Publications

Computer Vision and Pattern Recognition

Disparity Estimation Networks for Aerial and High-Resolution Satellite Images: A Review

This article describes a generic bundle adjustment methodology for multi-view stereo pipelines for 3D reconstruction from high-resolution optical satellite imagery. The Rational Polynomial Camera (RPC) model of each input view is refined by…

Roger Marí, Thibaud Ehret, Gabriele Facciolo

Image Processing On Line - 2022

Image Processing

Non-Semantic Evaluation of Image Forensics Tools: Methodology and Database

We propose a new method to evaluate image forensics tools, that characterizes what image cues are being used by each detector. Our method enables effortless creation of an arbitrarily large dataset of carefully tampered images in which controlled…

Quentin Bammey, Tina Nikoukhah, Marina Gardella, Rafael Grompone von Gioi, Miguel Colom, Jean-Michel Morel

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) - 2022

Image Processing

A Reliable JPEG Quantization Table Estimator

JPEG compression is a commonly used method of lossy compression for digital images. The degree of compression can be adjusted by the choice of a quality factor QF. Each software associates this value to a quantization table, which is a 8 × 8 matrix…

Tina Nikoukhah, Miguel Colom, Jean-Michel Morel, Rafael Grompone von Gioi

Image Processing On Line - 2022

Statistics

Can Push-forward Generative Models Fit Multimodal Distributions?

Many generative models synthesize data by transforming a standard Gaussian random variable using a deterministic neural network. Among these models are the Variational Autoencoders and the Generative Adversarial Networks. In this work, we call them …

Antoine Salmona, Valentin de Bortoli, Julie Delon, Agnès Desolneux

NeurIPS 2022 - 2022

Technology for Human Learning

Vers un modèle général de recommandation de trajectoires d’apprentissage

L’apprentissage adaptatif est un domaine de l’e-learning qui consiste à étudier et concevoir des dispositifs informatiques capables de délivrer des expériences d’apprentissage personnalisées. Dans la pratique, ces systèmes reposent souvent sur une…

Jean Vassoyan

Neuvièmes Rencontres Jeunes Chercheur·e·s en EIAH, RJC-EIAH - 2022

Image Processing

Improving the Pair Selection and the Model Fusion Steps of Satellite Multi-View Stereo Pipelines

Multi-view stereo reconstruction of scenes from satellite images is traditionally performed with a pair-wise stereovision approach: (1) multiple views are grouped into pairs, (2) each pair is processed by two-view stereo methods producing an…

Alvaro Gómez, Gregory Randall, Gabriele Facciolo, Rafael Grompone von Gioi

Image Processing

Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information

Ahmed Ben Saad, Kristina Prokopetc, Josselin Kherroubi, Axel Davy, Adrien Courtois, Gabriele Facciolo

Image Processing

Self-Supervised Push-Frame Super-Resolution With Detail-Preserving Control And Outlier Detection

Self-supervised training enables the application of deeplearning based methods for multi-image super-resolution of satellite imagery. In this work we propose two improvements on the self-supervised Deep-Shift-and-Add (DSA) method introduced by…

Ngoc Long Nguyen, Jeremy Anger, Axel Davy, Pablo Arias, Gabriele Facciolo

2022 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2022) - 2022

Image Processing

AUTOMATIC METHANE PLUME QUANTIFICATION USING SENTINEL-2 TIME SERIES

Methane emissions monitoring is essential to control methane pollution. In this paper, we propose an automatic practical methodology using time series to estimate the quantity of methane in a given plume using a multispectral satellite like Sentinel…

T. Ehret, A. de Truchis, M. Mazzolini, J.-M. Morel, Gabriele Facciolo

2022 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2022) - 2022

Psychology

Pratiques cliniques contemporaines et télépsychologie.

Lise Haddouk

Manuel des dispositifs et pratiques cliniques aux limites. - 2022