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hal-01362864v2  Journal articles
Victor BisotRomain SerizelSlim EssidGael Richard. Feature Learning with Matrix Factorization Applied to Acoustic Scene Classification
IEEE/ACM Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2017, 25 (6), pp.1216 - 1229. ⟨10.1109/TASLP.2017.2690570⟩
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hal-01484744v1  Conference papers
Romain SerizelVictor BisotSlim EssidGael Richard. Supervised Group Nonnegative Matrix Factorisation With Similarity Constraints And Applications To Speaker Identification
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Mar 2017, New Orleans, United States
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hal-01393964v1  Conference papers
Romain SerizelSlim EssidGael Richard. Mini-batch stochastic approaches for accelerated multiplicative updates in nonnegative matrix factorisation with beta-divergence
IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2016), Sep 2016, Salerne, Italy
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hal-01575619v1  Book sections
Romain SerizelVictor BisotSlim EssidGael Richard. Acoustic Features for Environmental Sound Analysis
Tuomas 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⟩
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hal-01576857v1  Conference papers
Victor BisotRomain SerizelSlim EssidGael Richard. Leveraging deep neural networks with nonnegative representations for improved environmental sound classification
IEEE International Workshop on Machine Learning for Signal Processing MLSP, Sep 2017, Tokyo, Japan
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hal-01636627v1  Conference papers
Victor BisotRomain SerizelSlim EssidGael Richard. Nonnegative Feature Learning Methods for Acoustic Scene Classification
DCASE 2017 - Workshop on Detection and Classification of Acoustic Scenes and Events, Nov 2017, Munich, Germany
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hal-01393959v1  Conference papers
Romain SerizelVictor BisotSlim EssidGael Richard. Machine listening techniques as a complement to video image analysis in forensics
IEEE International Conference on Image Processing, Sep 2016, Phoenix, AZ, United States. pp.948-952, ⟨10.1109/ICIP.2016.7532497⟩
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hal-01840453v1  Conference papers
Lauréline PerotinRomain SerizelEmmanuel VincentAlexandre Guérin. CRNN-based joint azimuth and elevation localization with the Ambisonics intensity vector
IWAENC 2018 - 16th International Workshop on Acoustic Signal Enhancement, Sep 2018, Tokyo, Japan
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hal-02160855v2  Conference papers
Nicolas TurpaultRomain SerizelAnkit Parag ShahJustin Salamon. Sound event detection in domestic environments with weakly labeled data and soundscape synthesis
Workshop on Detection and Classification of Acoustic Scenes and Events, Oct 2019, New York City, United States
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hal-01839883v2  Journal articles
Lauréline PerotinRomain SerizelEmmanuel VincentAlexandre Guérin. CRNN-based multiple DoA estimation using acoustic intensity features for Ambisonics recordings
IEEE Journal of Selected Topics in Signal Processing, IEEE, 2019, Special Issue on Acoustic Source Localization and Tracking in Dynamic Real-life Scenes, 13 (1), pp.22-33. ⟨10.1109/jstsp.2019.2900164⟩
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hal-02114652v2  Conference papers
Romain SerizelNicolas Turpault. Sound Event Detection from Partially Annotated Data: Trends and Challenges
IcETRAN conference, Jun 2019, Srebrno Jezero, Serbia
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hal-02891700v4  Conference papers
Nicolas TurpaultScott WisdomHakan ErdoganJohn HersheyRomain Serizel et al.  Improving Sound Event Detection In Domestic Environments Using Sound Separation
DCASE Workshop 2020 - Detection and Classification of Acoustic Scenes and Events, Nov 2020, Tokyo / Virtual, Japan
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hal-02506387v1  Conference papers
Romain Serizel. A brief introduction to multichannel noise reduction with deep neural networks
SpiN 2020 - 12th Speech in Noise Workshop, Jan 2020, Toulouse, France
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hal-03259801v1  Conference papers
Nicolas FurnonRomain SerizelSlim EssidIrina Illina. Attention-based distributed speech enhancement for unconstrained microphone arrays with varying number of nodes
European Signal Processing Conference (EUSIPCO), IEEE, Aug 2021, Dublin/ Virtuel, Ireland
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hal-02567542v2  Conference papers
Michel OlveraEmmanuel VincentRomain SerizelGilles Gasso. Foreground-Background Ambient Sound Scene Separation
EUSIPCO 2020 - 28th European Signal Processing Conference, Jan 2021, Amsterdam / Virtual, Netherlands
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hal-01548508v1  Conference papers
Mathieu FontaineAntoine LiutkusLaurent GirinRoland Badeau. Explaining the Parameterized Wiener Filter with Alpha-Stable Processes
WASPAA 2017 - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, Oct 2017, New Paltz, New York, United States
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hal-01723630v2  Conference papers
Guillaume CarbajalRomain SerizelEmmanuel VincentEric Humbert. Multiple-input neural network-based residual echo suppression
ICASSP 2018 - IEEE International Conference on Acoustics, Speech and Signal Processing, Apr 2018, Calgary, Canada. pp.1-5
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hal-02355573v2  Conference papers
Romain SerizelNicolas TurpaultAnkit ShahJustin Salamon. Sound event detection in synthetic domestic environments
ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelona, Spain
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hal-02467401v4  Conference papers
Nicolas TurpaultRomain SerizelEmmanuel Vincent. Limitations of weak labels for embedding and tagging
ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelona, Spain
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hal-02389159v3  Conference papers
Nicolas FurnonRomain SerizelIrina IllinaSlim Essid. DNN-Based Distributed Multichannel Mask Estimation for Speech Enhancement in Microphone Arrays
ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelona, Spain
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hal-01620341v1  Book sections
Slim EssidSanjeel ParekhNgoc DuongRomain SerizelAlexey Ozerov et al.  Multiview approaches to event detection and scene analysis
Tuomas 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⟩
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hal-01699759v2  Conference papers
Lauréline PerotinRomain SerizelEmmanuel VincentAlexandre Guérin. Multichannel speech separation with recurrent neural networks from high-order ambisonics recordings
43rd IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2018), Apr 2018, Calgary, Canada
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hal-02125985v2  Conference papers
Lauréline PerotinAlexandre DéfossezEmmanuel VincentRomain SerizelAlexandre Guérin. Regression versus classification for neural network based audio source localization
WASPAA 2019 - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, IEEE, Oct 2019, New Paltz, United States
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hal-02372579v4  Journal articles
Guillaume CarbajalRomain SerizelEmmanuel VincentEric Humbert. Joint NN-Supported Multichannel Reduction of Acoustic Echo, Reverberation and Noise
IEEE/ACM Transactions on Audio, Speech and Language Processing, Institute of Electrical and Electronics Engineers, 2020, ⟨10.1109/TASLP.2020.3008974⟩
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hal-01531252v1  Conference papers
Mathieu FontaineCharles VanwynsbergheAntoine LiutkusRoland Badeau. Scalable Source Localization with Multichannel Alpha-Stable Distributions
25th European Signal Processing Conference (EUSIPCO), Aug 2017, Kos, Greece. pp.11-15
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hal-01401988v1  Conference papers
Mathieu FontaineCharles VanwynsbergheAntoine LiutkusRoland Badeau. Sketching for nearfield acoustic imaging of heavy-tailed sources
13th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2017), Feb 2017, Grenoble, France. pp.80-88, ⟨10.1007/978-3-319-53547-0_8⟩
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hal-02985794v3  Conference papers
Nicolas FurnonRomain SerizelIrina IllinaSlim Essid. Distributed speech separation in spatially unconstrained microphone arrays
ICASSP 2021 - 46th International Conference on Acoustics, Speech, and Signal Processing, Jun 2021, Toronto / Virtual, Canada
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hal-02907037v2  Conference papers
Md SahidullahAchintya Kumar SarkarVille VestmanXuechen LiuRomain Serizel et al.  UIAI System for Short-Duration Speaker Verification Challenge 2020
SLT 2021 - IEEE Spoken Language Technology Workshop, IEEE, Jan 2021, Shenzhen / Virtual, China. ⟨10.1109/SLT48900.2021.9383596⟩
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hal-01850270v1  Conference papers
Romain SerizelNicolas TurpaultHamid Eghbal-ZadehAnkit Parag Shah. Large-Scale Weakly Labeled Semi-Supervised Sound Event Detection in Domestic Environments
Workshop on Detection and Classification of Acoustic Scenes and Events, Nov 2018, Woking, United Kingdom
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lirmm-01766795v1  Conference papers
Mathieu FontaineFabian-Robert StöterAntoine LiutkusUmut SimsekliRomain Serizel et al.  Multichannel Audio Modeling with Elliptically Stable Tensor Decomposition
14th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2018), Jul 2018, Surrey, United Kingdom. pp.13-23, ⟨10.1007/978-3-319-93764-9_2⟩
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tel-02188304v1  Theses
Mathieu Fontaine. Processus alpha-stables pour le traitement du signal
Traitement du signal et de l'image [eess.SP]. Université de Lorraine, 2019. Français. ⟨NNT : 2019LORR0037⟩
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hal-02288063v1  Conference papers
Mathieu FontaineAditya Arie NugrahaRoland BadeauKazuyoshi YoshiiAntoine Liutkus. Cauchy Multichannel Speech Enhancement with a Deep Speech Prior
27th European Signal Processing Conference (EUSIPCO 2019), Sep 2019, Coruña, Spain