Search Results for author: Arthur Ouaknine

Found 8 papers, 5 papers with code

Assessing SAM for Tree Crown Instance Segmentation from Drone Imagery

no code implementations26 Mar 2025 Mélisande Teng, Arthur Ouaknine, Etienne Laliberté, Yoshua Bengio, David Rolnick, Hugo Larochelle

In this work, we compare SAM methods for the task of automatic tree crown instance segmentation in high resolution drone imagery of young tree plantations.

Instance Segmentation Semantic Segmentation

Tree semantic segmentation from aerial image time series

no code implementations18 Jul 2024 Venkatesh Ramesh, Arthur Ouaknine, David Rolnick

Earth's forests play an important role in the fight against climate change, and are in turn negatively affected by it.

Segmentation Semantic Segmentation +1

FoMo-Bench: a multi-modal, multi-scale and multi-task Forest Monitoring Benchmark for remote sensing foundation models

1 code implementation15 Dec 2023 Nikolaos Ioannis Bountos, Arthur Ouaknine, David Rolnick

Inspired by the rise of foundation models for computer vision and remote sensing, we here present the first unified Forest Monitoring Benchmark (FoMo-Bench).

object-detection Object Detection

OpenForest: A data catalogue for machine learning in forest monitoring

1 code implementation1 Nov 2023 Arthur Ouaknine, Teja Kattenborn, Etienne Laliberté, David Rolnick

These datasets are grouped in OpenForest, a dynamic catalogue open to contributions that strives to reference all available open access forest datasets.

Deep learning for radar data exploitation of autonomous vehicle

1 code implementation15 Mar 2022 Arthur Ouaknine

It will also describe the CARRADA dataset, composed of synchronised camera and RADAR data with a semi-automatic annotation method.

Autonomous Driving Deep Learning +4

Raw High-Definition Radar for Multi-Task Learning

1 code implementation CVPR 2022 Julien Rebut, Arthur Ouaknine, Waqas Malik, Patrick Pérez

With their robustness to adverse weather conditions and ability to measure speeds, radar sensors have been part of the automotive landscape for more than two decades.

Multi-Task Learning Vocal Bursts Intensity Prediction

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