Dr Emmanouil Benetos

Teaching

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.

Research

Research Interests:

Publications

• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/59184

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/59179

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/59183

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/59775

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/59660

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/59659

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/59658

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/59069

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/59067

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/59068

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/58459

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/58478

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/58616

  
  

  Citations: 0
• Covas E, Benetos E (2019). Optimal Neural Network Feature Selection for Spatial-Temporal Forecasting. nameOfConference

  
  

  DOI: 10.1063/1.5095060

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/57841

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/57323

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/57029

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/55777

  
  

  Citations: 0
• BENETOS E, DIXON S, Duan Z et al. (2019). Automatic Music Transcription: An Overview. nameOfConference

  
  

  DOI: 10.1109/MSP.2018.2869928

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/54987

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/55093

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/53444

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/45985

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/45825

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/49725

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/36298

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/34703

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/40583

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/31440

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/15698

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/28982

  
  

  Citations: 0
• BENETOS E, STOWELL D, PLUMBLEY M (2018). Approaches to complex sound scene analysis. nameOfConference

  
  

  DOI: 10.1007/978-3-319-63450-0

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• PANTELI M, BENETOS E, DIXON S (2017). A computational study on outliers in world music. nameOfConference

  
  

  DOI: 10.1371/journal.pone.0189399

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/31245

  
  

  Citations: 0
• McLeod A, Schramm R, Steedman M et al. (2017). Automatic Transcription of Polyphonic Vocal Music. nameOfConference

  
  

  DOI: 10.3390/app7121285

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/30824

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/24946

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/25292

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/25293

  
  

  Citations: 0
• YCART A, BENETOS E (2017). Neural Music Language Models: investigating the training process. International Conference of Students of Systematic Musicology

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/36559

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/22497

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/22496

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/22284

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/18483

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/19368

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/22173

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/15701

  
  

  Citations: 0
• BENETOS E, Schramm, R (2016). Automatic Transcription of Vocal Quartets. DMRN+11: Digital Music Research Network One-day Workshop 2016

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/19399

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/19394

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/17621

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/14957

  
  

  Citations: 0
• 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: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/13424

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/12637

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/12616

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/12636

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/11743

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/17623

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/11120

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9852

  
  

  Citations: 0
• BENETOS E, Holzapfel A (2015). Automatic transcription of Turkish microtonal music. nameOfConference

  
  

  DOI: 10.1121/1.4930187

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/11122

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9390

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9853

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9391

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9420

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9414

  
  

  Citations: 0
• Tidhar D, Dixon S, Benetos E et al. (2014). The temperament police. nameOfConference

  
  

  DOI: 10.1093/em/cau101

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/9419

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9417

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9416

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9411

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9392

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/5979

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9412

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9413

  
  

  Citations: 0
• Sigtia S, Benetos E, Cherla S et al. (2014). RNN-based Music Language Models for Improving Automatic Music Transcription. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/9415

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/7938

  
  

  Citations: 0
• Benetos E, Holzapfel A (2013). Automatic transcription of Turkish makam music. 14th International Society for Music Information Retrieval Conference

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/9421

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9432

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9436

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9439

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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://qmro.qmul.ac.uk/xmlui/handle/123456789/9438

  
  

  Citations: 0
• Serra X, Magas M, Benetos E et al. (2013). Roadmap for Music Information ReSearch. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• BENETOS E (2012). Automatic transcription of polyphonic music exploiting temporal evolution. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/15758

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• Benetos E, Dixon S (2012). A shift-invariant latent variable model for automatic music transcription. nameOfConference

  
  

  DOI: 10.1162/COMJ_a_00146

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Benetos E, Lagrange M, Dixon S (2012). Characterisation of acoustic scenes using a temporally-constrained shift-invariant model. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Benetos E, Klapuri A, Dixon S (2012). Score-informed transcription for automatic piano tutoring. 20th European Signal Processing Conference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• Mearns L, Benetos E, Dixon S (2011). Automatically detecting key modulations in J.S. Bach chorale recordings. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• Benetos E, Dixon S (2011). Polyphonic music transcription using note onset and offset detection. nameOfConference

  
  

  DOI: 10.1109/ICASSP.2011.5946322

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• Benetos E, Dixon S (2010). Multiple-F0 estimation of piano sounds exploiting spectral structure and temporal evolution. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Benetos E, Stylianou Y (2010). Auditory spectrum-based pitched instrument onset detection. nameOfConference

  
  

  DOI: 10.1109/TASL.2010.2040785

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• Benetos E, Kotropoulos C (2010). Non-negative tensor factorization applied to music genre classification. nameOfConference

  
  

  DOI: 10.1109/TASL.2010.2040784

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Benetos E, Holzapfel A, Stylianou Y (2009). Pitched instrument onset detection based on auditory spectra. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Benetos E, Kotropoulos C (2008). A tensor-based approach for automatic music genre classification. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• Kotti M, Benetos E, Kotropoulos C (2008). Computationally efficient and robust BIC-based speaker segmentation. nameOfConference

  
  

  DOI: 10.1109/TASL.2008.925152

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• Panagakis I, Benetos E, Kotropoulos C (2008). Music Genre Classification: A Multilinear Approach.. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Kotti M, Benetos E, Kotropoulos C (2007). Neural network-based movie dialogue detection. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• Benetos E, Kotti M, Kotropoulos C (2007). Large scale musical instrument identification. nameOfConference

  
  

  DOI: doi

  
  

  QMRO: qmroHref

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0
• 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

  
  

  Citations: 0