Search Results for author: Gautier Cosne

Found 4 papers, 2 papers with code

Using Simulated Data to Generate Images of Climate Change

no code implementations26 Jan 2020 Gautier Cosne, Adrien Juraver, Mélisande Teng, Victor Schmidt, Vahe Vardanyan, Alexandra Luccioni, Yoshua Bengio

In our paper, we explore the potential of using images from a simulated 3D environment to improve a domain adaptation task carried out by the MUNIT architecture, aiming to use the resulting images to raise awareness of the potential future impacts of climate change.

Domain Adaptation

Establishing an Evaluation Metric to Quantify Climate Change Image Realism

no code implementations22 Oct 2019 Sharon Zhou, Alexandra Luccioni, Gautier Cosne, Michael S. Bernstein, Yoshua Bengio

Because metrics for comparing the realism of different modes in a conditional generative model do not exist, we propose several automated and human-based methods for evaluation.

Humanitarian

Coupling Oceanic Observation Systems to Study Mesoscale Ocean Dynamics

1 code implementation18 Oct 2019 Gautier Cosne, Guillaume Maze, Pierre Tandeo

Understanding local currents in the North Atlantic region of the ocean is a key part of modelling heat transfer and global climate patterns.

Time Series Time Series Analysis

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