Publications

SelvaBox: A high-resolution dataset for tropical tree crown detection
Hugo Baudchon, Arthur Ouaknine, Martin Weiss, Mélisande Teng, Thomas R. Walla, Antoine Caron-Guay, Christopher Pal, Etienne Laliberté.
ArXiv 2025
[paper][code CanopyRS][code geodataset][dataset]

Bringing SAM to new heights: Leveraging elevation data for tree crown segmentation from drone imagery
Mélisande Teng, Arthur Ouaknine, Etienne Laliberté, Yoshua Bengio, David Rolnick, Hugo Larochelle.
ArXiv 2025
[paper][code TBA]

GreenHyperSpectra: A multi-source hyperspectral dataset for global vegetation trait prediction
Eya Cherif, Arthur Ouaknine, Luke A. Brown, Phuong D. Dao, Kyle R. Kovach, Bing Lu, Daniel Mederer, Hannes Feilhauer, Teja Kattenborn, David Rolnick.
ArXiv 2025
[paper TBA][code][dataset]

FoMo: Multi-Modal, Multi-Scale and Multi-Task Remote Sensing Foundation Models for Forest Monitoring
Nikolaos Ioannis Bountos, Arthur Ouaknine, Ioannis Papoutsis, David Rolnick.
AAAI 2025
[paper][code and data]

Tree semantic segmentation from aerial image time series
Venkatesh Ramesh, Arthur Ouaknine, David Rolnick.
Environmental Data Science 2025
[paper]

OpenForest: A data catalogue for machine learning in forest monitoring
Arthur Ouaknine, Teja Kattenborn, Etienne Laliberté, David Rolnick.
Environmental Data Science 2024
[paper][code and data]

Raw High-Definition Radar for Multi-Task Learning
Julien Rebut, Arthur Ouaknine, Waqas Malik, Patrick Pérez.
CVPR 2022
[paper][code and data]

Multi-View Radar Semantic Segmentation
Arthur Ouaknine, Alasdair Newson, Patrick Pérez, Florence Tupin, Julien Rebut.
ICCV 2021
[page][paper][code][poster]

CARRADA Dataset: Camera and Automotive Radar with Range-Angle-Doppler Annotations
Arthur Ouaknine, Alasdair Newson, Julien Rebut, Florence Tupin, Patrick Pérez.
ICPR 2020
[page][paper][code][dataset][poster]

PhD thesis

Deep learning for radar data exploitation of autonomous vehicle
Arthur Ouaknine
Institut Polytechnique de Paris, Télécom Paris, 2022
[Thesis]