Lecturer in Audio Signal Processing
machine learning for audio, audio signal processing, music information retrieval, binaural audio
Publications of specific relevance to the Centre for Multimodal AI
Temporal Considerations in DJ Mix Information Retrieval and GenerationArtist Considerations in Offline Evaluation of Music Recommender SystemsOn Inherited Popularity Bias in Cold-Start Item RecommendationListener Acoustic Personalization ChallengeLAP24: Head-Related Transfer Function Dataset HarmonizationTowards a Unified Representation Evaluation Framework Beyond Downstream TasksLearning Music Audio Representations With Limited DataEvaluation of pretrained language models on music understandingI can listen but cannot read: An evaluation of two-tower multimodal systems for instrument recognitionMulti-Signal Informed Attention for Beat and Downbeat DetectionEvaluation of pretrained language models on music understandingI can listen but cannot read: An evaluation of two-tower multimodal\n systems for instrument recognitionMusician-AI partnership mediated by emotionally-aware smart musical instrumentsTime-of-arrival Estimation and Phase Unwrapping of Head-related Transfer Functions With Integer Linear ProgrammingTime-of-arrival estimation and phase unwrapping of head-related transfer functions with integer linear programmingPolar Manhattan Displacement: measuring tonal distances between chords based on intervallic contentThe SONICOM HRTF DatasetOn the relevance of the differences between HRTF measurement setups for machine learning“Give me happy pop songs in C major and with a fast tempo”: A vocal assistant for content-based queries to online music repositoriesPOLAR MANHATTAN DISPLACEMENT: MEASURING TONAL DISTANCES BETWEEN CHORDS BASED ON INTERVALLIC CONTENTOn The Relevance Of The Differences Between HRTF Measurement Setups For\n Machine LearningMusic Emotion Recognition: Intention of Composers-Performers Versus Perception of Musicians, Non-Musicians, and Listening MachinesThe WASABI Dataset: Cultural, Lyrics and Audio Analysis Metadata About 2 Million Popular Commercially Released SongsCloud-smart Musical Instrument InteractionsA Critical Look at the Applicability of Markov Logic Networks for Music Signal Analysis20 Years of Automatic Chord Recognition from AudioGuitar String Separation Using Non-Negative Matrix Factorization and Factor DeconvolutionFinding new practice material through chord-based exploration of a large music catalogueA web-based system for suggesting new practice material to music learners based on chord contentExploring Real-time Visualisations to Support Chord Learning with a Large Music Collectionpywebaudioplayer: Bridging the gap between audio processing code and attractive visualisations based on web technologyJam with JamendoRecommending songs to music learners based on chord contentGuitarset: A dataset for guitar transcriptionGuitar-set preview: a dataset for guitar transcription and moreImproved template-based chord recognition using the CRP featureConfidence Measures and Their Applications in Music Labelling Systems Based on Hidden Markov ModelsChord RecognitionExploiting prior knowledge during automatic key and chord estimation from musical audioCombining Musicological Knowledge About Chords and Keys in a Simultaneous Chord and Local Key Estimation SystemOn comparative statistics for labelling tasks: what can we learn from MIREX ACE 2013?Segmenting music through the joint estimation of keys, chords and structural boundariesEVALUATING AUTOMATICALLY ESTIMATED CHORD SEQUENCESCombining harmony-based and novelty-based approaches for structural segmentationThe influence of chord duration modeling on chord and local key extractionMODELING MUSICOLOGICAL INFORMATION AS TRIGRAMS IN A SYSTEM FOR SIMULTANEOUS CHORD AND LOCAL KEY EXTRACTIONImproving the key extraction performance of a simultaneous local key and chord estimation systemIntegrating musicological knowledge into a probabilistic framework for chord and key extractionA novel chroma representation of polyphonic music based on multiple pitch tracking techniquesEvaluating Contrastive Methodologies for Music Representation Learning Using Playlist DataA 2 Million Commercial Song Interactive NavigatorThe Hartufo toolkit for machine learning with HRTF dataGrants of specific relevance to the Centre for Multimodal AIImproved Bioacoustic EncodingSteinberg PhD Studentship (S&E Flexible PhD Studentship, 2025/26, Band B)AIM CDT Studentship - Stem 2024AIM CDT Internship with stem.tech: James BoltOn 12-15 October, several CMAI researchers will participate at the 2025 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, taking place at the Granlibakken Tahoe Resort near Lake Tahoe, in Tahoe City, CA, USA. WASPAA is a premier event in the field of audio signal processing, organised by ... [more]
On 30 June - 5 July 2025, CMAI researchers will participate at the IEEE International Joint Conference on Neural Networks (IJCNN 2025), the flagship conference of the IEEE Computational Intelligence Society and the International Neural Network Society. The Centre for Multimodal AI will have a strong presence at the conference. The following papers authored/... [more]
On 6-11 April 2025, several CMAI researchers will participate at the 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2025). ICASSP is the leading conference in the field of signal processing and the flagship event of the IEEE Signal Processing Society. As in previous years, the Centre for Multimodal AI ... [more]
