Publications
2019
Multitask Learning of Height and Semantics From Aerial Images
Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux, Andrés Almansa, Frédéric Champagnat
IEEE Geoscience and Remote Sensing Letters
[
arXiv][
Code][
Bibtex]
@article{Carvalho2019mtlgrsl,
title={Multitask Learning of Height and Semantics From Aerial Images},
author={Marcela Carvalho and Bertrand {Le Saux} and Pauline Trouv\'{e}-Peloux and Andr\'{e}s Almansa and Fr\'{e}d\'{e}ric Champagnat},
journal={IEEE Geoscience and Remote Sensing Letters},
year={2019},
publisher={IEEE}
}
Technical Report: Co-learning of geometry and semantics for online 3D mapping
Marcela Carvalho, Maxime Ferrera, Alexandre Boulch, Julien Moras, Bertrand Le Saux, Pauline Trouvé-Peloux
ArXiV
[
arXiv][
Bibtex]
@article{techreport2019colearning,
title={Technical Report: Co-learning of geometry and semantics for online 3D mapping},
author={Carvalho, Marcela and Ferrera, Maxime and Boulch, Alexandre and Moras, Julien, Bertrand {Le Saux} and Trouv{\'e}-Peloux, Pauline},
journal={arXiv preprint arXiv:1911.01082},
year={2019}
}
2018
Deep Depth from Defocus: how can defocus blur improve 3D estimation using dense neural networks?
Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux, Andrés Almansa, Frédéric Champagnat
ECCV 3DRW Workshop, 2018
[
arXiv][
Code][
Bibtex]
@article{Carvalho2018eccv3drw,
title={Deep Depth from Defocus: how can defocus blur improve {3D} estimation using dense neural networks?},
author={Marcela Carvalho and Bertrand {Le Saux} and Pauline Trouv\'{e}-Peloux and Andr\'{e}s Almansa and Fr\'{e}d\'{e}ric Champagnat},
journal={3DRW ECCV Workshop},
year={2018},
publisher={IEEE}
}
Regression losses for deep depth estimation
Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux, Andrés Almansa, Frédéric Champagnat
ICIP, 2018
[
IEEE][
PDF][
Code][
Bibtex]
@article{Carvalho2018icip,
title={On regression losses for deep depth estimation},
author={Marcela Carvalho and Bertrand {Le Saux} and Pauline Trouv\'{e}-Peloux and Andr\'{e}s Almansa and Fr\'{e}d\'{e}ric Champagnat},
journal={ICIP},
year={2018},
publisher={IEEE}
}
Estimation de profondeur mono-image par réseaux de neurones et flou de défocalisation
Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux, Andrés Almansa, Frédéric Champagnat
RFIAP (Best Paper Award), 2018
[
RFIAP][
PDF][
Code][
Bibtex]
@article{Carvalho2018rfiap,
title={Estimation de profondeur mono-image par réseaux de neurones et flou de défocalisation,
author={Marcela Carvalho and Bertrand {Le Saux} and Pauline Trouv\'{e}-Peloux and Andr\'{e}s Almansa and Fr\'{e}d\'{e}ric Champagnat},
journal={RFIAP},
year={2018}
}
2017
Depth Estimation with Adversarial Networks
Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux, Andrés Almansa, Frédéric Champagnat
Gretsi, 2017
[
PosterPDF][
Bibtex]
@article{Carvalho2017gretsi,
title={Estimation de profondeur monoculaire avec un reseau adversaire,
author={Marcela Carvalho and Bertrand {Le Saux} and Pauline Trouv\'{e}-Peloux and Andr\'{e}s Almansa and Fr\'{e}d\'{e}ric Champagnat},
journal={GRETSI},
year={2017}
}