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]

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]

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]

Regression losses for deep depth estimation
Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux, Andrés Almansa, Frédéric Champagnat
ICIP, 2018
[IEEE][PDF][Code][Bibtex]

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]

2017

Depth Estimation with Adversarial Networks
Marcela Carvalho, Bertrand Le Saux, Pauline Trouvé-Peloux, Andrés Almansa, Frédéric Champagnat
Gretsi, 2017
[PosterPDF][Bibtex]