Romain Serizel
84
Documents
Presentation
I was born in Lille, France. I received the M.Eng. degree in Automatic System Engineering from ENSEM (Nancy, France) in 2005 and the M.Sc. degree in Signal Processing from Université Rennes 1 (Rennes, France) in 2006. I received the Ph.D. degree in Engineering Sciences from the Katholieke Universiteit Leuven (KUL), Belgium in June 2011. From June 2011 to December 2012 I was a research assistant with Prof. Marc Moonen research group at the Electrical Engineering Department (ESAT-SCD) of the KUL. From January 2013 to September 2014 i was a postdoctoral researcher with the Human Language Technology (HLT) group at the Fondazione Bruno Kessler (FBK) in Trento (Italy). From October 2014 to August 2016 I was a postdoctoral researcher with the department of signal and image processing (TSI) at telecom ParisTech in Paris (France) where I am working on speaker diarization, speaker recognition and respresentation learning for audio in the framework of the [LASIE](http://www.lasie-project.eu/) project. I am now an assistant professor at Université de Lorraine doing my research in Laboratoire lorrain de recherche en informatique et ses applications (Loria) with the Multispeech research group and teaching at IUT Charlemagne.
Publications
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A weighted-variance variational autoencoder model for speech enhancementICASSP 2024 - International Conference on Acoustics Speech and Signal Processing, IEEE, Apr 2024, Seoul (Korea), South Korea. pp.1-5
Conference papers
hal-03833827v2
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Mixture of Mixups for Multi-label Classification of Rare Anuran SoundsEUSIPCO 2024, Aug 2024, Lyon, France
Conference papers
hal-04620733v1
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Multi-channel extension of pre-trained models for speaker verificationInterspeech, Sep 2024, Kos, Greece
Conference papers
hal-04667593v1
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Post-Processing Independent Evaluation of Sound Event Detection SystemsDCASE 2023 - 8th Workshop on Detection and Classification of Acoustic Scenes and Events, Sep 2023, Tampere, Finland. ⟨10.48550/arXiv.2306.15440⟩
Conference papers
hal-04385022v1
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Self-supervised learning with diffusion-based multichannel speech enhancement for speaker verification under noisy conditionsINTERSPEECH 2023, Aug 2023, Dublin (Ireland), Ireland. pp.3849-3853, ⟨10.21437/Interspeech.2023-1890⟩
Conference papers
hal-04151411v1
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Fast and efficient speech enhancement with variational autoencodersInternational Conference on Acoustics Speech and Signal Processing (ICASSP), IEEE, Jun 2023, Rhodes island, Greece
Conference papers
hal-03833836v2
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Joint optimization of diffusion probabilistic-based multichannel speech enhancement with far-field speaker verificationIEEE SLT 2022, Jan 2023, Doha, Qatar
Conference papers
hal-03671583v2
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SPICE+: Evaluation of automatic audio captioning systems with pre-trained language modelsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2023), Jun 2023, Rhodes Island, Greece
Conference papers
hal-03933981v1
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Performance above all ? energy consumption vs. performance for machine listening, a study on dcase task 4 baselineICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2023, Rhodes Island, France. pp.1-5, ⟨10.1109/ICASSP49357.2023.10095938⟩
Conference papers
hal-03850797v1
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CONVOLUTIONAL NEURAL NETWORK FOR AUDIBILITY ASSESSMENT OF ACOUSTIC ALARMSInternational Conference on Acoustics, Speech and Signal Processing Search form Search ICASSP IEEE 2023, Jun 2023, Rhodes, Greece
Conference papers
hal-04010329v1
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Pretraining Representations for Bioacoustic Few-Shot Detection using Supervised Contrastive LearningDetection and Classification of Acoustic Scenes and Events 2023, Sep 2023, TAMPERE, Finland
Conference papers
hal-04383609v1
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Lightweight Annotation and Class Weight Training for Automatic Estimation of Alarm Audibility in NoiseICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2023, Rhodes Island, Greece. pp.1-5, ⟨10.1109/ICASSP49357.2023.10094730⟩
Conference papers
hal-04385004v1
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From Discrete Tokens to High-Fidelity Audio Using Multi-Band DiffusionNeurIPS 2023 - Conference on Neural Information Processing Systems, Dec 2023, New Orleans, United States. ⟨10.48550/arXiv.2308.02560⟩
Conference papers
hal-04385071v1
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BinauRec: A dataset to test the influence of the use of room impulse responses on binaural speech enhancementEUSIPCO23, EURASIP, Sep 2023, Helsiinki, Finland. ⟨10.23919/EUSIPCO58844.2023.10289772⟩
Conference papers
hal-04193377v1
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Audio-visual speech enhancement with a deep kalman filter generative modelInternational Conference on Acoustics Speech and Signal Processing (ICASSP), IEEE, Jun 2023, Rhodes island, Greece
Conference papers
hal-03833814v2
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Barlow Twins self-supervised learning for robust speaker recognitionInterspeech 2022 - Human and Humanizing Speech Technology, Sep 2022, Incheon, South Korea. ⟨10.21437/Interspeech.2022-11301⟩
Conference papers
hal-03710445v2
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Modélisation de la détection d’alarmes sonores dans le bruit16ème Congrès Français d'Acoustique, CFA2022, Société Française d'Acoustique; Laboratoire de Mécanique et d'Acoustique, Apr 2022, Marseille, France
Conference papers
hal-03848388v1
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How to Leverage DNN-based speech enhancement for multi-channel speaker verification?4th International Conference on Advances in Signal Processing and Artificial Intelligence (ASPAI' 2022), Oct 2022, Corfu, Greece
Conference papers
hal-03619903v2
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A benchmark of state-of-the-art sound event detection systems evaluated on synthetic soundscapesICASSP 2022 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2022, Singapore/Virtual, Singapore. ⟨10.1109/ICASSP43922.2022.9747577⟩
Conference papers
hal-03554305v2
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Threshold independent evaluation of sound event detection scoresICASSP 2022 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2022, Singapore, Singapore. ⟨10.1109/ICASSP43922.2022.9747556⟩
Conference papers
hal-03562763v1
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Integrating isolated examples with weakly-supervised sound event detection: a direct approach7th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), Nov 2022, Nancy, France
Conference papers
hal-03894965v1
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Evaluation de l’audibilité ressentie des alarmes sonores dans le bruit16ème Congrès Français d'Acoustique, CFA2022, Société Française d'Acoustique; Laboratoire de Mécanique et d'Acoustique, Apr 2022, Marseille, France
Conference papers
hal-03848387v1
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A Comprehensive Exploration of Noise Robustness and Noise Compensation in ResNet and TDNN-based Speaker Recognition SystemsEUSIPCO 2022 - 30th European Signal Processing Conference, Aug 2022, Belgrade, Serbia
Conference papers
hal-03669919v1
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Distributed speech separation in spatially unconstrained microphone arraysICASSP 2021 - 46th International Conference on Acoustics, Speech, and Signal Processing, Jun 2021, Toronto / Virtual, Canada. ⟨10.1109/ICASSP39728.2021.9414758⟩
Conference papers
hal-02985794v3
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Compensate multiple distortions for speaker recognition systemsEUSIPCO 2021 - 29th European Signal Processing Conference, Aug 2021, Dublin / Virtual, Ireland. ⟨10.23919/EUSIPCO54536.2021.9615983⟩
Conference papers
hal-03224675v1
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UIAI System for Short-Duration Speaker Verification Challenge 2020SLT 2021 - IEEE Spoken Language Technology Workshop, IEEE, Jan 2021, Shenzhen / Virtual, China. ⟨10.1109/SLT48900.2021.9383596⟩
Conference papers
hal-02907037v2
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Foreground-Background Ambient Sound Scene SeparationEUSIPCO 2020 - 28th European Signal Processing Conference, Jan 2021, Amsterdam / Virtual, Netherlands. ⟨10.23919/Eusipco47968.2020.9287436⟩
Conference papers
hal-02567542v2
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Automated audio captioning by fine-tuning bart with audioset tagsDCASE 2021 - 6th Workshop on Detection and Classification of Acoustic Scenes and Events, Nov 2021, Virtual, Spain
Conference papers
hal-03522488v1
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Attention-based distributed speech enhancement for unconstrained microphone arrays with varying number of nodesEUSIPCO 2021 - 29th European Signal Processing Conference, IEEE, Aug 2021, Dublin / Virtual, Ireland. ⟨10.23919/EUSIPCO54536.2021.9616358⟩
Conference papers
hal-03259801v1
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What’s All the FUSS About Free Universal Sound Separation Data?ICASSP 2021 - 46th International Conference on Acoustics, Speech, and Signal Processing, Jun 2021, Toronto/Virtual, Canada. ⟨10.1109/ICASSP39728.2021.9414774⟩
Conference papers
hal-02984693v1
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Sound Event Detection and Separation: a Benchmark on Desed Synthetic SoundscapesICASSP 2021 - 46th International Conference on Acoustics, Speech, and Signal Processing, Jun 2021, Toronto/Virtual, Canada. ⟨10.1109/ICASSP39728.2021.9414789⟩
Conference papers
hal-02984675v1
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Improving Sound Event Detection Metrics: Insights from DCASE 2020ICASSP 2021 - 46th International Conference on Acoustics, Speech, and Signal Processing, Jun 2021, Toronto/Virtual, Canada. ⟨10.1109/ICASSP39728.2021.9414711⟩
Conference papers
hal-02978422v1
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Improving Sound Event Detection In Domestic Environments Using Sound SeparationDCASE Workshop 2020 - Detection and Classification of Acoustic Scenes and Events, Nov 2020, Tokyo / Virtual, Japan
Conference papers
hal-02891700v4
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Limitations of weak labels for embedding and taggingICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelona, Spain
Conference papers
hal-02467401v4
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A brief introduction to multichannel noise reduction with deep neural networksSpiN 2020 - 12th Speech in Noise Workshop, Jan 2020, Toulouse, France
Conference papers
hal-02506387v1
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DNN-Based Distributed Multichannel Mask Estimation for Speech Enhancement in Microphone ArraysICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelona, Spain
Conference papers
hal-02389159v3
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Sound event detection in synthetic domestic environmentsICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelona, Spain
Conference papers
hal-02355573v2
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Training Sound Event Detection On A Heterogeneous DatasetDCASE Workshop, Nov 2020, Tokyo, Japan
Conference papers
hal-02891665v2
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Semi-supervised triplet loss based learning of ambient audio embeddingsICASSP 2019, May 2019, Brighton, United Kingdom
Conference papers
hal-02025824v1
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Sound event detection in domestic environments with weakly labeled data and soundscape synthesisWorkshop on Detection and Classification of Acoustic Scenes and Events, Oct 2019, New York City, United States
Conference papers
hal-02160855v2
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Regression versus classification for neural network based audio source localizationWASPAA 2019 - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, IEEE, Oct 2019, New Paltz, United States
Conference papers
hal-02125985v2
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Sound Event Detection from Partially Annotated Data: Trends and ChallengesIcETRAN conference, Jun 2019, Srebrno Jezero, Serbia
Conference papers
hal-02114652v2
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CRNN-based joint azimuth and elevation localization with the Ambisonics intensity vectorIWAENC 2018 - 16th International Workshop on Acoustic Signal Enhancement, Sep 2018, Tokyo, Japan
Conference papers
hal-01840453v1
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Multiple-input neural network-based residual echo suppressionICASSP 2018 - IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2018, Calgary, Canada. pp.1-5
Conference papers
hal-01723630v2
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Large-Scale Weakly Labeled Semi-Supervised Sound Event Detection in Domestic EnvironmentsWorkshop on Detection and Classification of Acoustic Scenes and Events, Nov 2018, Woking, United Kingdom
Conference papers
hal-01850270v1
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Multichannel Audio Modeling with Elliptically Stable Tensor DecompositionLVA/ICA 2018 - 14th International Conference on Latent Variable Analysis and Signal Separation, Jul 2018, Surrey, United Kingdom. pp.13-23, ⟨10.1007/978-3-319-93764-9_2⟩
Conference papers
lirmm-01766795v1
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Multichannel speech separation with recurrent neural networks from high-order ambisonics recordings43rd IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2018), Apr 2018, Calgary, Canada
Conference papers
hal-01699759v2
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Supervised Group Nonnegative Matrix Factorisation With Similarity Constraints And Applications To Speaker IdentificationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Mar 2017, New Orleans, United States
Conference papers
hal-01484744v1
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Nonnegative Feature Learning Methods for Acoustic Scene ClassificationDCASE 2017 - Workshop on Detection and Classification of Acoustic Scenes and Events, Nov 2017, Munich, Germany
Conference papers
hal-01636627v1
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Leveraging deep neural networks with nonnegative representations for improved environmental sound classificationIEEE International Workshop on Machine Learning for Signal Processing MLSP, Sep 2017, Tokyo, Japan
Conference papers
hal-01576857v1
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Machine listening techniques as a complement to video image analysis in forensicsIEEE International Conference on Image Processing, Sep 2016, Phoenix, AZ, United States. pp.948-952, ⟨10.1109/ICIP.2016.7532497⟩
Conference papers
hal-01393959v1
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Mini-batch stochastic approaches for accelerated multiplicative updates in nonnegative matrix factorisation with beta-divergenceIEEE International Workshop on Machine Learning for Signal Processing (MLSP 2016), Sep 2016, Salerne, Italy
Conference papers
hal-01393964v1
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SUPERVISED NONNEGATIVE MATRIX FACTORIZATION FOR ACOUSTIC SCENE CLASSIFICATIONIEEE international evaluation campaign on detection and classification of acousitc scenes and events (DCASE 2016), Sep 2016, Budapest, Hungary
Conference papers
hal-02943480v1
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Group Non-Negative Matrix Factorisation With Speaker And Session Similarity Constraints For Speaker IdentificationIEEE International Conference on Acoustics, Speech, and Signal Processing, Mar 2016, Shangai, China
Conference papers
hal-01393968v1
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Deep neural network adaptation for children's and adults' speech recognitionItalian Computational Linguistics Conference (CLiC-it), Dec 2014, Pise, Italy
Conference papers
hal-01393975v1
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Vocal tract length normalisation approaches to DNN-based children's and adults' speech recognition2014 IEEE Spoken Language Technology Workshop (SLT 2014), Dec 2014, South Lake Tahoe, CA, United States. pp.135-140, ⟨10.1109/SLT.2014.7078563⟩
Conference papers
hal-01393972v1
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Rank-1 Approximation Based Multichannel Wiener Filtering Algorithms For Noise Reduction In Cochlear ImplantsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2013, Vancouver, Canada
Conference papers
hal-01393980v1
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Output SNR analysis of integrated active noise control and noise reduction in hearing aids under a single speech source scenarioEuropean Signal Processing Conference (EUSIPCO), Aug 2010, Aalborg, Denmark
Conference papers
hal-01393977v1
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A Zone of Quiet Based Approach to Integrated Active Noise Control and Noise Reduction in Hearing AidsIEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), Oct 2009, New Paltz, United States
Conference papers
hal-01393983v1
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A Weighted Approach for Integrated Active Noise Control and Noise Reduction in Hearing AidsEuropean Signal Processing Conference (EUSIPCO), Aug 2009, Glasgow, United Kingdom
Conference papers
hal-01393985v1
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Combined Active Noise Control and noise reduction in Hearing Aids International Workshop on Acoustic Echo and Noise Control (IWAENC), Sep 2008, Seattle, United States
Conference papers
hal-01393988v1
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Noise model for Accuracy Constraint Determination in Fixed-Point SystemsWorkshop on Design and Architectures for Signal and Image Processing DASIP 2007, Nov 2007, Grenoble, France
Conference papers
inria-00459290v1
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Multiview approaches to event detection and scene analysisTuomas Virtanen; Mark D. Plumbley; Dan Ellis. Computational Analysis of Sound Scenes and Events, Springer, pp.243-276, 2017, 978-3319634494. ⟨10.1007/978-3-319-63450-0_9⟩
Book sections
hal-01620341v1
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Acoustic Features for Environmental Sound AnalysisTuomas Virtanen; Mark D. Plumbley; Dan Ellis. Computational Analysis of Sound Scenes and Events, Springer International Publishing AG, pp.71-101, 2017, 978-3-319-63449-4. ⟨10.1007/978-3-319-63450-0_4⟩
Book sections
hal-01575619v1
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Towards an efficient computation of masks for multichannel speech enhancement2022
Preprints, Working Papers, ...
hal-03604983v1
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MULTICHANNEL SPEECH ENHANCEMENT FOR SPEAKER VERIFICATION IN NOISY AND REVERBERANT ENVIRONMENTS2021
Preprints, Working Papers, ...
hal-03487420v1
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Analysis of weak labels for sound event tagging2021
Preprints, Working Papers, ...
hal-03203692v1
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SAMbA: Speech enhancement with Asynchronous ad-hoc Microphone Arrays2021
Preprints, Working Papers, ...
hal-04173974v1
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Supervised contrastive learning for pre-training bioacoustic few-shot systemsIMT Atlantique; LORIA. 2023
Reports
hal-04165306v1
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Joint NN-Supported Multichannel Reduction of Acoustic Echo, Reverberation and Noise: Supporting Document[Research Report] RR-9303, INRIA Nancy; Invoxia SAS. 2019
Reports
hal-02372431v4
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Contributions to speech processing and ambient sound analysisComputer Science [cs]. Université de Lorraine, 2022
Habilitation à diriger des recherches
tel-03612609v1
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