Thomas Vuillaume

90%
Libre accès
30
Documents
Affiliations actuelles
  • Laboratoire d'Annecy de Physique des Particules (LAPP)
  • Université Savoie Mont Blanc (USMB [Université de Savoie] [Université de Chambéry])
Contact

Présentation

Hi. I am Thomas Vuillaume, a data scientist and research software engineer working at LAPP, CNRS. I specialise in data analysis, IA and machine learning and (open) research software development. https://vuillaut.github.io/

Publications

Publications

Deep unsupervised domain adaptation applied to the Cherenkov Telescope Array Large-Sized Telescope

Michaël Dell'Aiera , Thomas Vuillaume , Mikaël Jacquemont , Alexandre Benoit
20th International Conference on Content-based Multimedia Indexing (CBMI 2023), Sep 2023, Orleans, France. pp.133-139, ⟨10.1145/3617233.3617279⟩
Communication dans un congrès hal-04190277 v1
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lstchain: An Analysis Pipeline for LST-1, the First Prototype Large-Sized Telescope of CTA

Rubén López-Coto , Andrés Baquero , Maria Isabel Bernardos , Franca Cassol , Luca Foffano et al.
30th Astronomical Data Analysis Software and Systems, Nov 2020, Granada, Spain. pp.357
Communication dans un congrès hal-03830397 v1

Single Imaging Atmospheric Cherenkov Telescope Full-Event Reconstruction with a Deep Multi-Task Learning Architecture

Mikaël Jacquemont , Thomas Vuillaume , Alexandre Benoit , Gilles Maurin , Patrick Lambert
30th Astronomical Data Analysis Software and Systems, Nov 2020, Granada, Spain. pp.203
Communication dans un congrès hal-03830391 v1
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Camera Calibration of the CTA-LST prototype

Yukiho Kobayashi , Akira Okumura , Franca Cassol , Hideaki Katagiri , Julian Sitarek et al.
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.720, ⟨10.22323/1.395.0720⟩
Communication dans un congrès hal-03324065 v1

Analysis of the Cherenkov Telescope Array first Large-Sized Telescope real data using convolutional neural networks

Thomas Vuillaume , Mikaël Jacquemont , Mathieu de Bony de Lavergne , David A. Sanchez , Vincent Poireau et al.
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.703, ⟨10.22323/1.395.0703⟩
Communication dans un congrès hal-03324037 v1
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First Full-Event Reconstruction from Imaging Atmospheric Cherenkov Telescope Real Data with Deep Learning

Mikaël Jacquemont , Thomas Vuillaume , Alexandre Benoit , Gilles Maurin , Patrick Lambert et al.
International Conference on Content-Based Multimedia Indexing (CBMI), Jun 2021, Lille, France. 6 p., ⟨10.1109/CBMI50038.2021.9461918⟩
Communication dans un congrès hal-03241475 v2
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Multi-Task Architecture with Attention for Imaging Atmospheric Cherenkov Telescope Data Analysis

Mikaël Jacquemont , Thomas Vuillaume , A Benoit , Gilles Maurin , Patrick Lambert
VISAPP 2021, Feb 2021, online, France
Communication dans un congrès hal-03043188 v1

Deep-learning-driven event reconstruction applied to simulated data from a single Large-Sized Telescope of CTA

Pietro Grespan , Mikael Jacquemont , Ruben Lopez-Coto , Tjark Miener , Daniel Nieto-Castaño et al.
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.771, ⟨10.22323/1.395.0771⟩
Communication dans un congrès hal-03373320 v1
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Deep Learning for Astrophysics, Understanding the Impact of Attention on Variability Induced by Parameter Initialization

Mikaël Jacquemont , Thomas Vuillaume , A Benoit , Gilles Maurin , Patrick Lambert
ICPR'2020 Workshop Explainable Deep Learning-AI, Jan 2021, Milan (on line), Italy
Communication dans un congrès hal-03043058 v1
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First follow-up of transient events with the CTA Large Size Telescope prototype

Hyuga Abe , Arnau Aguasca , Ivan Agudo , Lucio Angelo Antonelli , Carla Aramo et al.
37th International Cosmic Ray Conference, Jul 2021, Berlin, Germany. pp.838, ⟨10.22323/1.395.0838⟩
Communication dans un congrès hal-03324272 v1
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Single Imaging Atmospheric Cherenkov Telescope Full-Event Reconstruction with a Deep Multi-Task Learning Architecture

Mikaël Jacquemont , Thomas Vuillaume , Alexandre Benoît , Gilles Maurin , Patrick Lambert
Astronomical Data Analysis Software and Systems ADASS XXX, Nov 2020, Granada, Spain
Communication dans un congrès hal-03043005 v1
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Indexed Operations for Non-rectangular Lattices Applied to Convolutional Neural Networks

Mikaël Jacquemont , Luca Antiga , Thomas Vuillaume , Giorgia Silvestri , A Benoit et al.
VISAPP, 14th International Conference on Computer Vision Theory and Applications, Feb 2019, Prague, Czech Republic
Communication dans un congrès hal-02087157 v1

GammaLearn - first steps to apply Deep Learning to the Cherenkov Telescope Array data

Thomas Vuillaume , Jacquemont Mikael , Luca Antiga , Alexandre Benoit , Patrick Lambert et al.
23rd International Conference on Computing in High Energy and Nuclear Physics, Jul 2018, Sofia, Bulgaria. pp.06020, ⟨10.1051/epjconf/201921406020⟩
Communication dans un congrès hal-02403733 v1
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GammaLearn: a Deep Learning framework for IACT data

Mikaël Jacquemont , Thomas Vuillaume , A Benoit , Gilles Maurin , Patrick Lambert et al.
36th International Cosmic Ray Conference, Jul 2019, Madison, United States. pp.705
Communication dans un congrès hal-02197399 v1

A inhomogenous jet model for the broad band emission of radio loud AGNs

Thomas Vuillaume , Gilles Henry , Pierre-Olivier Petrucci
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.864, ⟨10.22323/1.301.0864⟩
Communication dans un congrès hal-01890893 v1

High Performance Computing algorithms for Atmospheric Cherenkov Telescopes

Thomas Vuillaume , Pierre Aubert , Gilles Maurin , Jean Jacquemier , Giovanni Lamanna et al.
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.771, ⟨10.22323/1.301.0771⟩
Communication dans un congrès hal-01890981 v1

Gammapy - A prototype for the CTA science tools

Christoph Deil , Roberta Zanin , Julien Lefaucheur , Catherine Boisson , Bruno Khélifi et al.
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.766, ⟨10.22323/1.301.0766⟩
Communication dans un congrès hal-01891750 v1

$ps^2chitt!$ – A Python package for the modelling of atmoSpheric Showers and CHerenkov Imaging Terrestrial Telescopes

Thomas Vuillaume , Florian Gaté , Gilles Maurin , Jean Jacquemier , Giovanni Lamanna
35th International Cosmic Ray Conference, Jul 2017, Busan, South Korea. pp.772, ⟨10.22323/1.301.0772⟩
Communication dans un congrès hal-01903439 v1
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GammaLearn - first steps to apply Deep Learning to the Cherenkov Telescope Array data

Thomas Vuillaume , Mikaël Jacquemont , Luca Antiga , A Benoit , Patrick Lambert et al.
23rd International Conference on Computing in High Energy and Nuclear Physics (CHEP 2018), Jul 2018, Sofia, Bulgaria
Communication dans un congrès hal-02197396 v1

High Performance Computing algorithms for Atmospheric Cherenkov Telescopes

Thomas Vuillaume , Pierre Aubert , Gilles Maurin , Jean Jacquemier , Giovanni Lamanna et al.
The 35th International Cosmic Ray Conference, the Astroparticle Physics Conference, Jul 2017, Bexco Busan, South Korea
Communication dans un congrès hal-01745128 v1
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Modeling the emission of active galactic nuclei at Fermi's era

Thomas Vuillaume
High Energy Astrophysical Phenomena [astro-ph.HE]. Université Grenoble Alpes, 2015. English. ⟨NNT : ⟩
Thèse tel-01254723 v2
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Modélisation de l'émission des noyaux actifs de galaxie à l'ère Fermi

Thomas Vuillaume
Astrophysique [astro-ph]. Université Grenoble Alpes, 2015. Français. ⟨NNT : 2015GREAY089⟩
Thèse tel-01686284 v1