1 code implementation • 20 Oct 2022 • Marcos V. Conde, Ivan Aerlic, Simon Jégou
The Google Universal Image Embedding (GUIE) Challenge is one of the first competitions in multi-domain image representations in the wild, covering a wide distribution of objects: landmarks, artwork, food, etc.
no code implementations • 19 Jan 2021 • Kathryn Schutte, Olivier Moindrot, Paul Hérent, Jean-Baptiste Schiratti, Simon Jégou
We validate our approach on histology and radiology images, and demonstrate its ability to provide meaningful explanations that are more informative than GradCAM heatmaps.
no code implementations • 12 Jun 2018 • Mikhail Zaslavskiy, Simon Jégou, Eric W. Tramel, Gilles Wainrib
Timely assessment of compound toxicity is one of the biggest challenges facing the pharmaceutical industry today.
Ranked #4 on Drug Discovery on Tox21
1 code implementation • ICLR 2018 • Adriana Romero, Michal Drozdzal, Akram Erraqabi, Simon Jégou, Yoshua Bengio
We experimentally find that the proposed iterative inference from conditional score estimation by conditional denoising autoencoders performs better than comparable models based on CRFs or those not using any explicit modeling of the conditional joint distribution of outputs.
22 code implementations • 28 Nov 2016 • Simon Jégou, Michal Drozdzal, David Vazquez, Adriana Romero, Yoshua Bengio
State-of-the-art approaches for semantic image segmentation are built on Convolutional Neural Networks (CNNs).
Ranked #9 on Semantic Segmentation on CamVid