Dr George Fazekas

Senior Lecturer

School of Electronic Engineering and Computer Science
Queen Mary University of London

george.fazekas@qmul.ac.uk

www.qmul.ac.uk/eecs/people/profiles/fazekasgyorgy.html

Centre for Multimodal AI

Research
Publications
Grants

Research

semantic audio, music information retrieval, semantic webmusic, emotion recognition, deep learning

Interests

My main research interest is Semantic Audio, an interdisciplinary field in the confluence of Digital Signal Processing, Machine Learning, and various knowledge representation and knowledge sharing technologies such as Semantic Web Ontologies, Linked-data, knowledge-based reasoning and the Semantic Web. I'm interested in extracting, analysing and linking data about music and developing applications that use semantic metadata, bringing the power of semantic technologies to music technology.

Publications

Publications of specific relevance to the Centre for Multimodal AI

2024

Knowledge Discovery in Optical Music Recognition: Enhancing Information Retrieval with Instance Segmentation
Shatri E and Fazekas G
International Conference on Knowledge Discovery and Information Retrieval Porto, Portugal 17 Nov 2024 - 19 Nov 2024.

DOI 10.5220/0012947500003838

QMRO

19-11-2024

Diff-MSTC: A Mixing Style Transfer Prototype for Cubase
Vanka S, Hannink L, Rolland J-B and Fazekas G
International Society for Music Information Retrieval San Francisco 10 Nov 2024 - 15 Nov 2024.
11-11-2024

Proceedings of the 25th International Society for Music Information Retrieval Conference
Guinot J, Fazekas G and Quinton E
The 25th International Society for Music Information Retrieval Conference San Francisco, USA 9 Nov 2024 - 15 Nov 2024.
10-11-2024

Diff-MST: Differentiable Mixing Style Transfer
Vanka S, Steinmetz C, Rolland J-B, Reiss J and Fazekas G
International Society of Music Information Retrieval San Francisco 10 Nov 2024 - 14 Nov 2024.

QMRO

10-11-2024

MuChoMusic: Evaluating Music Understanding in Multimodal Audio-Language Models
Weck B, Manco I, Benetos E, QUINTON E, Fazekas G and Bogdanov D
25th International Society for Music Information Retrieval Conference (ISMIR) San Francisco, CA, USA 10 Nov 2024 - 14 Nov 2024.

DOI 10.48550/arxiv.2408.01337

QMRO

10-11-2024

Multi-Signal Informed Attention for Beat and Downbeat Detection
Bolt J, Pauwels J and Fazekas G
2024 IEEE 5th International Symposium on the Internet of Sounds (IS2). vol. 00, 1-7.

DOI 10.1109/is262782.2024.10704128

QMRO

02-10-2024

Composer Style-specific Symbolic Music Generation Using Vector Quantized Discrete Diffusion Models
Zhang J, Fazekas G and Saitis C
IEEE International Workshop on Machine Learning for Signal Processing (MLSP) 22 Sep 2024 - 25 Sep 2024.

DOI 10.48550/arXiv.2310.14044

QMRO

22-09-2024

Differentiable All-pole Filters for Time-varying Audio Systems
Yu C-Y, Mitcheltree C, Carson A, Bilbao S, Reiss J and Fazekas G
International Conference on Digital Audio Effects 2024 Guildford, Surrey, UK 3 Sep 2024 - 7 Sep 2024.

DOI 10.48550/arXiv.2404.07970

QMRO

03-09-2024

Differentiable Time-Varying Linear Prediction in the Context of End-to-End Analysis-by-Synthesis
Yu C-Y and Fazekas G
INTERSPEECH 2024 Kos Island, Greece 1 Sep 2024 - 5 Sep 2024.

DOI 10.21437/Interspeech.2024-1187

QMRO

01-09-2024

Tidal MerzA: Combining affective modelling and autonomous code generation through Reinforcement Learning
Wilson E, Fazekas G and Wiggins G
AIMC 2024 Oxford, UK 9 Sep 2024 - 11 Sep 2024.

QMRO

26-08-2024

TEMPORAL ANALYSIS OF EMOTION PERCEPTION IN FILM MUSIC: INSIGHTS FROM THE FME-24 DATASET
Crocker R and Fazekas G
Sound and Music Computing 2024 ESMAE, Porto, Portugal 4 Jul 2024 - 6 Jul 2024.
06-07-2024

Time-of-arrival Estimation and Phase Unwrapping of Head-related Transfer Functions With Integer Linear Programming
Yu C-Y, Pauwels J and Fazekas G
Audio Engineering Society 156th Convention Madrid, Spain 15 Jun 2024 - 17 Jun 2024.

QMRO

15-06-2024

Composer Style-Specific Symbolic Music Generation using Vector Quantized Discrete Diffusion Models
Zhang J, Fazekas G and Saitis C
2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP). vol. 00, 1-6.

DOI 10.1109/mlsp58920.2024.10734713

25-01-2024

The Role of Communication and Reference Songs in the Mixing Process: Insights from Professional Mix Engineers
Vanka S, Safi M, Rolland J-B and Fazekas G
Journal of The Audio Engineering Society, Audio Engineering Society

DOI 10.17743/jaes.2022.0123

QMRO

20-01-2024

A review of differentiable digital signal processing for music and speech synthesis
Hayes B, Shier J, Fazekas G, McPherson A and Saitis C
Frontiers in Signal Processing, Frontiers vol. 3

DOI 10.3389/frsip.2023.1284100

QMRO

11-01-2024

Foundation Models for Music: A Survey.
Ma Y, Øland A, Ragni A, Sette BMD, Saitis C, Donahue C, Lin C, Plachouras C, Benetos E, Quinton E, Shatri E, Morreale F, Zhang G, Fazekas G, Xia G, Zhang H, Manco I, Huang J, Guinot J, Lin L, et al.
Corr vol. abs/2408.14340

QMRO

01-01-2024

DIFFERENTIABLE ALL-POLE FILTERS FOR TIME-VARYING AUDIO SYSTEMS
Yu CY, Mitcheltree C, Carson A, Bilbao S, Reiss JD and Fazekas G
Proceedings of the International Conference on Digital Audio Effects, DAFx., 345-352.
01-01-2024

2023

The Song Describer dataset: a corpus of audio captions for music-and-language evaluation
Manco I, Weck B, Doh S, Won M, Zhang Y, Bodganov D, Wu Y, Chen K, Tovstogan P, Benetos E, Quinton E, Fazekas G and Nam J
NeurIPS Machine Learning for Audio Workshop New Orleans, USA 16 Dec 2023.

DOI 10.48550/arxiv.2311.10057

QMRO

16-12-2023

Editorial: Human-centred computer audition: sound, music, and healthcare
Qian K, Fazekas G, Li S, Li Z and Schuller BW
Frontiers in Digital Health, Frontiers vol. 5

DOI 10.3389/fdgth.2023.1340517

12-12-2023

Reconstructing Human Expressiveness in Piano Performances with a Transformer Network
Tang J, Wiggins G and Fazekas G
CMMR 2023 13 Nov 2023 - 17 Nov 2023.

QMRO

13-11-2023

JAZZVAR: A Dataset of Variations found within Solo Piano Performances of Jazz Standards for Music Overpainting
Row E, Tang J and Fazekas G
CMMR2023, the 16th International Symposium on Computer Music Multidisciplinary Research 13 Nov 2023 - 17 Nov 2023.

QMRO

13-11-2023

Singing Voice Synthesis Using Differentiable LPC and Glottal-Flow-Inspired Wavetables
Yu C-Y and Fazekas G
International Society for Music Information Retrieval (ISMIR) Milan, Italy. 5 Nov 2023 - 9 Nov 2023.

QMRO

05-11-2023

Gender-Coded Sound: Analysing the Gendering of Music in Toy Commercials via Multi-Task Learning
Marinelli L, FAZEKAS G and Saitis C
24th International Society for Music Information Retrieval Conference Milan 5 Nov 2023 - 9 Nov 2023.

QMRO

05-11-2023

Pianist Identification Using Convolutional Neural Networks
Tang J, Wiggins G and Fazekas G
2023 4th International Symposium on the Internet of Sounds. vol. 00, 1-6.

DOI 10.1109/ieeeconf59510.2023.10335427

27-10-2023

General Purpose Audio Effect Removal
Rice M, Steinmetz CJ, Fazekas G and Reiss JD
2023 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). vol. 00, 1-5.

DOI 10.1109/waspaa58266.2023.10248157

QMRO

25-10-2023

Perceptual musical similarity metric learning with graph neural networks
Vahidi C, Singh S, Benetos E, Phan QH, Stowell D, Fazekas G and Lagrange M
IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) New Paltz, NY, USA 22 Oct 2023 - 25 Oct 2023.

DOI 10.1109/WASPAA58266.2023.10248151

QMRO

22-10-2023

Mesostructures: Beyond Spectrogram Loss in Differentiable Time–Frequency Analysis
Vahidi C, Han H, Wang C, Fazekas G, LAGRANGE M and LOSTANLEN V
Journal of The Audio Engineering Society (NEW TRENDS IN AUDIO EFFECTS II)

DOI 10.17743/jaes.2022.0103

QMRO

13-09-2023

Mesostructures: Beyond Spectrogram Loss in Differentiable Time–Frequency Analysis
Vahidi C, Han H, Wang C, Lagrange M, Fazekas G and Lostanlen V
Journal of The Audio Engineering Society, Audio Engineering Society vol. 71 (9), 577-585.

DOI 10.17743/jaes.2022.0103

12-09-2023

Supervised Contrastive Learning For Musical Onset Detection
Bolt J and Fazekas G
Audio Mostly 30 Aug 2023 - 1 Sep 2023.

DOI 10.1145/3616195.3616215

30-08-2023

On the Integration of Machine Agents into Live Coding
Wilson E, Fazekas G and Wiggins G
Organised Sound, Cambridge University Press (Cup) vol. 28 (2), 305-314.

DOI 10.1017/s1355771823000420

QMRO

01-08-2023

Semantic integration of audio content providers through the Audio Commons Ontology
Ceriani M, Viola F, Rudan S, Antoniazzi F, Barthet M and Fazekas G
Journal of Web Semantics, Elsevier vol. 77

DOI 10.1016/j.websem.2023.100787

01-07-2023

Conditioning and Sampling in Variational Diffusion Models for Speech Super-Resolution
Yu C-Y, Yeh S-L, Fazekas G and Tang H
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.

DOI 10.1109/icassp49357.2023.10095103

10-06-2023

Sinusoidal Frequency Estimation by Gradient Descent
Hayes B, Saitis C and Fazekas G
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.

DOI 10.1109/icassp49357.2023.10095188

QMRO

10-06-2023

HIPI: A Hierarchical Performer Identification Model Based on Symbolic Representation of Music
Rafee SRM, Fazekas G and Wiggins G
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.

DOI 10.1109/icassp49357.2023.10094844

QMRO

10-06-2023

Rigid-Body Sound Synthesis with Differentiable Modal Resonators
Diaz R, Hayes B, Saitis C, Fazekas G and Sandler M
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 00, 1-5.

DOI 10.1109/icassp49357.2023.10095139

QMRO

10-06-2023

CONDITIONING AND SAMPLING IN VARIATIONAL DIFFUSION MODELS FOR SPEECH SUPER-RESOLUTION
Yu C-Y, Yeh S-L, Fazekas G and Tang H
2023 International Conference on Acoustics, Speech, and Signal Processing Rhodes Island, Greece 4 Jun 2023 - 10 Jun 2023.

QMRO

04-06-2023

Adoption of AI Technology in the Music Mixing Workflow: An Investigation
Vanka S, Safi M, Rolland J-B and Fazekas G
AES Europe Convention 2023 Helsinki, Finland 13 May 2023 - 15 May 2023.

QMRO

02-05-2023

SketchSynth: a browser-based sketching interface for sound control
Lobbers S and Fazekas G
International Conference on New Interfaces for Musical Expression (NIME) Mexico City, Mexico 31 May 2023 - 2 Jun 2023., 637-641.

QMRO

01-05-2023

The Responsibility Problem in Neural Networks with Unordered Targets
Hayes B, Saitis C and Fazekas G
International Conference on Learning Representations.

DOI 10.48550/arxiv.2304.09499

QMRO

19-04-2023

SketchSynth: Cross-Modal Control of Sound Synthesis
Lobbers S, Thorpe L and Fazekas G
EvoMUSART Brno, Czech Republic 12 Apr 2023 - 14 Apr 2023.

DOI 10.1007/978-3-031-29956-8_11

QMRO

01-04-2023

The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language Evaluation.
Manco I, Weck B, Doh S, Won M, Zhang Y, Bogdanov D, Wu Y, Chen K, Tovstogan P, Benetos E, Quinton E, Fazekas G and Nam J
Corr vol. abs/2311.10057
01-01-2023

The Internet of Sounds: Convergent Trends, Insights, and Future Directions
Turchet L, Lagrange M, Rottondi C, Fazekas G, Peters N, Østergaard J, Font F, Bäckström T and Fischione C
Ieee Internet of Things Journal, Institute of Electrical and Electronics Engineers (Ieee) vol. 10 (13), 11264-11292.

DOI 10.1109/jiot.2023.3253602

01-01-2023

2022

Contrastive audio-language learning for music
Manco I, Benetos E, QUINTON E and Fazekas G
23rd International Society for Music Information Retrieval Conference (ISMIR) Bengaluru, India 4 Dec 2022 - 8 Dec 2022.

DOI 10.5281/zenodo.7316744

QMRO

04-12-2022

ATEPP: A DATASET OF AUTOMATICALLY TRANSCRIBED EXPRESSIVE PIANO PERFORMANCE
Zhang H, Tang J, Rafee S, Dixon S and Fazekas G
23rd International Society for Music Information Retrieval Conference (ISMIR 2022) 4 Dec 2022 - 8 Dec 2022.

QMRO

04-12-2022

CompldNet: Sheet Music Composer Identification using Deep Neural Network
Walwadkar D, Shatri E and Fazekas G
4th International Workshop on Reading Music Systems Online 18 Nov 2022.

DOI 10.48550/arXiv.2211.13285

01-10-2022

Transfer Learning for Violinist Identification
Zhao Y, Fazekas G and Sandler M
2022 30th European Signal Processing Conference (EUSIPCO)., 239-243.

DOI 10.23919/eusipco55093.2022.9909590

QMRO

29-08-2022

Seeing Sounds, Hearing Shapes: a gamified study to evaluate sound-sketches
L�bbers S and Fazekas G
International Computer Music Conference Limerick, Ireland 3 Jul 2022 - 9 Jul 2022. Editors: Torre G.

QMRO

09-07-2022

The Jazz Ontology: A semantic model and large-scale RDF repositories for jazz
Proutskova P, Wolff D, Fazekas G, Frieler K, Höger F, Velichkina O, Solis G, Weyde T, Pfleiderer M, Crayencour HC, Peeters G and Dixon S
Journal of Web Semantics, 100735-100735.

DOI 10.1016/j.websem.2022.100735

QMRO

01-07-2022

Learning music audio representations via weak language supervision
Manco I, Benetos E, Quinton E and Fazekas G
2022 IEEE International Conference on Acoustics, Speech and Signal Processing Singapore 22 May 2022 - 27 May 2022., 456-460.

DOI 10.1109/ICASSP43922.2022.9746996

QMRO

22-05-2022

Disembodied Timbres: A Study on Semantically Prompted FM Synthesis
Hayes B, Saitis C and Fazekas G
Journal of The Audio Engineering Society, Audio Engineering Society vol. 70 (5), 373-391.

DOI 10.17743/jaes.2022.0006

QMRO

11-05-2022

Differentiable Time-Frequency Scattering in Kymatio
Vahidi C, Muradeli J, Wang C, Han H, Lostanlen V, Lagrange M and Fazekas G
arXiv.

DOI 10.48550/arXiv.2204.08269

QMRO

04-05-2022

The Smart Musical Instruments Ontology
Turchet L, Bouquet P, Molinari A and Fazekas G
Journal of Web Semantics, Elsevier vol. 72

DOI 10.1016/j.websem.2021.100687

01-04-2022

Violinist Identification Using Note-Level Timbre Feature Distributions
Zhao Y, Fazekas G and Sandler M
2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). vol. 2022-May, 601-605.

DOI 10.1109/ICASSP43922.2022.9747606

QMRO

01-04-2022

HOW MUSIC FEATURES AND MUSICAL DATA REPRESENTATIONS AFFECT OBJECTIVE EVALUATION OF MUSIC COMPOSITION: A REVIEW OF THE CSMT DATA CHALLENGE 2020
Li Y, Li S and Fazekas G
Proceedings of the 23rd International Society for Music Information Retrieval Conference, ISMIR 2022., 93-99.
01-01-2022

Measuring Audibility Threshold Levels for Attack and Release in a Dynamic Range Compressor
Bromham G, Moffat D, Sheng D and Fazekas G
AES New York 2022 - 153rd Audio Engineering Society Convention 2022.
01-01-2022

timbre.fun: A gamified interactive system for crowdsourcing a timbre semantic vocabulary
Hayes B, Saitis C and Fazekas G
Proceedings of the International Congress on Acoustics.

QMRO

01-01-2022

Learning Music Audio Representations Via Weak Language Supervision.
Manco I, Benetos E, Quinton E and Fazekas G
ICASSP., 456-460.
01-01-2022

2021

Zero-shot Singing Technique Conversion
O'Connor B, Fazekas G and Dixon S
Computer Music Multidisciplinary Research Tokyo 15 Nov 2021 - 19 Nov 2021., 235-244.

QMRO

15-11-2021

Neural Waveshaping Synthesis
Hayes B, Saitis C and Fazekas G
Proceedings of the 22nd International Society for Music Information Retrieval Online 8 Nov 2021 - 12 Nov 2021.

QMRO

07-11-2021

Violinist identification based on vibrato features
Zhao Y, Wang C, Fazekas G, Benetos E and Sandler M
29th European Signal Processing Conference (EUSIPCO) 23 Aug 2021 - 27 Aug 2021., 381-385.

DOI 10.23919/EUSIPCO54536.2021.9616197

QMRO

23-08-2021

Sketching sounds: an exploratory study on sound-shape associations
Löbbers S, Barthet M and Fazekas G
International Computer Music Conference Santiago de Chile, Chile 25 Jul 2021 - 31 Jul 2021.

QMRO

25-07-2021

DoReMi: First glance at a universal OMR dataset
Shatri E and Fazekas G
3rd International Workshop on Reading Music Systems Alicante, Spain 23 Jul 2021. Editors: Calvo Zaragoza J, Pacha A and Shatri E.

DOI 10.48550/arXiv.2212.00378

23-07-2021

MusCaps: generating captions for music audio
Manco I, Benetos E, Quinton E and Fazekas G
International Joint Conference on Neural Networks (IJCNN) 18 Jul 2021 - 22 Jul 2021.

DOI 10.1109/IJCNN52387.2021.9533461

QMRO

18-07-2021

A Modulation Front-End for Music Audio Tagging
Vahidi C, Fazekas G and Saitis C
The International Joint Conference on Neural Networks 18 Jul 2021 - 22 Jul 2021.

DOI 10.1109/IJCNN52387.2021.9533547

QMRO

18-07-2021

Intelligent control method for the dynamic rangecompressor: A user study
Singh S
Journal of The Audio Engineering Society, Audio Engineering Society

DOI 10.17743/jaes.2021.0028

QMRO

07-07-2021

Context-Aware Intelligent Mixing Systems
Lefford MN, Bromham G, Fazekas G and Moffat D
Journal of The Audio Engineering Society, Audio Engineering Society vol. 69 (3), 128-141.

DOI 10.17743/jaes.2020.0043

10-03-2021

Special Issue on Deep Learning for Applications in Acoustics: Modeling, Synthesis, and Listening
Gabrielli L, Fazekas G and Nam J
Applied Sciences, Mdpi vol. 11 (2)

DOI 10.3390/app11020473

06-01-2021

A Novel Dataset for the Identification of Computer Generated Melodies in the CSMT Challenge
Li S, Jing Y and Fazekas G
In Proceedings of The 8th Conference On Sound and Music Technology, Springer Nature 177-186.

DOI 10.1007/978-981-16-1649-5_15

01-01-2021

Performer Identification From Symbolic Representation of Music Using Statistical Models
Rafee SRM, Fazekas G and Wiggins GA
ICMC 2021 - Proceedings of the International Computer Music Conference 2021., 178-184.

QMRO

01-01-2021

Learning music audio representations via weak language supervision.
Manco I, Benetos E, Quinton E and Fazekas G
Corr vol. abs/2112.04214

QMRO

01-01-2021

MusCaps: Generating Captions for Music Audio.
Manco I, Benetos E, Quinton E and Fazekas G
IJCNN., 1-8.
01-01-2021

2020

An Exploratory Study on Perceptual Spaces of the Singing Voice
O'Connor B, Dixon S and Fazekas G
The 2020 Joint Conference on AI Music Creativity Proceedings of the 2020 Joint Conference on AI Creativity 19 Oct 2020 - 23 Oct 2020. vol. 1 (1)

QMRO

19-10-2020

From Music Ontology Towards Ethno-Music-Ontology
Proutskova P, Volk A, Heidarian P and Fazekas G
International Society for Music Information Retrieval Conference Montreal, Canada 11 Oct 2020 - 16 Oct 2020., 923-931.

QMRO

11-10-2020

Timbre Space Representation of a Subtractive Synthesizer
Vahidi C, Fazekas G, Saitis C and Palladini A
International Conference on Timbre (Timbre 2020) 3 Sep 2020 - 4 Sep 2020.

QMRO

03-09-2020

Poster: Programming Practices Among Interactive Audio Software Developers
Thompson A, Fazekas G and Wiggins G
2020 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC). vol. 00, 1-2.

DOI 10.1109/vl/hcc50065.2020.9127261

14-08-2020

On performance and perceived effort in trail runners using sensor control to generate biosynchronous music
Williams D, Fazenda B, Williamson V and Fazekas G
Sensors (Basel, Switzerland), Mdpi Ag vol. 20 (16), 1-14.

DOI 10.3390/s20164528

QMRO

13-08-2020

Cloud-smart Musical Instrument Interactions
Turchet L, Pauwels J, Fischione C and Fazekas G
Acm Transactions On Internet of Things vol. 1 (3), 1-29.

DOI 10.1145/3377881

QMRO

14-07-2020

Identifying master violinists using note-level audio features
Zhao Y, Fazekas G and Sandler M
17th Sound and Music Computing Conference 24 Jun 2020 - 27 Jun 2020. vol. 2020-June, 185-192.

QMRO

24-06-2020

The Internet of Audio Things: State of the Art, Vision, and Challenges
Turchet L, Fazekas G, Lagrange M, Ghadikolaei HS and Fischione C
Ieee Internet of Things Journal vol. 7 (10), 10233-10249.

DOI 10.1109/jiot.2020.2997047

QMRO

25-05-2020

Optical Music Recognition: State of the Art and Major Challenges
Shatri E and Fazekas G
International Conference on Technologies for Music Notation and Representation Hamburg 12 May 2020 - 14 May 2020.

QMRO

12-05-2020

The Internet of Musical Things Ontology
Turchet L, Antoniazzi F, Viola F, Giunchiglia F and Fazekas G
Journal of Web Semantics vol. 60

DOI 10.1016/j.websem.2020.100548

QMRO

22-01-2020

Biophysiologically synchronous computer generated music improves performance and reduces perceived effort in trail runners
Williams D, Fazenda B, Williamson V and Fazekas G
Proceedings of the International Conference on New Interfaces for Musical Expression., 531-536.
01-01-2020

FROM MUSIC ONTOLOGY TOWARDS ETHNO-MUSIC-ONTOLOGY
Proutskova P, Volk A, Heidarian P and Fazekas G
Proceedings of the 21st International Society for Music Information Retrieval Conference, ISMIR 2020., 223-230.
01-01-2020

2019

A Model-View-Update Framework for Interactive Web Audio Applications
Thompson A and Fazekas G
Proceedings of the 14th International Audio Mostly Conference: A Journey in Sound., 219-222.

DOI 10.1145/3356590.3356623

18-09-2019

The Impact of Audio Effects Processing on the Perception of Brightness and Warmth
BROMHAM G, Moffat D, Barthet M, Daneilsen A and Fazekas G
Audio Mostly Nottingham, UK 17 Sep 2019 - 20 Sep 2019.

DOI 10.1145/3356590.3356618

QMRO

17-09-2019

A Feature Learning Siamese Model for Intelligent Control of the Dynamic Range Compressor
Sheng D and Fazekas G
2019 International Joint Conference on Neural Networks (IJCNN). vol. 00, 1-8.

DOI 10.1109/ijcnn.2019.8851950

QMRO

19-07-2019

Transfer Learning for Piano Sustain-Pedal Detection
Liang B, Fazekas G and Sandler M
2019 International Joint Conference on Neural Networks (IJCNN). vol. 00, 1-6.

DOI 10.1109/ijcnn.2019.8851724

QMRO

19-07-2019

Leveraging Online Audio Commons Content for Media Production
Xambó A, Font F, Fazekas G and Barthet M
In Foundations in Sound Design For Linear Media, Taylor & Francis 248-282.

DOI 10.4324/9781315106335-10

19-06-2019

Piano Sustain-pedal Detection Using Convolutional Neural Networks
Liang B, Fazekas G and Sandler M
IEEE International Conference on Acoustics, Speech and Signal Processing. vol. 2019-May, 241-245.

DOI 10.1109/ICASSP.2019.8683505

QMRO

01-05-2019

2018

Towards a Semantic Architecture for the Internet of Musical Things
Turchet L, Viola F, Fazekas G and Barthet M
2018 23rd Conference of Open Innovations Association (FRUCT). vol. 00, 382-390.

DOI 10.23919/fruct.2018.8587917

QMRO

16-11-2018

C Minor: a Semantic Publish/Subscribe Broker for the Internet of Musical Things
Viola F, Turchet L, Antoniazzi F and Fazekas G
2018 23rd Conference of Open Innovations Association (FRUCT). vol. 00, 405-415.

DOI 10.23919/fruct.2018.8588087

QMRO

16-11-2018

Playsound.space
Viola F, Stolfi A, Milo A, Ceriani M, Barthet M and Fazekas G
Proceedings of the 1st International Workshop on Semantic Applications for Audio and Music., 46-53.

DOI 10.1145/3243907.3243908

09-10-2018

Preface
Bechhofer S, Fazekas G and Page K
ACM International Conference Proceeding Series.
09-10-2018

Exploring Real-time Visualisations to Support Chord Learning with a Large Music Collection
Pauwels J, Xambo Sedo A, Roma G, Barthet M and Fazekas G
4th Web Audio Conference (WAC) Berlin, Germany 19 Sep 2018 - 21 Sep 2018.

QMRO

19-09-2018

Piano Legato-Pedal Onset Detection Based on a Sympathetic Resonance Measure
Liang B, Fazekas G and Sandler M
26th European Signal Processing Conference (EUSIPCO) Rome 3 Sep 2018 - 7 Sep 2018., 2484-2488.

DOI 10.23919/EUSIPCO.2018.8553341

QMRO

07-09-2018

Recommending songs to music learners based on chord content
Pauwels J, Fazekas G and Sandler M
2018 Joint Workshop on Machine Learning for Music Stockholm, Sweden 14 Jul 2018.

QMRO

14-07-2018

Measurement, recognition, and visualization of piano pedaling gestures and techniques
Liang B, Fazekas G and Sandler M
Aes: Journal of The Audio Engineering Society vol. 66 (6), 448-456.

DOI 10.17743/jaes.2018.0035

QMRO

18-06-2018

Measurement, Recognition and Visualisation of Piano Pedalling Gestures and Techniques
Liang B, Fazekas G and Sandler M
Jaes Special Issue On Participatory Sound and Music Interaction Using Semantic Audio vol. 2, xxxx-xxxx.

DOI 10.17743/jaes.2018.0035

QMRO

18-06-2018

The Effects of Noisy Labels on Deep Convolutional Neural Networks for Music Tagging
Choi K, Fazekas G, Sandler M and Cho K
Ieee Transactions On Emerging Topics in Computational Intelligence, Ieee vol. 2 (2), 139-149.

DOI 10.1109/TETCI.2017.2771298

QMRO

23-03-2018

Audio Commons Ontology: A Data Model for an Audio Content Ecosystem
Ceriani M and Fazekas G
Lecture Notes in Computer Science. vol. 11137, 20-35.

DOI 10.1007/978-3-030-00668-6_2

QMRO

01-01-2018

The impact of compressor ballistics on the perceived style of music
Bromham G, Moffat D, Barthet M and Fazekas G
145th Audio Engineering Society International Convention, AES 2018.
01-01-2018

A Comparison of Audio Signal Preprocessing Methods for Deep Neural Networks on Music Tagging
Choi K, Fazekas G, Sandler M and Cho K
Proc. of the 26th European Signal Processing Conference (EUSIPCO 2018), 3-7 Sept, Rome, Italy.

DOI 10.23919/EUSIPCO.2018.8553106

QMRO

01-01-2018

Live Repurposing of Sounds: MIR Explorations with Personal and Crowd-sourced Databases
Xambo A, Roma G, Lerch A, Barthet M and Fazekas G
Proc. of the New Interfaces for Musical Expression (NIME), 3-6 June, Blacksburg, VA, USA..

QMRO

01-01-2018

Feature Selection for Dynamic Range Compressor Parameter Estimation
Sheng D and Fazekas G
Proc. of the 144th Convention of the Audio Engineering Society, 23-26 May, Milan, Italy.

QMRO

01-01-2018

Feature Design Using Audio Decomposition for Intelligent Control of the Dynamic Range Compressor
Sheng D and Fazekas G
Proc. of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), April 15-20, Calgary, Canada..

DOI 10.1109/ICASSP.2018.8461513

QMRO

01-01-2018

I Wonder... Inquiry Techniques As A Method To Gain Insights Into People’s Encounters With Visual Art
Marengo L, Fazekas G and Tombros A
Proc. International Conference on Museums and the Web 2018, April 18-21, Vancouver, Canada..
01-01-2018

Jam with Jamendo: Querying a Large Music Collection by Chords from a Learner's Perspective
Xambo A, Pauwels J, Roma G, Barthet M and Fazekas G
2018 CONFERENCE ON INTERACTION WITH SOUND (AUDIO MOSTLY): SOUND IN IMMERSION AND EMOTION (AM'18).

DOI 10.1145/3243274.3243291

QMRO

01-01-2018

2017

Transfer learning for music classification and regression tasks
Choi K, Fazekas G, Sandler M and Cho K
ISMIR 2017., 141-149.
24-10-2017

Transfer learning for music classification and regression tasks
CHOI K, FAZEKAS G, SANDLER M and Kyunghyun C
The 18th International Society of Music Information Retrieval (ISMIR) Conference.

QMRO

23-10-2017

Linked Data Publication of Live Music Archives and Analyses
Bechhofer S, Page K, Weigl D, Fazekas G and Wilmering T
International Semantic Web Conference (ISWC) Vienna, Austria 21 Oct 2017 - 25 Oct 2017. vol. 10588

DOI 10.1007/978-3-319-68204-4_3

QMRO

21-10-2017

Welcome to Audio Mostly 2017!
Fazekas G, Barthet M and Stockman T
ACM International Conference Proceeding Series. vol. Part F131930
23-08-2017

I Wonder... Inquiry Techniques as a Method to Gain Insights into People's Encounters with Visual Art
Marengo L and Fazekas TA
International Conference on Human-Computer Interaction (HCI’17), 9-14 July, Vancouver, Canada. vol. 714

DOI 10.1007/978-3-319-58753-0_82

QMRO

09-07-2017

Realising a Layered Digital Library: Exploration and Analysis of the Live Music Archive through Linked Data
Page K, Bechhofer S, Fazekas G, Weigl D and Wilmering T
ACM/IEEE Joint Conference on Digital Libraries (JCDL)., 1-10.

DOI 10.1109/JCDL.2017.7991563

QMRO

19-06-2017

Automatic Control Of The Dynamic Range Compressor Using A Regression Model And A Reference Sound
Sheng D and Fazekas G
Proc. of the 20th International Conference on Digital Audio Effects (DAFx-17), September 5–9, Edinburgh, UK.

QMRO

01-01-2017

Piano Pedaller: A Measurement System for Classification and Visualisation of Piano Pedalling Techniques
Liang B, Fazekas G, McPherson A and Sandler M
Proc. of the International Conference on New Interfaces for Musical Expression (NIME), May 15-18, Copenhagen, Denmark., 325-329.

QMRO

01-01-2017

Feature design for intelligent control of the dynamic range compressor using audio decomposition
Sheng D and Fazekas G
Proc. Digital Music Research Network Workshop (DMRN+12), Dec. 19, London, UK.

DOI 10.26494/DMRN.2017.30583

QMRO

01-01-2017

Confidence Measures and Their Applications in Music Labelling Systems Based on Hidden Markov Models
Pauwels J, O hanlon K, Fazekas G and Sandler M
Proc. 18th International Society for Music Information Retrieval Conference (ISMIR), Oct. 23-27, Suzhou, China., 279-279.

QMRO

01-01-2017

Recognition of Piano Pedalling Techniques Using Gesture Data
Liang B, Fazekas G and Sandler M
Proceeding Proc. of the ACM 12th International Audio Mostly Conference on Augmented and Participatory Sound and Music Experiences, Aug. 23-26, London, United Kingdom.

DOI 10.1145/3123514.3123535

01-01-2017

Proceedings of the 12th International Audio Mostly Conference on Augmented and Participatory Sound and Music Experiences, London, United Kingdom, August 23 - 26, 2017.
Fazekas G, Barthet M and Stockman TE

01-01-2017

Bridging Fan Communities and Facilitating Access to Music Archives through Semantic Audio Applications
Wilmering T, Thalmann F, Fazekas G and Sandler M
Proc. 143 Convention of the Audio Engineering Society, (e-Brief) Oct. 18-12, New York, USA.

QMRO

01-01-2017

Detection of Piano Pedaling Techniques on the Sustain Pedal
Liang B, Fazekas G and Sandler M
Proc. 143 Convention of the Audio Engineering Society, Oct. 18-12, New York, USA.
01-01-2017

A Tutorial on Deep Learning for Music Information Retrieval
Choi K, Fazekas G, Cho K and Sandler M
Journal Paper - arXiv preprint.
01-01-2017

Discovering Feature Relevance in Pedalling Analyses of Piano Music
Liang B, Fazekas G and Sandler M
Proc. Digital Music Research Network Workshop (DMRN+12), Dec. 19, London, UK.

DOI 10.26494/DMRN.2017.30583

01-01-2017

2016

Convolutional Recurrent Neural Networks for Music Classification
Choi K, Fazekas G, Sandler M and Cho K
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) New Orleans, USA., 2392-2396.

DOI 10.1109/ICASSP.2017.7952585

QMRO

21-12-2016

Classification of Piano Pedaling Techniques Using Gesture Data from a Non-Intrusive Measurement System
LIANG B, fazekas G, mcpherson A and sandler M
DMRN+11: Digital Music Research Network One-day Workshop 2016 Centre for Digital Music, Queen Mary University of London 20 Dec 2016.

QMRO

20-12-2016

Musicweb: Music Discovery with Open Linked Semantic Metadata [Nominee, Best Demo Award]
Allik A M and Fazekas G SM

17-10-2016

Text-based LSTM networks for Automatic Music Composition
CHOI K, sandler M and fazekas G
Conference on Computer Simulation of Musical Creativity Huddersfield, UK 17 Jun 2016 - 19 Jun 2016.

QMRO

18-04-2016

MusicWeb: Music discovery with open linked semantic metadata
Mora-McGinity M, Allik A, Fazekas G and Sandler M
Communications in Computer and Information Science. vol. 672, 291-296.

DOI 10.1007/978-3-319-49157-8_25

01-01-2016

Genre-Adaptive Semantic Computing and Audio-Based Modelling for Music Mood Annotation
Saari P, Fazekas G, Eerola T, Barthet M, Lartillot , O S and M
Ieee Transactions On Affective Computing (Tac) vol. 7, 122-135.

DOI 10.1109/TAFFC.2015.2462841

QMRO

01-01-2016

The Semantic Music Player: A Smart Mobile Player Based on Ontological Structures and Analytical Feature Metadata
Thalmann F, Perez Carillo A, Fazekas G and Sandler M
Proc. Web Audio Conference WAC-2016, April 4–6, Atlanta, USA.

QMRO

01-01-2016

The Mobile Audio Ontology: Experiencing Dynamic Music Objects on Mobile Devices
Thalmann F, Carrillo G, Wiggins GA and Sandler M
IEEE International Conference on Semantic Computing (ICSC), Feb. 4-6, Laguna Hills, CA, USA., 47-54.

DOI 10.1109/ICSC.2016.61

QMRO

01-01-2016

Geolocation Adaptive Music Player
Carrillo A, Thalmann F, Fazekas G and Sandler M
Proc. Web Audio Conference WAC-2016, April 4–6, Atlanta, USA.

QMRO

01-01-2016

myMoodplay: An interactive mood-based music discovery app
Allik A, Fazekas G, Barthet M and Sandler M
Proc. of the 2nd Web Audio Conference (WAC), April 4–6, Atlanta, Georgia, USA..
01-01-2016

Crossroads: Interactive Music Systems Transforming Performance, Production and Listening
Barthet M, Fazekas G, Thalmann F, Sandler M and Wiggins GA
Proc. ACM Conference on Human Factors in Computing Systems (CHI), May 7–12, San Jose, CA, USA..

QMRO

01-01-2016

Automatic Tagging Using Deep Convolutional Neural Networks
Choi K, Fazekas G and Sandler M
Proc. of the 17th International Society for Music Information Retrieval (ISMIR-16) conference, August 7-11., New York, USA., 805-811.
01-01-2016

Towards Playlist Generation Algorithms Using RNNs Trained on Within-Track Transitions
Choi K, Fazekas G and Sandler M
Proc. 24th ACM Conference on User Modeling, Adaptation and Personalisation (UMAP 2016), Workshop on Surprise, Opposition, and Obstruction in Adaptive and Personalized Systems (SOAP) June 13–17, Halifax, Canada.

DOI 10.1145/1235

QMRO

01-01-2016

Creating, Visualizing, and Analyzing Dynamic Music Objects in the Browser with the Dymo Designer
Thalmann F, Fazekas G, Wiggins GA and Sandler M
Proc. ACM Audio Mostly Conference, Oct. 4-6, Norrköping, Sweden., 39-46.

DOI 10.1145/2986416.2986445

QMRO

01-01-2016

From interactive to adaptive mood-based music listening experiences in social or personal context
Barthet M, Fazekas G, Allik A, Thalmann F and Sandler M
Journal of The Audio Engineering Society vol. 64, 673-682.

DOI 10.17743/jaes.2016.0042

QMRO

01-01-2016

Proc. Metadata and Semantics Research (MTSR), Nov. 22-25, Göttingen, Germany
Mora-Mcginity M, Allik A, Fazekas G and Sandler M

DOI 10.1007/978-3-319-49157-8_25

QMRO

01-01-2016

The Semantic Web, proc. of the 15th International Semantic Web Conference (ISWC), Oct. 17–21, Kobe, Japan
Wilmering T, Fazekas G and Sandler M

DOI 10.1007/978-3-319-46547-0_24

QMRO

01-01-2016

Semantic description of timbral transformations in music production
Stables R, De Man B, Enderby S, Reiss JD, Fazekas G and Wilmering T
Proc. ACM Multimedia, Oct. 15-19, Amsterdam, Netherlands., 337-341.

DOI 10.1145/2964284.2967238

QMRO

01-01-2016

Hybrid music recommender using content-based and social information
Chiliguano P and Fazekas G
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 20-25 March, Snahghai, China.

DOI 10.1109/ICASSP.2016.7472151

01-01-2016

Audio Commons: Bringing Creative Commons Audio Content to the Creative Industries
Font F, Brookes T, Fazekas G, Guerber M, La Burthe A, Plans D, Plumbley M, Wang W and Serra X
Proc. AES 61st International Conference on Audio for Games, Feb 10–12, London, UK.
01-01-2016

A Higher-Dimensional Expansion of Affective Norms for English Terms for Music Tagging
Buccoli M, Zanoni M, Fazekas G, Sarti A and Sandler M
Proc. of the 17th International Society for Music Information Retrieval (ISMIR-16) conference, August 7-11., New York, USA., 316-322.
01-01-2016

An Ontology for Audio Features
Allik A, Fazekas G and Sandler M
Proc. of the 17th International Society for Music Information Retrieval (ISMIR-16) conference, August 7-11., New York, USA., 73-79.
01-01-2016

2015

Auralisation of Deep Convolutional Neural Networks: Listening to Learned Features
CHOI K, Fazekas G, sandler MARK and Kim J
International Society for Music Information Retrieval Conference Malaga, Spain 26 Oct 2015 - 30 Oct 2015.
30-10-2015

Audio effects data on the semantic web
Wilmering T, Fazekas G, Allik A and Sandler MB
139th Audio Engineering Society International Convention, AES 2015.
01-01-2015

Computer-aided Melody Note Transcription Using the Tony Software: Accuracy and Efficiency
Mauch M, Cannam C, Bittner R, Fazekas G, Salamon J, Dai J, Bello J and Dixon S
Proceedings of the First International Conference on Technologies for Music Notation and Representation.

QMRO

01-01-2015

Automating Annotation of Media with Linked Data Workflows
Wilmering T, Fazekas G, Dixon S, Bechhofer S and Page K
Third International Workshop on Linked Media (LiME 2015) co-located with the WWW’15 conference, 18-22 May, Florence, Italy..

DOI 10.1145/2740908.2742913

01-01-2015

On the Use of the Tempogram to Describe Audio Content and its Application to Music Structural Segmentation
Tian M, Fazekas G, Black DAA and Sandler M
Proc. of the 40th International Conference on Acoustics, Speech and Signal Processing (ICASSP), 19-24 April, Brisbane, Australia.

DOI 10.1109/ICASSP.2015.7178003

01-01-2015

Moodplay: an interactive mood-based musical experience
Barthet M, Fazekas G, Allik A and Sandler M
Proc. of the ACM Audio Mostly International Conference, 7-9 Oct. Thessaloniki, Greece..

DOI 10.1145/2814895.2814922

QMRO

01-01-2015

Understanding Music Playlists
Choi K, Fazekas G and Sandler M
International Conference on Machine Learning (ICML), Machine Learning for Music Discovery Workshop, 6-11 July, Lille, France.
01-01-2015

Navigating Ontological Structures based on Feature Metadata Using the Semantic Music Player
Thalmann F, Carrillo A, Fazekas G, Wiggins GA and Sandler M
Proc. of the 16th International Society for Music Information Retrieval (ISMIR-15) conference, Late-breaking session, Oct. 26-30, Malaga, Spain.

QMRO

01-01-2015

Training-based Semantic Descriptors modeling for violin quality sound characterization
Zanoni M, Setragno F, Antonacci F, Sarti A, Fazekas G and Sandler M
Proceedings of the 138th Convention of the Audio Engineering Society (AES), 7-10 May, Warsaw, Poland..

QMRO

01-01-2015

Towards High Level Feature Extraction from Large Live Music Recording Archives
Wilmering T, Fazekas G, Dixon S, Page K and Bechhofer S
International Conference on Machine Learning (ICML), Machine Learning for Music Discovery Workshop, 6-11 July, Lille, France.
01-01-2015

The Organ Web App
Liang B, Fazekas G and Sandler M
Proc. of the 16th International Society for Music Information Retrieval (ISMIR-15) conference, Late-breaking session, Oct. 26-30, Malaga, Spain.
01-01-2015

ON THE USE OF THE TEMPOGRAM TO DESCRIBE AUDIO CONTENT AND ITS APPLICATION TO MUSIC STRUCTURAL SEGMENTATION
Tian M, Fazekas G, Black DAA and Sandler M
2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP)., 419-423.
01-01-2015

2014

Novel Methods in Facilitating Audience and Performer Interaction Using the Mood Conductor Framework
Fazekas G, BARTHET M and Sandler MB
Lecture Notes in Computer Science, Springer-Verlag vol. 8905 (Sound, Music, and Motion), 122-147.

DOI 10.1007/978-3-319-12976-1_8

QMRO

05-12-2014

Efficient computer-aided pitch track and note estimation for scientific applications
Mauch M, Cannam C and Fazekas G
Society for Education, Music and Psychology Research (SEMPRE’14) conference, April 3-4, London, UK., 143-147.
01-01-2014

Extending Tagging Ontologies with Domain Specific Knowledge
Font F, Oramas S, Fazekas G and Serra X
Presented at the 13th International Semantic Web Conference (ISWC), 19-23 October, Trento, Italy.
01-01-2014

A framework for automatic ontology generation based on semantic audio analysis
Kolozali S, Fazekas G, Barthet M and Sandler M
Proc. of the AES 53rd International Conference on Semantic Audio, Jan, 26-29., London, UK.
01-01-2014

A second screen music discovery and recommendation service based on social and cultural factors
Fazekas G and Kudumakis P
In Submitted in Response to The Digital Media Project (Dmp) Hybrid Media Services Call
01-01-2014

Novel Methods in Facilitating Audience and Performer Interaction using the Mood Conductor Framework
Fazekas G, Barthet M and Sandler M
Editors: Aramaki M, Kronland-Martinet R and Ystad S.

DOI 10.1007/978-3-319-12976-1_8

QMRO

01-01-2014

Selection of audio features for music emotion recognition using production music
Baume C, Fazekas G, Barthet M, Martson D and Sandler M
Proc. of the AES 53rd International Conference on Semantic Audio, Jan, 26-29., London, UK.
01-01-2014

Evaluation and Improvement of the Mood Conductor Interactive System
Lou T, Barthet M, Fazekas G and Sandler M
Proc. of the AES 53rd International Conference on Semantic Audio, Jan, 26-29., London, UK.
01-01-2014

The Open Multitrack Testbed
De Man B, Mora-Mcginity M, Fazekas G and Reiss JD
137th Convention of the Audio Engineering Society, 7 Oct., Los Angeles, USA.
01-01-2014

SAFE: A System for Extraction and Retrieval of Semantic Audio Descriptors
Stables R, Enderby S, De Man B, Fazekas G and Reiss JD
Presented at the Digital Music Research Network Workshop, Dec., London, UK at the 15th International Society of Music Information Retrieval (ISMIR) Conference late-breaking workshop, Oct 27-31, 2014, Taipei, Taiwan.

QMRO

01-01-2014

The SAFE project: Musical semantics in the DAW
Stables R, Enderby S, De Man B, Fazekas G and Reiss JD
Presented at the Digital Music Research Network Workshop, 16. Dec., London, UK.
01-01-2014

Semantically Linking Humanities Research Articles and Music Artists
Mora-McGinity M, Ogilvie G and Fazekas G
Workshop on Semantic Technologies for Research in the Humanities and Social Sciences (STRiX), November 24-25, Gothenburg, Sweden.
01-01-2014

Design and Evaluation of Onset Detectors Using Different Fusion Policies
Tian M, Fazekas G, Black DAA and Sandler M
Presented at the 15th International Society of Music Information Retrieval (ISMIR) Conference, Oct 27-31, 2014, Taipei, Taiwan.
01-01-2014

Computational Analysis of the Live Music Archive
Bechhofer S, Dixon S, Fazekas G, Wilmering T and Page K
Presented at the 15th International Society of Music Information Retrieval (ISMIR) Conference late-breaking workshop, Oct 27-31, 2014, Taipei, Taiwan.
01-01-2014

Creating Semantic Links between Research Articles and Music Artists
Mora-McGinity M, Fazekas G and Ogilive G
Presented at the Digital Music Research Network Workshop, Dec., London, UK at the 15th International Society of Music Information Retrieval (ISMIR) Conference late-breaking workshop, Oct 27-31, 2014, Taipei, Taiwan.
01-01-2014

2013

Automatic Ontology Generation for Musical Instruments Based on Audio Analysis
Kolozali S, Barthet M, Fazekas G and Sandler M
Ieee Transactions On Audio Speech and Language Processing vol. 21 (10), 1-14.

DOI 10.1109/TASL.2013.2263801

01-01-2013

Towards the Representation of Chinese Traditional Music: A State of the Art Review of Music Metadata Standards
Tian M, Fazekas G, Black DAA and Sandler M
Proc. of The Dcmi International Conference On Dublin Core and Metadata Applications (Dc-2013), 2-6, September, Lisbon, Portugal, 71-81.
01-01-2013

Music Emotion Recognition: From Content- to Context-Based Models
Barthet M, Fazekas G and Sandler M
228-252.

DOI 10.1007/978-3-642-41248-6_13

QMRO

01-01-2013

Audio Effect Classification Based on Auditory Perceptual Attributes
Wilmering T, Fazekas G and Sandler M
Proc. of the 135th Convention of the Audio Engineering Society, New York, NY, USA..
01-01-2013

Mood Conductor: Emotion-Driven Interactive Music Performance
Fazekas G, Barthet M and Sandler MB
2013 HUMAINE ASSOCIATION CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION (ACII)., 726-726.

DOI 10.1109/ACII.2013.165

01-01-2013

DEMO PAPER: THE BBC DESKTOP JUKEBOX MUSIC RECOMMENDATION SYSTEM: A LARGE SCALE TRIAL WITH PROFESSIONAL USERS
Fazekas G, Barthet M and Sandler MB
ELECTRONIC PROCEEDINGS OF THE 2013 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO WORKSHOPS (ICMEW).

DOI 10.1109/ICMEW.2013.6618235

01-01-2013

DESCRIBING AUDIO PRODUCTION WORKFLOWS ON THE SEMANTIC WEB
Fazekas G and Sandler MB
2013 14TH INTERNATIONAL WORKSHOP ON IMAGE ANALYSIS FOR MULTIMEDIA INTERACTIVE SERVICES (WIAMIS).

DOI 10.1109/WIAMIS.2013.6616135

01-01-2013

Facilitating Music Information Research with Shared Open Vocabularies
Allik A, Fazekas G, Dixon S and Sandler M
SEMANTIC WEB: ESWC 2013 SATELLITE EVENTS. vol. 7955, 178-183.

DOI 10.1007/978-3-642-41242-4_20

01-01-2013

A Shared Vocabulary for Audio Features
Allik A, Fazekas G, Dixon S and Sandler M
SEMANTIC WEB: ESWC 2013 SATELLITE EVENTS. vol. 7955, 285-286.

DOI 10.1007/978-3-642-41242-4_44

01-01-2013

Design and evaluation of semantic mood models for music recommendation
Barthet M, Marston D, Baume C, Fazekas G and Sandler M
Proceedings of the 14th International Society for Music Information Retrieval Conference, ISMIR 2013., 421-426.
01-01-2013

Semantic models of musical mood: Comparison between crowd-sourced and curated editorial tags
Saari P, Barthet M, Fazekas G, Eerola T and Sandler M
Proc. of the IEEE International Conference on Multimedia & Expo (ICME2013) International Workshop on Affective Analysis in Multimedia (AAM), 15-19 July 2013, San Jose, CA, USA.

DOI 10.1109/ICMEW.2013.6618436

01-01-2013

Semantic Metadata for Music Production Projects
Wilmering T, Fazekas G and Sandler M
Proc. of the 12th International Semantic Web Conference (ISWC), first International Workshop on Semantic Music and Media (SMAM2013)., 21-25.
01-01-2013

Using Semantic Layer Projection for Enhancing Music Mood Prediction With Audio Features
Saari P, Eerola T, Fazekas G and Sandler M
Proc. of the Sound and Music Computing Conference (SMC’13), Stockholm, Sweden.
01-01-2013

The Mood Conductor System: Audience and Performer Interaction using Mobile Technology and Emotion Cues
Fazekas G, Barthet M and Sandler M
Proc. of the 10th International Symposium on Computer Music Multidisciplinary Research (CMMR’13), 15-18 October, Marseille, France..
01-01-2013

Evaluation of the Mood Conductor Interactive System Based on Audience and Performers’ Perspectives
Lou T, Barthet M, Fazekas G and Sandler M
Proc. of the 10th International Symposium on Computer Music Multidisciplinary Research (CMMR’13), 15-18 October, Marseille, France..
01-01-2013

The Role of Audio and Tags in Music Mood Prediction: a Study Using Semantic Layer Projection
Saari P, Eerola T, Fazekas G, Barthet M, Lartillot O and Sandler M
Proc. of the 14th International Society for Music Information Retrieval Conference, ISMIR’13, November 4-8, Curitiba, Brazil. Editors: Britto ASJ, Gouyon F and Dixon S.
01-01-2013

The Audio Effects Ontology
Wilmering T, Fazekas G and Sandler M
Proc. of the 14th International Society for Music Information Retrieval Conference, ISMIR’13, November 4-8, Curitiba, Brazil. Editors: Britto ASJ, Gouyon F and Dixon S.
01-01-2013

Using Tags to Select Stimuli in the Study of Music and Emotion
Song Y, Dixon S, Pearce M and Fazekas G
Proc. 3rd International Conference on Music and Emotion (ICME), June 11-15, Jyväskylä, Finland. Editors: Luck G and Brabant O.
01-01-2013

A Study of Cultural Dependence of Perceived Mood in Greek Music
Kosta K, Song Y, Fazekas G and Sandler M
Proc. of the 14th International Society for Music Information Retrieval Conference, ISMIR’13, November 4-8, Curitiba, Brazil., 317-322. Editors: Britto ASJ, Gouyon F and Dixon S.
01-01-2013

Design and Evaluation of Semantic Mood Models for Music Recommendation Using Editorial Tags
Barthet M, Marston D, Baume C, Fazekas G and Sandler M
Proc. of the 14th International Society for Music Information Retrieval Conference, ISMIR’13, November 4-8, Curitiba, Brazil., 421-426. Editors: Britto ASJ, Gouyon F and Dixon S.
01-01-2013

Content-based Emotion Categorisation Analysis of Chinese Cultural Revolution Songs
Tian M, Black DAA, Fazekas G and Sandler M
Proc. of the 3rd International Workshop on Folk Music Analysis (FMA’13), 6-7 June, Amsterdam, Netherlands. Editors: Kranenburg PV, Anagnostopoulou C and Volk A.
01-01-2013

2012

Technology Trends in Auto Engineering A report by the AES Technical Council
Rumsey F, Schulein B, Herre J, Kelly M, Ackerman D, Lacinak C, , Martz S, Someya K, Zurek B, Kelloniemi A, Smith JM, Peltier C, Brixen EB, Hamasaki K, Kamekawa T, Mayo A, Stroud R, Nind T, , et al.
Journal of The Audio Engineering Society vol. 60 (1-2), 90-107.
01-01-2012

High level semantic metadata for the control of multitrack adaptive audio effects
Wilmering T, Fazekas G and Sandler M
Proc. of the 133rd Convention of the Audio Engineering Society, San Francisco, CA, USA.
01-01-2012

Listening level changes music similarity
Terrell MJ, Fazekas G, Simpson AJR, Smith JBL and Dixon S
Proceedings of the International Society for Music Information Retrieval Conference., 487-92.
01-01-2012

Semantic Web and Semantic Audio Technologies
Fazekas G and Wilmering T

01-01-2012

Shared Open Vocabularies and Semantic Media
Fazekas G, Ewert S, Allik A, Dixon S and Sandler M
Proc. of the 13th International Society for Music Information Retrieval Conference (ISMIR’12), late-breaking workshop, 8-12 October, Porto, Portugal.
01-01-2012

Knowledge Representation Issues in Audio-Related Metadata Model Design
Fazekas G and Sandler M
Proc. of the 133rd Convention of the Audio Engineering Society, San Francisco, CA, USA.
01-01-2012

Social Media Retrieval for Music Education
Barthet M, Fazekas G, Dixon S and Sandler M
In Digital Futures 2012: The Third Annual Digital Economy All Hands Conference, 23-25 October, Aberdeedn, UK.
01-01-2012

Multidisciplinary Perspectives on Music Emotion Recognition: Implications for Content and Context-Based Models
Barthet M, Fazekas G and Sandler M
Proc. of the 9th International Symposium on Computer Music Modelling and Retrieval (CMMR’12) 19-22 June, London, UK.
01-01-2012

2011

The studio ontology framework
Fazekas G and Sandler MB
Proceedings of the 12th International Society for Music Information Retrieval Conference, ISMIR 2011., 471-476.
01-12-2011

Music recommendation for music learning: Hotttabs a multimedia guitar tutor
Barthet M, Anglade A, Fazekas G, Kolozali S and Macrae R
in Proc. of the 2nd Workshop on Music Recommendation and Discovery (WOMRAD’11) in conjunction with the ACM Recommender Systems conference (RecSys’11).
01-01-2011

Knowledge representation issues in musical instrument ontology design
Kolozali S, Fazekas G, Barthet M and Sandler M
Proc. of the 12th International Society for Music Information Retrieval (ISMIR’11) conference, 24-28 Oct., Miami, Florida, USA.
01-01-2011

Towards the automatic generation of a Semantic Web ontology for musical instruments
Kolozali S, Barthet M, Fazekas G and Sandler M

DOI 10.1007/978-3-642-23017-2_13

01-01-2011

The Studio Ontology Framework
Fazekas G and Sandler M
Proc. of the 12th International Society for Music Information Retrieval (ISMIR’11) conference, 24-28 Oct., Miami, Florida, USA., 24-28.
01-01-2011

A knowledge representation framework for context-dependent audio processing
Fazekas G, Wilmering T and Sandler MB
Proc. of the AES 42nd International Conference on Semantic Audio, 22-24 July, Ilmenau, Germany., 22-24.
01-01-2011

Towards ontological representations of digital audio effects
Wilmering T, Fazekas G and Sandler MB
Proc. of the 14th International Conference on Digital Audio Effects (DAFx-11)., 19-23.
01-01-2011

Tempest - harpsichord temperament estimation in a Semantic Web environment
Tidhar D, Fazekas G, Mauch M and Dixon S
Journal of New Music Research Special Issue On Music Informatics and The Omras2 Project vol. 39, 327-336.

DOI 10.1080/09298215.2010.520720

01-01-2011

2010

An Overview of Semantic Web Activities in the OMRAS2 Project
Fazekas G, Raimond Y, Jacobson K and Sandler M
J New Music Res vol. 39 (4), 295-311.

DOI 10.1080/09298215.2010.536555

01-01-2010

The effects of reverberation on onset detection tasks
Wilmering T, Fazekas G and Sandler M
in Proceedings of the 128th Convention of the Audio Engineering Society, London.
01-01-2010

The musical instrument ontology
Kolozali S, Barthet M, Fazekas G, Tidhar D and Sandler M
presented at the Digital Music Research Network Workshop, 21 Dec., London, UK..
01-01-2010

TempEst - Temperament estimation Web service
Fazekas G and Tidhar D
presented at the Digital Music Research Network Workshop.
01-01-2010

The music ontology specification
Raimond Y, Gängler T, Giasson F, Jacobson K, Fazekas G, Reinhardt S and Passant A

01-01-2010

Towards the automatic generation of a Semantic Web ontology for musical instruments
Kolozali S, Barthet M, Fazekas G and Sandler M
Proc. of the 5th International Conference on Semantic and Digital Media Technologies (SAMT-10) Saarbrucken, Germany.
01-01-2010

Temperament Estimation as an MIR task
Tidhar D, Fazekas G, Mauch M and Dixon S
Presented at the 11th International Society for Music Information Retrieval Conference (ISMIR’10), Late-breaking session.
01-01-2010

2009

Ontology based information management in music production
Fazekas G and Sandler M
Proc. 126th Convention of the Audio Engineering Society, Munich, Germany.
01-01-2009

Publishing Music Similarity Features on the Semantic Web
Tidhar D, Fazekas G, Kolozali S and Sandler M
Proc. of the 10th International Society for Music Information Retrieval (ISMIR-09) conference, Oct., Kobe, Japan.
01-01-2009

Uncovering the details of music production using ontologies
Fazekas G and Sandler M
Presented at the Unlocking Audio 2 Conference, 16-17 March, London, UK.
01-01-2009

A Demonstration of Sonic Visualiser
Cannam C, Fazekas G and Noland K
presented at the Special SIGMUS Symposium, 2 Nov., Tokyo, Japan.
01-01-2009

A Simple Guide to Automated Music Analysis on the Semantic Web (white paper)
Fazekas G, Cannam C and Sandler M

01-01-2009

Novel methods in information management for advanced audio workflows
Fazekas G and Sandler M
Proc. of the 12th International Conference on Digital Audio Effects (DAFx-09), Como, Italy.
01-01-2009

Reusable metadata and software components for automatic audio analysis
Fazekas G, Cannam C and Sandler M
Proc. of the 9th IEEE/ACM Joint Conference on Digital Libraries (JCDL’09) Workshop on Integrating Digital Library Content with Computational Tools and Services, 14-19 June, Austin, Texas, USA.
01-01-2009

2008

Ontology based information management in music production
Fazekas G and Sandler M
Presented at the Digital Music Research Network Workshop, Dec., London, UK.
01-01-2008

A framework for producing rich musical metadata in creative music production
Fazekas G, Raimond Y and Sandler M
Proc. of the 125th Convention of the Audio Engineering Society, San Francisco, USA.
01-01-2008

2007

Intelligent editing of studio recordings with the help of automatic music structure extraction
Fazekas G and Sandler M
Proc. of the 122nd Convention of the Audio Engineering Society, Vienna, Austria.
01-01-2007

Structural decomposition of recorded vocal performances and its application to intelligent audio editing
Fazekas G and Sandler M
Proc. of the 123rd Convention of the Audio Engineering Society, New York, USA.
01-01-2007

Grants

Grants of specific relevance to the Centre for Multimodal AI

Smart EQ: Personalising Audio with Context-aware AI using Listener Preferences and Psychological Factors
George Fazekas and Charalampos Saitis
£172,101 Yamaha Corporation
23-09-2024 - 22-09-2028

AIM CDT Studentship - Sony 2023
George Fazekas
£150,000 SONY EUROPE B.V.
01-10-2023 - 30-09-2027

AIM CDT Studentship - UMG 2023
George Fazekas
£61,268 Universal Music Group International Limited
01-10-2023 - 30-09-2027

AIM Studentship Steinberg
George Fazekas
£112,436 Steinberg Media Technologies GmbH
20-09-2021 - 31-01-2026

UKRI Centre for Doctoral Training in Artificial Intelligence and Music
Simon Dixon, Emmanouil Benetos, Nicholas Bryan-Kinns, Mark Sandler, Andrew Mcpherson, Mathieu Barthet, George Fazekas, Ekaterina Ivanova, Anna Xambo Sedo and Charalampos Saitis
£6,519,934 EPSRC Engineering and Physical Sciences Research Council
01-07-2019 - 31-08-2028

CDT Postgraduate Studentship
George Fazekas, Mathieu Barthet and Andrew Mcpherson
£27,000 MUSIC Tribe Brands UK Limited
23-09-2019 - 22-09-2023

CDT Studentships: Elona Shatri
George Fazekas
£124,649 Steinberg Media Technologies GmbH
23-09-2019 - 30-04-2024

Deep learning & multi modal models for the music industry
George Fazekas
£54,000 Universal Music Group International Limited
23-09-2019 - 31-07-2024

AI and Music in the Creative Industries of China and the UK
Nicholas Bryan-Kinns and George Fazekas
£20,970 AHRC Arts and Humanities Research Council
14-02-2019 - 13-08-2019

AudioCommons - An Ecosystem for Creative Reuse of Audio Content
George Fazekas, Mark Sandler and Mathieu Barthet
£541,481 EU Commission - Horizon 2020
01-02-2016 - 31-01-2019