Julien MICHEL - Thèse en cours

Identifiant ORCID 0000000174360381
Identifiant Hal https://hal.archives-ouvertes.fr/search/index/?q=%2A&authIdHal_s=julien-michel
Compte Researchgate Julien-Michel-7

Doctorat Surfaces et interfaces continentales, Hydrologie

- Université de Toulouse

Ecole doctorale : SDU2E - Sciences de l'Univers, de l'Environnement et de l'Espace

Sujet : Méthodes d'apprentissage automatique pour l'amélioration des résolutions spatiales et temporelles de séries temporelles d'images satellitales, avec application à l'Infra-Rouge Thermique

Mots-clés de la thèse : Séries Temporelles d'Images Satellite,Fusion,Apprentissage Automatique,Résolution Spatiale,Échantillonnage irrégulier,

Direction de thèse : Jordi INGLADA

Unité de recherche : CESBIO - Centre d'Etudes Spatiales de la BIOsphère UMR 5126 - TOULOUSE

Ingénieur - Ingénieur de l'Ecole Nationale Supérieure des Télécommunications de Bretagne

obtenu en mars 2007
Option : Sans objet

Production scientifique

- Romuald Ait-Bachir, Carlos Granero-Belinchon, Aurélie Michel, Julien Michel, Xavier Briottet, Lucas Drumetz 2025. Land Surface Temperature Super-Resolution with a Scale-Invariance-Free Neural Approach: Application to MODIS IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 18, pp.14480-14494, https://hal.science/hal-04925380v1
- Julien Michel, Ekaterina Kalinicheva, Jordi Inglada 2025. Revisiting remote sensing cross-sensor Single Image Super-Resolution: the overlooked impact of geometric and radiometric distortion , , https://hal.science/hal-04723225v3
- Julien Michel, Jordi Inglada 2025. Temporal Attention Multi-Resolution Fusion of Satellite Image Time-Series, applied to Landsat-8 and Sentinel-2: all bands, any time, at best spatial resolution , , https://hal.science/hal-05101526v1
- Valentine Bellet, Mathieu Fauvel, Jordi Inglada, Julien Michel 2023. End-to-end Learning for Land Cover Classification using Irregular and Unaligned SITS by Combining Attention-Based Interpolation with Sparse Variational Gaussian Processes IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, , https://hal.science/hal-04112115v4
- Julien Michel, Olivier Hagolle, Simon J Hook, Jean-Louis Roujean, Philippe Gamet 2023. Quantifying Thermal Infra-Red directional anisotropy using Master and Landsat-8 simultaneous acquisitions Remote Sensing of Environment, 297, pp.113765, https://hal.science/hal-04073733v3
- Julien Michel, Olivier Hagolle, Simon J. Hook, Jean-Louis Roujean, Philippe Gamet 2023. Quantifying Thermal Infra-Red directional anisotropy using Master and Landsat-8 simultaneous acquisitions Remote Sensing of Environment, Volume 297, 1 November 2023, 113765, https://doi.org/10.1016/j.rse.2023.113765
- Aurélien Lac, Julien Michel, Vincent Poulain, Nafissa Sfaksi 2023. Sentinel-2 Single Image Super-Resolution with the SEN2VENµS Dataset: architecture, training strategy, performances assessment and application to Water Bodies Detection , , https://hal.science/hal-04218629v1
- Julien Michel, Olivier Hagolle, Jordi Inglada, Vinasco-Salinas Juan 2022. Assessment of spatio-temporal fusion and super-resolution algorithms between the proposed Sentinel-HR and Sentinel-2 (NG) missions , , https://hal.science/hal-03924054v1
- Jordi Inglada, Julien Michel, Olivier Hagolle 2022. Assessment of the Usefulness of Spectral Bands for the Next Generation of Sentinel-2 Satellites by Reconstruction of Missing Bands Remote Sensing, 14, pp.2503, https://hal.science/hal-04186311v1
- Julien Michel, Iris Dumeur 2022. Paper club: Multi-time attention networks for irregulary sampled time series , , https://hal.science/hal-03924709v1
- Julien Michel, Juan Vinasco-Salinas, Jordi Inglada, Olivier Hagolle 2022. SEN2VENµS, a Dataset for the Training of Sentinel-2 Super-Resolution Algorithms Data, 7, pp.96, https://hal.inrae.fr/hal-03904203v1
- Julien Michel, Olivier Hagolle, Jordi Inglada, Juan Vinasco 2022. Sentinel-2 data at 2m every 2 days: Assessment of spatio-temporal fusion algorithms between the Sentinel-HR and Sentinel-2 (NG) missions , , https://hal.science/hal-03924087v1
- Julien Michel, Olivier Hagolle, Jean-Marc Delvit, Martin Thierry, Lebegue Laurent, David Laubier, Jean Philippe Malet, Legenne Jérome, Joël Michaud, Vinasco-Salinas Juan, Christelle Iliopoulos, Sébastien Le Corre, Pauline Dusseux, Andreas Max Kääb, Hervé Yesou, Jeremie Mouginot, Stephanie Battiston, Stephen Clandillon, Erwin W J Bergsma, Etienne Berthier, Antoine Lucas, Jean-François Dejoux, Gérard Dedieu, Anne Puissant, Sylvain Ferrant, David Sheeren, Antoine Lefevre, Jean-Philippe Cantou, Jean-François Crétaux, Rafael Almar, Camille Lelong, Pierre Maurel, Jean-François Faure, Jean Nabucet, Thomas Corpetti, Pierre-Alexis Herrault 2022. Sentinel-HR Phase 0 Report , pp.160 p., https://hal.science/hal-03643411v1
- Dawa Derksen, Jordi Inglada, Julien Michel 2020. Geometry Aware Evaluation of Handcrafted Superpixel-Based Features and Convolutional Neural Networks for Land Cover Mapping Using Satellite Imagery Remote Sensing, 12, https://insu.hal.science/insu-04833012v1
- Dawa Derksen, Jordi Inglada, Julien Michel 2019. A Metric for Evaluating the Geometric Quality of Land Cover Maps Generated with Contextual Features from High-Dimensional Satellite Image Time Series without Dense Reference Data Remote Sensing, 11, pp.1929, https://hal.science/hal-04871274v1
- Benjamin Tardy, Jordi Inglada, Julien Michel 2019. Assessment of Optimal Transport for Operational Land-Cover Mapping Using High-Resolution Satellite Images Time Series without Reference Data of the Mapping Period Remote Sensing, 11, pp.1-25, https://hal.inrae.fr/hal-02625946v1
- Rémi Cresson, Julien Michel, Arnaud Mallen, Pierre Lassalle 2018. Large Scale Segmentation Algorithm for Object Based Image Analysis suitable for HPC architectures in hybrid distributed-shared memory context , , https://hal.univ-reunion.fr/hal-01958969v1
- Benjamin Tardy, Jordi Inglada, Julien Michel 2017. Fusion Approaches for Land Cover Map Production Using High Resolution Image Time Series without Reference Data of the Corresponding Period Remote Sensing, 9, https://insu.hal.science/insu-04832881v1
- Manuel Grizonnet, Julien Michel, Victor Poughon, Jordi Inglada, Mickaël Savinaud, Rémi Cresson 2017. Orfeo ToolBox: open source processing of remote sensing images Orfeo ToolBox : un outil open source pour traiter des images satellitaires Open Geospatial Data, Software and Standards, 2, pp.8, https://hal.science/hal-01774927v1
- Hérve Yésou, Éric Pottier, Grégoire Mercier, Manuel Grizonnet, Sadri Haouet, Alain Giros, Robin Faivre, Claire Huber, Julien Michel 2016. Synergy of Sentinel-1 and Sentinel-2 imagery for wetland monitoring information extraction from continuous flow of sentinel images applied to water bodies and vegetation mapping and monitoring , pp.162--165, https://univ-rennes.hal.science/hal-01502349v1
- Minh Tân Pham, Grégoire Mercier, Julien Michel 2015. A keypoint approach for change detection between SAR images based on graph theory , pp.1 - 4, https://hal.science/hal-01247497v1
- Minh Tân Pham, Grégoire Mercier, Julien Michel 2015. Change detection between SAR images using a pointwise approach and graph theory IEEE Transactions on Geoscience and Remote Sensing, 54, pp.2020 - 2032, https://hal.science/hal-01865181v1
- Minh Tân Pham, Grégoire Mercier, Julien Michel 2015. Covariance-based texture description from weighted coherency matrix and gradient tensors for polarimetric SAR image classification , , https://hal.science/hal-01864482v1
- Minh Tân Pham, Grégoire Mercier, Julien Michel 2015. Pointwise approach on covariance matrix of oriented gradients for very high resolution image texture segmentation , pp.1008 - 1011, https://hal.science/hal-01250460v1
- Minh Tân Pham, Grégoire Mercier, Julien Michel 2015. Pointwise Graph-Based Local Texture Characterization for Very High Resolution Multispectral Image Classification IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8, pp.1962 - 1973, https://hal.science/hal-01257849v1
- Flora Dellinger, Julie Delon, Yann Gousseau, Julien Michel, Florence Tupin 2015. SAR-SIFT: A SIFT-LIKE ALGORITHM FOR SAR IMAGES IEEE Transactions on Geoscience and Remote Sensing, 53, pp.453-466, https://hal.science/hal-00831763v1
- Carlo de Franchis, Enric Meinhardt-Llopis, Julien Michel, Jean-Michel Morel, Gabriele Facciolo 2014. An automatic and modular stereo pipeline for pushbroom images , , https://hal.science/hal-01109526v1
- Flora Dellinger, Julie Delon, Yann Gousseau, Julien Michel, Florence Tupin 2014. Change detection for high resolution satellite images, based on SIFT algorithm and a contrario approach , , https://telecom-paris.hal.science/hal-02286921v1
- Flora Dellinger, Julie Delon, Yann Gousseau, Julien Michel, Florence Tupin 2014. Change Detection for High Resolution Satellite Images, based on SIFT descriptors and an a Contrario approach , , https://hal.science/hal-01059366v1
- Minh Tân Pham, Grégoire Mercier, Julien Michel 2014. Textural features from wavelets on graphs for very high resolution panchromatic Pléiades image classification Revue Française de Photogrammétrie et de Télédétection, 208, pp.131 - 136, https://hal.science/hal-01208452v1
- Minh Tân Pham, Grégoire Mercier, Julien Michel 2014. Wavelets on graphs for very high resolution multispectral image texture segmentation , pp.2273 - 2276, https://hal.science/hal-01208296v1
- Nathan Longbotham, Fabio Pacifici, Taylor C. Glenn, Alina Zare, Michele Volpi, Devis Tuia, Emmanuel Christophe, Julien Michel, Jordi Inglada, Jocelyn Chanussot, Qian Du 2013. Multi-Modal Change Detection, Application to the Detection of Flooded Areas: Outcome of the 2009-2010 Data Fusion Contest IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 5, pp.331-342, https://hal.science/hal-00799164v1
- Flora Dellinger, Julie Delon, Yann Gousseau, Julien Michel, Florence Tupin 2012. SAR-SIFT: a SIFT-like algorithm for applications on SAR images , , https://telecom-paris.hal.science/hal-02286380v1
- Jordi Inglada, Julien Michel 2009. Qualitative Spatial Reasoning for High-Resolution Remote Sensing Image Analysis IEEE Transactions on Geoscience and Remote Sensing, 47, pp.599-612, https://hal.science/hal-00594525v1

Langues Vivantes : Anglais C2 - Courant - Espagnol C1 - Avancé - Français C2 - Maternel - Allemand A2 - Élémentaire

Dernière mise à jour le 3 juillet 2025