Search Results for author: Elliot Vincent

Found 7 papers, 6 papers with code

Detecting Looted Archaeological Sites from Satellite Image Time Series

1 code implementation14 Sep 2024 Elliot Vincent, Mehraïl Saroufim, Jonathan Chemla, Yves Ubelmann, Philippe Marquis, Jean Ponce, Mathieu Aubry

Archaeological sites are the physical remains of past human activity and one of the main sources of information about past societies and cultures.

Time Series

Historical Printed Ornaments: Dataset and Tasks

no code implementations16 Aug 2024 Sayan Kumar Chaki, Zeynep Sonat Baltaci, Elliot Vincent, Remi Emonet, Fabienne Vial-Bonacci, Christelle Bahier-Porte, Mathieu Aubry, Thierry Fournel

Our Rey's Ornaments dataset is designed to be a representative example of a set of ornaments historians would be interested in.

Diversity

Satellite Image Time Series Semantic Change Detection: Novel Architecture and Analysis of Domain Shift

1 code implementation10 Jul 2024 Elliot Vincent, Jean Ponce, Mathieu Aubry

We show that the spatial domain shift represents the most complex setting and that the impact of temporal shift on performance is more pronounced on change detection than on semantic segmentation, highlighting that it is a specific issue deserving further attention.

Change Detection Disaster Response +2

Learnable Earth Parser: Discovering 3D Prototypes in Aerial Scans

1 code implementation CVPR 2024 Romain Loiseau, Elliot Vincent, Mathieu Aubry, Loic Landrieu

We demonstrate the usefulness of our model on a novel dataset of seven large aerial LiDAR scans from diverse real-world scenarios.

Semantic Segmentation

Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach

1 code implementation22 Mar 2023 Elliot Vincent, Jean Ponce, Mathieu Aubry

We study different levels of supervision and show this simple and highly interpretable method achieves the best performance in the low data regime and significantly improves the state of the art for unsupervised classification of agricultural time series on four recent SITS datasets.

Earth Observation Segmentation +2

Unsupervised Layered Image Decomposition into Object Prototypes

1 code implementation ICCV 2021 Tom Monnier, Elliot Vincent, Jean Ponce, Mathieu Aubry

We present an unsupervised learning framework for decomposing images into layers of automatically discovered object models.

Object Object Discovery

Cannot find the paper you are looking for? You can Submit a new open access paper.