Search Results for author: Simon Jégou

Found 5 papers, 3 papers with code

General Image Descriptors for Open World Image Retrieval using ViT CLIP

1 code implementation20 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.

Image Retrieval Retrieval +3

Using StyleGAN for Visual Interpretability of Deep Learning Models on Medical Images

no code implementations19 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.

ToxicBlend: Virtual Screening of Toxic Compounds with Ensemble Predictors

no code implementations12 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.

Drug Discovery

Image Segmentation by Iterative Inference from Conditional Score Estimation

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.

Denoising Image Segmentation +1

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