Publications

My research focuses on computer vision and machine learning applied to remote sensing. More specifically, I am interested in multi-modal and multi-task deep learning for biodiversity applications.

SelvaMask: Segmenting Trees in Tropical Forests and Beyond
Simon-Olivier Duguay, Hugo Baudchon, Etienne Laliberté, Helene Muller-Landau, Gonzalo Rivas-Torres, Arthur Ouaknine.
ArXiv 2026
Paper Code CanopyRS Code geodataset Dataset

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.
ICLR 2026
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.
NeurIPS 2025
Paper

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.
NeurIPS 2025 (Dataset & Benchmark Track)
Paper 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

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