Dr Dan StowellLecturerEmail: dan.stowell@qmul.ac.ukTelephone: +44 20 7882 3066Room Number: Engineering, Eng 400Website: http://mcld.co.uk/research/PublicationsResearchPublications Zandberg L, Morfi V, George JM et al. (publicationYear). Bird song comparison using deep learning trained from avian perceptual judgments. nameOfConference DOI: 10.1371/journal.pcbi.1012329 QMRO: qmroHref Rasmussen JH, Stowell D, Briefer EF (2024). Sound evidence for biodiversity monitoring. nameOfConference DOI: 10.1126/science.adh2716 QMRO: qmroHref Priebe D, Ghani B, Stowell D (publicationYear). Efficient Speech Detection in Environmental Audio Using Acoustic Recognition and Knowledge Distillation. nameOfConference DOI: 10.3390/s24072046 QMRO: qmroHref 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 Bubnicki JW, Norton B, Baskauf SJ et al. (2024). Camtrap DP: an open standard for the FAIR exchange and archiving of camera trap data. nameOfConference DOI: 10.1002/rse2.374 QMRO: qmroHref 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 Faiß M, Stowell D (publicationYear). Adaptive representations of sound for automatic insect recognition. nameOfConference DOI: 10.1371/journal.pcbi.1011541 QMRO: qmroHref Chetouani M, Briefer EF, Dassow A et al. (2023). Vocal interactivity in-and-between humans, animals and robots. nameOfConference DOI: 10.1075/is.00016.che QMRO: qmroHref Nolasco I, Singh S, Morfi V et al. (2023). Learning to detect an animal sound from five examples. nameOfConference DOI: 10.1016/j.ecoinf.2023.102258 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/90660 Nolasco I, Stowell D (2022). Rank-Based Loss For Learning Hierarchical Representations. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/icassp43922.2022.9746907 QMRO: qmroHref Linhart P, Mahamoud-Issa M, Stowell D et al. (2022). The potential for acoustic individual identification in mammals. nameOfConference DOI: 10.1007/s42991-021-00222-2 QMRO: qmroHref Stowell D (publicationYear). Computational bioacoustics with deep learning: a review and roadmap. nameOfConference DOI: 10.7717/peerj.13152 QMRO: qmroHref Simon R, Bakunowski K, Reyes-Vasques AE et al. (publicationYear). Acoustic traits of bat-pollinated flowers compared to flowers of other pollination syndromes and their echo-based classification using convolutional neural networks. nameOfConference DOI: 10.1371/journal.pcbi.1009706 QMRO: qmroHref Vidaña-Vila E, Navarro J, Stowell D et al. (publicationYear). Multilabel Acoustic Event Classification Using Real-World Urban Data and Physical Redundancy of Sensors. nameOfConference DOI: 10.3390/s21227470 QMRO: qmroHref Comunità M, Stowell D, Reiss JD (2021). Guitar Effects Recognition and Parameter Estimation With Convolutional Neural Networks. nameOfConference DOI: 10.17743/jaes.2021.0019 QMRO: https://qmro.qmul.ac.uk/xmlui/handle/123456789/75968 Morfi V, Lachlan RF, Stowell D (2021). Deep perceptual embeddings for unlabelled animal sound eventsa). nameOfConference DOI: 10.1121/10.0005475 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/73423 Vidaña-Vila E, Navarro J, Borda-Fortuny C et al. (publicationYear). Low-Cost Distributed Acoustic Sensor Network for Real-Time Urban Sound Monitoring. nameOfConference DOI: 10.3390/electronics9122119 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/70111 Stowell D, Kelly J, Tanner D et al. (publicationYear). A harmonised, high-coverage, open dataset of solar photovoltaic installations in the UK. nameOfConference DOI: 10.1038/s41597-020-00739-0 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/68887 Lawati YA, Kelly J, Stowell D (2020). Short-term prediction of photovoltaic power generation using Gaussian process regression. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/67748 Stowell D, Sueur J (2020). Ecoacoustics: acoustic sensing for biodiversity monitoring at scale. nameOfConference DOI: 10.1002/rse2.174 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/66414 Solomes A-M, Stowell D (2020). Efficient Bird Sound Detection on the Bela Embedded System. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/icassp40776.2020.9053533 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/67750 Fano Yela D, Thalmann F, Nicosia V et al. (2020). Online visibility graphs: Encoding visibility in a binary search tree. nameOfConference DOI: 10.1103/physrevresearch.2.023069 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/64425 Morfi V, Bas Y, Pamuła H et al. (publicationYear). NIPS4Bplus: a richly annotated birdsong audio dataset. nameOfConference DOI: 10.7717/peerj-cs.223 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59861 Stowell D (publicationYear). State of the Art in Computational Bioacoustics and Machine Learning: How far have we come?. nameOfConference DOI: 10.3897/biss.3.37227 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/67749 Alvarado PA, Alvarez MA, Stowell D (2019). Sparse Gaussian Process Audio Source Separation Using Spectrum Priors in the Time-domain. 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/ICASSP.2019.8683287 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59262 Wilkinson WJ, Riis Andersen M, Reiss JD et al. (2019). Unifying Probabilistic Models for Time-frequency Analysis. 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) DOI: 10.1109/ICASSP.2019.8682306 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59261 Stowell D, Petrusková T, Šálek M et al. (2019). Automatic acoustic identification of individual animals: Improving generalisation across species and recording conditions. nameOfConference DOI: 10.1098/rsif.2018.0940 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/62376 Matt A, Stowell D (2019). Estimating & Mitigating the Impact of Acoustic Environments on Machine-to-Machine Signalling. 2019 27th European Signal Processing Conference (EUSIPCO) DOI: 10.23919/eusipco.2019.8902634 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59860 Yamaç M, Ahishali M, Passalis N et al. (2019). Reversible Privacy Preservation using Multi-level Encryption and Compressive Sensing. 2019 27th European Signal Processing Conference (EUSIPCO) DOI: 10.23919/eusipco.2019.8903056 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/57578 Yela DF, Stowell D, Sandler M (2019). Spectral Visibility Graphs: Application to Similarity of Harmonic Signals. 2019 27th European Signal Processing Conference (EUSIPCO) DOI: 10.23919/eusipco.2019.8903055 QMRO: qmroHref Wilkinson WJ, Andersen MR, Reiss JD et al. (2019). End-to-end probabilistic inference for nonstationary audio analysis. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/57579 Stowell D, Wood MD, Pamuła H et al. (2018). Automatic acoustic detection of birds through deep learning: The first Bird Audio Detection challenge. nameOfConference DOI: 10.1111/2041-210X.13103 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/53489 Morfi V, Stowell D (2018). Deep Learning for Audio Event Detection and Tagging on Low-Resource Datasets. nameOfConference DOI: 10.3390/app8081397 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/43923 Morfi V, Stowell D (2018). Data-Efficient Weakly Supervised Learning for Low-Resource Audio Event Detection Using Deep Learning. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/59260 Wilkinson WJ, Reiss JD, Stowell D (2018). A generative model for natural sounds based on latent force modelling. LVA-ICA DOI: 10.1007/978-3-319-93764-9_25 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/42563 Fano Yela D, Stowell D, Sandler M (2018). Does K matter? k-NN hubness analysis for kernel additive modelling vocal separation. LVA-ICA DOI: 10.1007/978-3-319-93764-9_27 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/43083 BENETOS E, STOWELL D, PLUMBLEY M (2018). Approaches to complex sound scene analysis. nameOfConference DOI: 10.1007/978-3-319-63450-0 QMRO: qmroHref Wilkinson WJ, Reiss JD, Stowell D (2017). Latent force models for sound: Learning modal synthesis parameters and excitation functions from audio recordings. Proceedings of the 20th International Conference on Digital Audio Effects (DAFx-17) DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/28403 Benetos E, Stowell D, Plumbley MD (2018). Approaches to Complex Sound Scene Analysis. nameOfConference DOI: 10.1007/978-3-319-63450-0_8 QMRO: qmroHref 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 Alvarado PA, Stowell D (2017). Efficient Learning of Harmonic Priors for Pitch Detection in Polyphonic Music. nameOfConference DOI: doi QMRO: qmroHref STOWELL D (2018). Computational Bioacoustic Scene Analysis. nameOfConference DOI: 10.1007/978-3-319-63450-0_11 QMRO: qmroHref Morfi V, STOWELL DF (2017). Deductive Refinement of Species Labelling in Weakly Labelled Birdsong Recordings. International Conference on Acoustics, Speech and Signal Processing (ICASSP2017 ) DOI: 10.1109/ICASSP.2017.7952237 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/22292 WILKINSON WJ, stowell D, reiss J (2016). Performable Spectral Synthesis via Low-Dimensional Modelling and Control Mapping. DMRN+11: Digital Music Research Network One-day Workshop 2016 DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/19351 STOWELL DF, Wood M, Stylianou Y et al. (2016). Bird Detection In Audio: A Survey And A Challenge. IEEE International Workshop on Machine Learning for Signal Processing (MLSP) DOI: 10.1109/MLSP.2016.7738875 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/15095 STOWELL DF, Morfi GV, Gill LF (2016). Individual identity in songbirds: signal representations and metric learning for locating the information in complex corvid calls. InterSpeech DOI: 10.21437/Interspeech.2016-465 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/13269 STOWELL DF, Gill LF, Clayton D (2016). Detailed temporal structure of communication networks in groups of songbirds. nameOfConference DOI: 10.1098/rsif.2016.0296 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/13351 Alvarado PA, Stowell D (2016). Gaussian Processes for Music Audio Modelling and Content Analysis. 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP) DOI: 10.1109/mlsp.2016.7738836 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/15094 Stowell D, Clayton D (2015). Acoustic Event Detection for Multiple Overlapping Similar Sources. 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) DOI: 10.1109/waspaa.2015.7336885 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/42883 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 Stowell D, Turner RE (2015). Denoising without access to clean data using a partitioned autoencoder. nameOfConference DOI: doi QMRO: qmroHref Barchiesi D, Giannoulis D, Stowell D et al. (publicationYear). Acoustic Scene Classification: Classifying environments from the sounds they produce. nameOfConference DOI: 10.1109/msp.2014.2326181 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9956 Stowell D (2015). BirdCLEF 2015 submission: Unsupervised feature learning from audio. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2014). Large-scale analysis of frequency modulation in birdsong data bases. nameOfConference DOI: 10.1111/2041-210X.12223 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9951 Stowell D, Plumbley MD (2014). Automatic large-scale classification of bird sounds is strongly improved by unsupervised feature learning.. nameOfConference DOI: 10.7717/peerj.488 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/7662 Barchiesi D, Giannoulis D, Stowell D et al. (2014). Acoustic Scene Classification.. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2014). An open dataset for research on audio field recording archives: Freefield1010. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/43087 Stowell D, Plumbley MD (2014). Audio-only bird classification using unsupervised feature learning. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Dixon S (2014). Integration of informal music technologies in secondary school music lessons. nameOfConference DOI: 10.1017/S026505171300020X QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9954 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 Stowell D, Muševič S, Bonada J et al. (2013). Improved multiple birdsong tracking with distribution derivative method and Markov renewal process clustering. nameOfConference DOI: 10.1109/ICASSP.2013.6637691 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9952 Stowell D, Plumbley MD (2013). Segregating event streams and noise with a Markov renewal process model. nameOfConference DOI: doi QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/9955 Giannoulis D, Stowell D, Benetos E et al. (2013). A database and challenge for acoustic scene classification and event detection. nameOfConference DOI: doi QMRO: qmroHref Stowell D, McLean A (2013). Live music-making: a rich open task requires a rich open interface. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Chew E (2012). Bayesian MAP estimation of piecewise arcs in tempo time-series. 9th International Symposium on Computer Music Modeling and Retrieval CMMR 2012 DOI: 10.1007/978-3-642-41248-6_22 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/43085 Stowell D, Plumbley MD (2012). Framewise heterodyne chirp analysis of birdsong. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2012). Multi-target pitch tracking of vibrato sources in noise using the GM-PHD filter. 5th International Workshop on Machine Learning and Music (MML12) DOI: doi QMRO: qmroHref Stowell D, McLean A (2011). Live music-making: a rich open task requires a rich open interface. nameOfConference DOI: 10.1007/978-1-4471-2990-5_8 QMRO: qmroHref Stowell D, Plumbley MD (2011). Learning Timbre Analogies from Unlabelled Data by Multivariate Tree Regression. nameOfConference DOI: 10.1080/09298215.2011.596938 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/2584 Stowell D, Dixon S (2011). MIR in school? Lessons from ethnographic observation of secondary school music classes. ISMIR 2011 DOI: doi QMRO: qmroHref Stowell D, Barthet M, Dixon S et al. (2011). Musicology for the masses: Situating new audio technologies for musicology and music education. Digital Engagement 2011 DOI: doi QMRO: qmroHref Stowell D (2011). Scheduling and composing with Risset eternal accelerando rhythms. nameOfConference DOI: doi QMRO: qmroHref Stowell D (2011). Writing Unit Generator Plugins. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2010). Birdsong and C4DM: A survey of UK birdsong and machine recognition for music researchers. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2010). Cross-associating unlabelled timbre distributions to create expressive musical mappings. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2010). Delayed Decision-making in Real-time Beatbox Percussion Classification. nameOfConference DOI: 10.1080/09298215.2010.512979 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/2581 Stowell D (2010). Making music through real-time voice timbre analysis: machine learning and timbral control. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2010). Timbre remapping through a regression-tree technique. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Robertson A, Bryan-Kinns N et al. (2009). Evaluation of live human-computer music-making: Quantitative and qualitative approaches. nameOfConference DOI: 10.1016/j.ijhcs.2009.05.007 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/2562 Stowell D, Plumbley MD (2009). Fast Multidimensional Entropy Estimation by k-d Partitioning. nameOfConference DOI: 10.1109/LSP.2009.2017346 QMRO: https://uat2-qmro.qmul.ac.uk/xmlui/handle/123456789/2561 Stowell D, Plumbley MD (2008). Robustness and independence of voice timbre features under live performance acoustic degradations. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2008). Characteristics of the beatboxing vocal style. nameOfConference DOI: doi QMRO: qmroHref Stowell D, Plumbley MD, Bryan-Kinns N (2008). Discourse analysis evaluation method for expressive musical interfaces. 8th International Conference on New Interfaces for Musical Expression (NIME 2008) DOI: doi QMRO: qmroHref Stowell D, Plumbley MD (2007). Adaptive Whitening for Improved Real-Time Audio Onset Detection. Proceedings of the International Computer Music Conference (ICMC'07), Copenhagen, Denmark, pp 312-319, August 2007 DOI: doi QMRO: qmroHref