Publications

Weakly-supervised continual learning for class-incremental segmentation

G. Lenczner, A. Chan Hon Tong, N. Luminari, B. Le Saux
International Geoscience and Remote Sensing Symposium (IGARSS) 2022.
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@article{lenczner2022weakly,
author = {Lenczner, G. and Chan-Hon-Tong, A. and Luminari, N. and Le Saux, B.},
title = {Weakly-supervised continual learning for class-incremental segmentation},
journal={arXiv preprint arXiv:2201.01029},
year = {2022},
}

DIAL: Deep Interactive and Active Learning for Semantic Segmentation in Remote Sensing

G. Lenczner, A. Chan Hon Tong, B. Le Saux, N. Luminari, G. Le Besnerais
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (J-STARS)
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@article{lenczner2022dial,
author = {Lenczner, Gaston and Chan-Hon-Tong, Adrien and Le Saux, Bertrand and Luminari, Nicola and  Le Besnerais, Guy},
title = {DIAL: Deep Interactive and Active Learning for Semantic Segmentation in Remote Sensing},
journal = {arXiv preprint arXiv:2201.01047},
year = {2022},
}

Demotivate adversarial defense in remote sensing

A. Chan-Hon-Tong, G. Lenczner, A. Plyer
International Geoscience and Remote Sensing Symposium (IGARSS) 2021.
[PDF] [BibTeX]

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@inproceedings{cht2021demotivate,
author = {Chan-Hon-Tong, A. and Lenczner, G. and Plyer, A.},
title = {Demotivate adversarial defense in remote sensing},
booktitle = {IGARSS},
year = {2021},
}

Interactive Learning for Semantic Segmentation in Earth Observation

G. Lenczner, A. Chan Hon Tong, N. Luminari, B. Le Saux, G. Le Besnerais
ECML-PKDD 2020, MACLEAN Workshop. Best Student Paper Award.
[PDF] [GitHub] [BibTeX]

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@inproceedings{lenczner2020interactive,
author = {Lenczner, G. and Chan-Hon-Tong, A. and Luminari, N. and Le Saux, B. and Le Besnerais, G.},
title = {Interactive Learning for Semantic Segmentation in Earth Observation},
booktitle = {ECML-PKDD MACLEAN Workshop},
year = {2020},
}

DISIR: Deep Interactive Segmentation with Interactive Refinements

G. Lenczner, B. Le Saux, N. Luminari, A. Chan Hon Tong, G. Le Besnerais
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2020.
[PDF] [video] [GitHub] [BibTeX]

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@Article{isprs-annals-V-2-2020-877-2020,
AUTHOR = {Lenczner, G. and Le Saux, B. and Luminari, N. and Chan-Hon-Tong, A. and Le Besnerais, G.},
TITLE = {DISIR: DEEP IMAGE SEGMENTATION WITH INTERACTIVE REFINEMENT},
JOURNAL = {ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},
VOLUME = {V-2-2020},
YEAR = {2020},
PAGES = {877--884},
URL = {https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/V-2-2020/877/2020/},
DOI = {10.5194/isprs-annals-V-2-2020-877-2020}
}

Segmentation sémantique d’images aériennes avec améliorations interactives

G. Lenczner, B. Le Saux, N. Luminari, A. Chan Hon Tong, G. Le Besnerais
Reconnaissance des Formes, Image, Apprentissage et Perception (RFIAP), 2020.
[PDF] [video] [slides]

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Talks

Guided AI for interactive semantic segmentation.

ESA EO Φ-Week, September 2020 [video]

Semantic segmentation of remote sensing images with interactive refinements.

AI4Geo web-seminary, July 2020 [slides]