qmroHref Benetos E, Holzapfel A, Stylianou Y (2009). Pitched instrument onset detection based on auditory spectra. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Kotropoulos C (2008). A tensor-based approach for automatic music genre classification. nameOfConference DOI: doi QMRO: qmroHref Spachos D, Zlantintsi A, Moschou V et al. (2008). MUSCLE movie-database: a multimodal corpus with rich annotation for dialogue and saliency detection. nameOfConference DOI: doi QMRO: qmroHref Kotti M, Benetos E, Kotropoulos C (2008). Computationally efficient and robust BIC-based speaker segmentation. nameOfConference DOI: 10.1109/TASL.2008.925152 QMRO: qmroHref BENETOS E, Siatras S, Kotropoulos C et al. (2008). Movie analysis with emphasis to dialogue and action scene detection. nameOfConference DOI: 10.1007/978-0-387-76316-3_7 QMRO: qmroHref Panagakis I, Benetos E, Kotropoulos C (2008). Music Genre Classification: A Multilinear Approach.. nameOfConference DOI: doi QMRO: qmroHref Kotti M, Benetos E, Kotropoulos C (2007). Neural network-based movie dialogue detection. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Kotti M, Kotropoulos C (2007). Large scale musical instrument identification. nameOfConference DOI: doi QMRO: qmroHref Kotti M, Benetos E, Kotropoulos C et al. (2007). A neural network approach to audio-assisted movie dialogue detection.. nameOfConference DOI: 10.1016/j.neucom.2007.08.006 QMRO: qmroHref Moschou V, Kotti M, Benetos E et al. (2007). Systematic comparison of BIC-based speaker segmentation systems. nameOfConference DOI: 10.1109/MMSP.2007.4412819 QMRO: qmroHref Benetos E, Kotti M, Kotropoulos C (2006). Applying Supervised Classifiers Based on Non-negative Matrix Factorization to Musical Instrument Classification.. nameOfConference DOI: 10.1109/ICME.2006.262650 QMRO: qmroHref Kotti M, Martins LPM, Benetos E et al. (2006). Automatic Speaker Segmentation using Multiple Features and Distance Measures: A Comparison of Three Approaches.. nameOfConference DOI: 10.1109/ICME.2006.262727 QMRO: qmroHref Kotti M, Benetos E, Kotropoulos C (2006). Automatic speaker change detection with the Bayesian information criterion using MPEG-7 features and a fusion scheme.. nameOfConference DOI: 10.1109/ISCAS.2006.1692970 QMRO: qmroHref Benetos E, Kotti M, Kotropoulos C (2006). Musical instrument classification using non-negative matrix factorization algorithms and subset feature selection. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Kotti M, Kotropoulos C (2006). Musical instrument classification using non-negative matrix factorization algorithms.. nameOfConference DOI: 10.1109/ISCAS.2006.1692967 QMRO: qmroHref Benetos E, Kotropoulos C, Lidy T et al. (2006). Testing supervised classifiers based on non-negative matrix factorization to musical instrument classification. nameOfConference DOI: doi QMRO: qmroHref Benetos E, Kotti M, Kotropoulos C et al. (2005). Comparison of subspace analysis-based and statistical model-based algorithms for musical instrument classification. nameOfConference DOI: doi QMRO: qmroHref