
Romain Serizel
Présentation
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 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
Publications
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Diffusion-based Unsupervised Audio-visual Speech EnhancementICASSP 2025 - International Conference on Acoustics Speech and Signal Processing, IEEE, Apr 2025, Hyderabad, India. pp.1-5
Communication dans un congrès
hal-04718254
v2
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Mixture of Mixups for Multi-label Classification of Rare Anuran SoundsEUSIPCO 2024: 32nd European Signal Processing Conference, Aug 2024, Lyon, France. pp.1282-1286, ⟨10.23919/EUSIPCO63174.2024.10715140⟩
Communication dans un congrès
hal-04620733
v1
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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, ⟨10.1109/ICASSP48485.2024.10446294⟩
Communication dans un congrès
hal-03833827
v2
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Unsupervised speech enhancement with diffusion-based generative modelsInternational Conference on Acoustics Speech and Signal Processing (ICASSP), IEEE, Apr 2024, Seoul (Korea), South Korea. ⟨10.48550/arXiv.2309.10450⟩
Communication dans un congrès
hal-04210707
v2
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Normalizing Energy Consumption for Hardware-Independent Evaluation2024 IEEE International Workshop on Machine Learning for Signal Processing, Sep 2024, London, United Kingdom
Communication dans un congrès
hal-04697122
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Posterior sampling algorithms for unsupervised speech enhancement with recurrent variational autoencoderInternational Conference on Acoustics Speech and Signal Processing (ICASSP), IEEE, Apr 2024, Seoul (Korea), South Korea. ⟨10.48550/arXiv.2309.10439⟩
Communication dans un congrès
hal-04210679
v2
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Self-Supervised Learning for Few-Shot Bird Sound ClassificationICASSPW 2024: IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops, Apr 2024, Seoul, South Korea. ⟨10.1109/ICASSPW62465.2024.10627576⟩
Communication dans un congrès
hal-04925735
v1
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RoboVox: A Single/Multi-channel Far-field Speaker Recognition Benchmark for a Mobile RobotLREC_COLING, ELRA, May 2024, Turino, Italy
Communication dans un congrès
hal-04536499
v1
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From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for SED SystemsDetection and Classification of Acoustic Scenes and Events 2024, Oct 2024, Tokyo, Japan
Communication dans un congrès
hal-04697137
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Performance and Energy Balance: A Comprehensive Study of State-of-the-Art Sound Event Detection SystemsICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Apr 2024, Seoul, South Korea. pp.1096-1100, ⟨10.1109/ICASSP48485.2024.10445834⟩
Communication dans un congrès
hal-04892368
v1
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Regularized Contrastive Pre-Training for Few-Shot Bioacoustic Sound DetectionICASSP 2024: IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2024, Seoul, South Korea. ⟨10.1109/ICASSP48485.2024.10446409⟩
Communication dans un congrès
hal-04925734
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Diffusion-based speech enhancement with a weighted generative-supervised learning lossInternational Conference on Acoustics Speech and Signal Processing (ICASSP), IEEE, Apr 2024, Seoul (Korea), South Korea. ⟨10.48550/arXiv.2309.10457⟩
Communication dans un congrès
hal-04210729
v2
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Multi-channel extension of pre-trained models for speaker verificationInterspeech, Sep 2024, Kos, Greece
Communication dans un congrès
hal-04667593
v1
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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
Communication dans un congrès
hal-04383609
v1
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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⟩
Communication dans un congrès
hal-04151411
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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⟩
Communication dans un congrès
hal-04385022
v1
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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⟩
Communication dans un congrès
hal-03850797
v1
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Monitoring environmental impact of DCASE systems: Why and how ?Detection and Classification of Acoustic Scene and Events (DCASE) Workshop, Sep 2023, Tampere (Finlande), Finland
Communication dans un congrès
hal-04286654
v1
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Joint optimization of diffusion probabilistic-based multichannel speech enhancement with far-field speaker verificationIEEE SLT 2022, Jan 2023, Doha, Qatar
Communication dans un congrès
hal-03671583
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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
Communication dans un congrès
hal-03833836
v2
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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⟩
Communication dans un congrès
hal-04385004
v1
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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
Communication dans un congrès
hal-03933981
v1
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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
Communication dans un congrès
hal-03833814
v2
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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⟩
Communication dans un congrès
hal-04385071
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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⟩
Communication dans un congrès
hal-04193377
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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
Communication dans un congrès
hal-03894965
v1
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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⟩
Communication dans un congrès
hal-03710445
v2
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Learning noise robust ResNet-based speaker embedding for speaker recognitionOdyssey 2022 : The Speaker and Language Recognition Workshop, Jun 2022, Beijing, China
Communication dans un congrès
hal-03650549
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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
Communication dans un congrès
hal-04010329
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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⟩
Communication dans un congrès
hal-03562763
v1
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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
Communication dans un congrès
hal-03848387
v1
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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
Communication dans un congrès
hal-03619903
v2
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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⟩
Communication dans un congrès
hal-03554305
v2
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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
Communication dans un congrès
hal-03848388
v1
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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
Communication dans un congrès
hal-03669919
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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⟩
Communication dans un congrès
hal-02984675
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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⟩
Communication dans un congrès
hal-03259801
v1
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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
Communication dans un congrès
hal-03522488
v1
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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⟩
Communication dans un congrès
hal-02984693
v1
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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⟩
Communication dans un congrès
hal-02567542
v2
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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⟩
Communication dans un congrès
hal-02907037
v2
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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⟩
Communication dans un congrès
hal-02985794
v3
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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⟩
Communication dans un congrès
hal-02978422
v1
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The impact of non-target events in synthetic soundscapes for sound event detectionDCASE 2021 - Detection and Classification of Acoustic Scenes and Events, Nov 2021, Barcelona/Virtual, Spain
Communication dans un congrès
hal-03355184
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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⟩
Communication dans un congrès
hal-03224675
v1
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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
Communication dans un congrès
hal-02389159
v3
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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
Communication dans un congrès
hal-02891700
v4
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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
Communication dans un congrès
hal-02506387
v1
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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
Communication dans un congrès
hal-02355573
v2
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Training Sound Event Detection On A Heterogeneous DatasetDCASE Workshop, Nov 2020, Tokyo, Japan
Communication dans un congrès
hal-02891665
v2
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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
Communication dans un congrès
hal-02467401
v4
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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
Communication dans un congrès
hal-02160855
v2
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Semi-supervised triplet loss based learning of ambient audio embeddingsICASSP 2019, May 2019, Brighton, United Kingdom
Communication dans un congrès
hal-02025824
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Sound Event Detection from Partially Annotated Data: Trends and ChallengesIcETRAN conference, Jun 2019, Srebrno Jezero, Serbia
Communication dans un congrès
hal-02114652
v2
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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
Communication dans un congrès
hal-02125985
v2
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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
Communication dans un congrès
hal-01850270
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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
Communication dans un congrès
hal-01723630
v2
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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
Communication dans un congrès
hal-01699759
v2
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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⟩
Communication dans un congrès
lirmm-01766795
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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
Communication dans un congrès
hal-01840453
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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
Communication dans un congrès
hal-01576857
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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
Communication dans un congrès
hal-01484744
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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
Communication dans un congrès
hal-01636627
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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
Communication dans un congrès
hal-02943480
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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⟩
Communication dans un congrès
hal-01393959
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Acoustic scene classification with matrix factorization for unsupervised feature learningICASSP, Mar 2016, Shangai, China
Communication dans un congrès
hal-02287267
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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
Communication dans un congrès
hal-01393968
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Group nonnegative matrix factorisation with speaker and session variability compensation for speaker identificationICASSP, Mar 2016, Shangai, China. pp.5470 - 5474
Communication dans un congrès
hal-02288453
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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
Communication dans un congrès
hal-01393964
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A brief introduction to deep neural networks and their application to automatic speech recognitionSéminaire de l'équipe Perception, Feb 2015, Grenoble, France
Communication dans un congrès
hal-02287014
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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⟩
Communication dans un congrès
hal-01393972
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Deep neural network adaptation for children's and adults' speech recognitionItalian Computational Linguistics Conference (CLiC-it), Dec 2014, Pise, Italy
Communication dans un congrès
hal-01393975
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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
Communication dans un congrès
hal-01393980
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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
Communication dans un congrès
hal-01393977
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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
Communication dans un congrès
hal-01393985
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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
Communication dans un congrès
hal-01393983
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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
Communication dans un congrès
hal-01393988
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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
Communication dans un congrès
inria-00459290
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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⟩
Chapitre d'ouvrage
hal-01575619
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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⟩
Chapitre d'ouvrage
hal-01620341
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Multiview Approaches to Event Detection and Scene AnalysisComputational Analysis of Sound Scenes and Events, Springer International Publishing AG, 2017
Chapitre d'ouvrage
hal-02287697
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Supervised contrastive learning for pre-training bioacoustic few-shot systemsIMT Atlantique; LORIA. 2023
Rapport
hal-04165306
v1
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Robovox: Far-Field Speaker Recognition By A Mobile Robot (Evaluation Plan)Avignon Université. 2023
Rapport
hal-04453630
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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
Rapport
(rapport de recherche)
hal-02372431
v4
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Contributions to speech processing and ambient sound analysisComputer Science [cs]. Université de Lorraine, 2022
HDR
tel-03612609
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