Publications
Journals
A Data Driven Object Detection Framework for Borehole Image Analysis: Application to Dip Picking. A. Ben Saad, J. Kherroubi, K. Prokopetc, E. Meinhardt-Llopis, A. Davy, G. Facciolo. Preprint 2024.
Tightening-up methane plume source rate estimation in EnMAP and PRISMA images. E. Ouerghi, T. Ehret, G. Facciolo, E. Meinhardt-Llopis, R. Marion, J.-M. Morel. AMT 2025.
Reducing False Alarms in Video Surveillance by Deep Feature Statistical Modeling. X. Bou, A. Artola, T. Ehret, G. Facciolo, J.-M. Morel, R. Grompone. JMIV 2025.
A Review of t-SNE. S. Jung, T. Dagobert, J.-M. Morel, G. Facciolo. IPOL 2024
A Brief Evaluation of InSAR Phase Denoising and Coherence Estimation with Phi-Net. R. Akiki, J. Anger, C. de Franchis, G. Facciolo, R. Grandin, J.-M. Morel. IPOL 2024
On the Domain Generalization Capabilities of Interactive Segmentation Methods. F. Marchesoni, T. Magne, F. Rekbi, G. Facciolo, IPOL 2024.
demo
Joint Demosaicking and Denoising Benefits from a Two-stage Training Strategy. Y. Guo, Q. Jin, J.-M. Morel, T. Zeng, G. Facciolo. JCAM, 2023.
How to Best Combine Demosaicing and Denoising? Y. Guo, Q. Jin, J.-M. Morel, G. Facciolo. IPI, 2023.
Implementing Handheld Burst Super-Resolution. J. Lafenetre, G. Facciolo, T. Eboli. IPOL preprint, 2023.
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Robust homography estimation from local affine maps. M. Rodriguez, G. Facciolo, J.-M. Morel. IPOL, 2023.
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Pre-Computation of Image Features for the Classification of Dynamic Properties in Waves. R. Smith, F. Dias, G. Facciolo, T. B. Murphy. European Journal of Remote Sensing, 2023.
Reviewing ViBe, a Popular Background Subtraction Algorithm for Real-Time Applications. X. Bou, T. Ehret, G. Facciolo, J.-M. Morel, R. Grompone. IPOL, 2022.
demo
Disparity Estimation Networks for Aerial and High-Resolution Satellite Images: A Review. R. Marí, T. Ehret, G. Facciolo. IPOL, 2022.
demo
Breaking down Polyblur: Fast Blind Correction of Small Anisotropic Blurs. T. Eboli, J.-M. Morel, G. Facciolo. IPOL, 2022.
code&demo
Phase Unwrapping using a Joint CNN and SQD-LSTM Network. R. Akiki, C. de Franchis, G. Facciolo, J.-M. Morel, R. Grandin. IPOL, 2022.
code&demo
Global Tracking and Quantification of Oil and Gas Methane Leaks from Recurrent Sentinel-2 Imagery. T. Ehret, A. De Truchis, M. Mazzolini, J.-M. Morel, A. d'Aspremont, T. Lauvaux, G. Facciolo. ACS ES&T 2022.
Fast, nonlocal and neural: a lightweight high quality solution to image denoising. Y. Guo, A. Davy, G. Facciolo, J.-M. Morel, Q. Jin. IEEE SPL, 2021.
A Generic Bundle Adjustment Methodology for Indirect RPC Model Refinement of Satellite Imagery. R. Mari, C. de Franchis, E. Meinhardt-Llopis, J. Anger, G. Facciolo. IPOL, 2021.
code&demo
A contrario dip picking for borehole imaging. J. Costes, G. Facciolo, R. Grompone von Gioi, J. Kherroubi, E. Meinhardt-Llopis, and J.-M. Morel. SEG Geophysics, 2021.
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A Mathematical Analysis and Implementation of Residual Interpolation Demosaicking Algorithms. Q. Jin, Y. Guo, J.-M. Morel, G. Facciolo. IPOL, 2021.
code&demo
Video denoising by combining patch search and CNNs. A. Davy, T. Ehret, J.-M. Morel, P. Arias, and G. Facciolo, JMIV, 2020.
Conferences
Towards Large Scale Geostatistical Methane Monitoring with Part-based Object Detection. A. de Senneville, X. Bou, J.-L. Bonne, N. Dumelie, R. Grompone von Gioi, T. Ehret, G. Facciolo. ICCV SEA Workshop 2025.
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Analysis of the Stable Rank Normalization for Convolutional Kernels. Z. Zheng, V. Dewil, G. Facciolo, P. Arias. GRETSI 2025.
Fitting a Homography to Observations of Its Differentials. I. Bencheikh, M. Dunitz, M. D’Autume, E. Meinhardt-Llopis, M. Pic, G. Facciolo, P. Musé. GRETSI 2025.
Pair-dependent representations for Same-View Vehicle recognition. A. Y. Ben Mabrouk, A. Tadros, A. Davy, R. Grompone von Gioi, G. Facciolo. GRETSI 2025.
s2p-hd: Gpu-Accelerated Binocular Stereo Pipeline for Large-Scale Same-Date Stereo. T. Amadei, E. Meinhard, C. de Franchis, J. Anger, T. Ehret, G. Facciolo. Earth Vision CVPR Workshop, 2025.
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S-EO: A Large-Scale Dataset for Geometry-Aware Shadow Detection in Remote Sensing Applications. E. Masquil, R. Mari, T. Ehret, E. Meinhard, P. Muse, G. Facciolo. Earth Vision CVPR Workshop, 2025.
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Satellite super-resolution: on the role of multi-date and band-shift. A. Nogueira Cotrim, J. Anger, G. Facciolo, H. Pedrini, C. A. Nogueira Santo. IGARSS 2025. (Top 10 Student Papers Award)
EOGS: Gaussian Splatting for Earth Observation. L. Savant Aira, G. Facciolo, T. Ehret. CVPR 2025.
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Optimal and Efficient Binary Questioning for Accelerated Annotation. F. Marchesoni-Acland, J.-M. Morel, J. Kherroubi, G. Facciolo. AAAI 2025.
IRIS: a New Dataset for Visibility Estimation in an Industrial Environment.. F. Armangeon, T. Ehret, G. Facciolo, R. Grompone von Gioi, E. Meinhardt-Llopis, G. Thubault, M. Petit. WACV 2025.
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A CRPS Loss for Deep Probabilistic Regression. F. Marchesoni, R. Alonso-Suárez, A. Herrera, J. Kherroubi, J.-M. Morel, G. Facciolo. URUCON 2024.
Adapting MIMO video restoration networks to low latency constraints. V. Dewil, Z. Zheng, A. Barral, L. Raad, N. Nicolas, I. Cassagne, J.-M. Morel, G. Facciolo, B. Galerne, P. Arias. BMVC 2024.
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A new fingerprinting technique for engraved binary matrix authentication. L. Nicollier, M. M. Pic, E. Meinhardt-llopis, G. Facciolo. ICIP 2024.
Normalized vs Diplomatic Annotation: A Case Study of Automatic Information Extraction from Handwritten Uruguayan Birth Certificates. N. Bottaioli, S. Tarride, S. Mowlavi, J. Anger, M. Gardella, A. Tadros, G. Facciolo, R. Grompone von Gioi, C. Kermorvant, J.-M. Morel, J. Preciozzi. ADAPTA workshop at ICDAR 2024.
Collaborative Blind Image Deblurring. T. Eboli, J.-M. Morel, G. Facciolo. Vision Datasets Understanding CVPR Workshop, 2024.
Radar Fields: An Extension of Radiance Fields to SAR. T. Ehret. R. Marí, D. Darksen, N. Gasnier, G. Facciolo. Earth Vision CVPR Workshop, 2024.
Exploring Robust Features for Few-Shot Object Detection in Satellite Imagery. X. Bou, G. Facciolo, R. Grompone, J.-M. Morel, T. Ehret. Earth Vision CVPR Workshop, 2024.
Methane emissions monitoring using geostationary satellites. A. Groshenry, C. Giron, C. Hessel, C. de Franchis, G. Facciolo, T. Ehret. IGARSS 2024.
Pseudo pansharpening nerf for satellite image collections. E. Pic, T. Ehret, G. Facciolo, R. Mari. IGARSS 2024.
Model adjusted matched filter for methane plume detection on prisma hyperspectral images. E. Ouerghi, C. de Franchis, T. Ehret, G. Facciolo, A. Groshenry, E. Meinhardt, J.-M. Morel. IGARSS 2024.
Leveraging edge detection and neural networks for better UAV localization. T. Di Piazza, E. Meinhardt, G. Facciolo, B. Bascle, C. Abgrall, J.-C. Devaux. IGARSS 2024.
A generic and flexible regularization framework for NeRFs. T. Ehret, R. Marí, G. Facciolo. WACV 2024.
On The Importance of Large Objects in CNN Based Object Detection Algorithms. A. Ben Saad, A. Davy, G. Facciolo. WACV 2024.
2023
Multi-Date Earth Observation NeRF: The Detail Is in the Shadows. R. Marí, G. Facciolo, T. Ehret. Earth Vision CVPR Workshop, 2023.
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Handheld Burst Super-Resolution Meets Multi-Exposure Satellite Imagery. J. Lafenetre, N. L. Nguyen, G. Facciolo, T. Eboli. Earth Vision CVPR Workshop, 2023.
L1BSR: Exploiting Detector Overlap for Self-Supervised Single-Image Super-Resolution of Sentinel-2 L1B Imagery. N. L. Nguyen, J. Anger, A. Davy, P. Arias, G. Facciolo. Earth Vision CVPR Workshop, 2023. (Best Student Paper Award)
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Machine learning and feature extraction for industrial smoke plumes detection from sentinel-2 images. F. Poucin, E. Ouerghi, S. Lajouanie, H. de Almeida Rodrigues, G. Facciolo, C. de Franchis, C. Hessel. IGARSS, 2023.
On The Potential of InSAR for Estimating Crude Oil Volume Changes From the Deformation of Storage Tanks. R. Akiki, C. de Franchis, G. Facciolo, R. Grandin. J.-M. Morel. IGARSS, 2023.
Methane plumes detection on prisma L1 images with the adjusted spectral matched filter and wind data. E. Ouerghi, T. Ehret, G. Facciolo, C. de Franchis, E. Meinhardt, J.-M. Morel, T. Lauvaux. IGARSS, 2023.
On the role of alias and band-shift for sentinel-2 super-resolution. N. L. Nguyen, J. Anger, L. Raad, B. Galerne, G. Facciolo. IGARSS, 2023.
Video joint denoising and demosaicing with recurrent CNNs. V. Dewil, A. Courtois, M. Rodriguez, N. Brandonisio, D. Bujoreanu, G. Facciolo, P. Arias. WACV 2023.
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Improving the Pair Selection and the Model Fusion Steps of Satellite Multi-View Stereo Pipelines. A. Gomez, G. Randall, G. Facciolo, R. Grompone. WACV 2023.
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information. A. Ben Saad, K. Prokopetc, J. Kherroubi, A. Davy, Adrien Courtois, G. Facciolo. WACV 2023.
IAdet: Simplest human-in-the-loop object detection. F. Marchesoni, G. Facciolo. Workshop on Human in the Loop Learning, NeurIPS, 2022.
Fast Two-step Blind Optical Aberration Correction. T. Eboli, J.-M. Morel, G. Facciolo. ECCV, 2022.
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Self-Supervised Super-Resolution for Multi-Exposure Push-Frame Satellites. N. L. Nguyen, J. Anger, A. Davy, P. Arias, G. Facciolo. CVPR, 2022.
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Sat-NeRF: Learning Multi-View Satellite Photogrammetry With Transient Objects and Shadow Modeling Using RPC Cameras. R. Marí, G. Facciolo, T. Ehret. Earth Vision CVPR Workshop, 2022.
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Self-supervision versus synthetic datasets: which is the lesser evil in the context of video denoising? V. Dewil, A. Barral, G. Facciolo, P. Arias. Vision Datasets Understanding CVPR Workshop, 2022.
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L1B+: A perfect sensor localization model for simple satellite stereo reconstruction from push-frame image strips. R. Mari, T. Ehret, J. Anger, C. de Franchis, G. Facciolo. ISPRS, 2022.
Automatic Methane plumes detection in time series of Sentinel-5P L1B images. E. Ouerghi, T. Ehret, C. de Franchis, G. Facciolo, T. Lauvaux, E. Meinhardt, J.-M., Morel. ISPRS, 2022.
SURECAVI : Super-resolution for Camera system in Visible domain. A. Petreto, G. Facciolo, T. Romera, B. Gaillard, T. Eboli, P. Arias, J. Anger, T. Ehret, N. L. Nguyen, M. Colom, P. Dupuy, P. Ménard, J.-M. Morel. OPTRO 2022.
Exploration de l’impact de l’estimation monoculaire de la profondeur et de la segmentation sémantique sur la tache de déetection de l’absence de mise au point et du flou de mouvement. M. Serfaty, T. Nikoukhah, J. Anger, G. Facciolo, J.-M. Morel. GRETSI, 2022.
An assessment of Multi Object Tracking on low framerate conditions. A. Y. Ben Mabrouk, G. Facciolo, R. Grompone, A. Davy. GRETSI, 2022.
Improved EMVD for RAW video denoising. Z. Zheng, G. Facciolo, P. Arias. GRETSI 2022.
Apprentissage Contrastif et Segmentation : Exploitation des cartes de profondeur pour améliorer l’apprentissage de représentations. A. Ben Saad, A. Davy, B. Hell, G. Erhard, G. Facciolo. GRETSI 2022.
Automatic methane plume quantification using sentinel-2 time series. T. Ehret, A. De Truchis, M. Mazzolini, J.-M. Morel, G. Facciolo, IGARSS, 2022.
Self-supervised push-frame super-resolution with detail-preserving control and outlier detection. N. L. Nguyen, J. Anger, A. Davy, P. Arias, G. Facciolo. IGARSS, 2022.
Interactive segmentation for shape from shading over hr sar images. F. Marchesoni-Acland, M. d’Autume, G. Facciolo, C. de Franchis, J.-M. Morel, E. Meinhardt-Llopis. IGARSS, 2022.
Improved Sentinel-1 IW burst stitching through geolocation error correction considerations. R. Akiki, J. Anger, C. de Franchis, G. Facciolo, J.-M. Morel, R. Grandin. IGARSS, 2022.
An Experimental Comparison of Multi-View Stereo Approaches on Satellite Images. A. Gomez, G. Randall, G. Facciolo, and R. Grompone, WACV 2022.
Reports and Preprints
Optimal and Efficient Binary Questioning for Human-in-the-Loop Annotation. F. Marchesoni-Acland, J.-M. Morel, J. Kherroubi, G. Facciolo arXiv preprint 2023.
Accurate Motion Estimation through Random Sample Aggregated Consensus. M. Rais, G. Facciolo, E. Meinhardt-Llopis, J.-M. Morel, A. Buades, B. Coll. arXiv preprint 2017.
Workshops, Talks and Presentations
Intervention at GRETSI 2025 special session - Recherche reproductible, Strasbourg, August 28, 2025.
slides
Invited talk at the workshop “Mathematics of imaging: trends and perspectives”, CIRM (Centre International de Rencontres mathématiques), Marseille, France, July 3, 2025.
Invited talk on -Theory and practice of self-supervised frame-to-frame video restoration- at the International Workshop on Image Processing and Machine Learning, Tsinghua University, Beijing, China, Mar 2 2024.
Invited talk on -Remote Sensing Applications of Self-supervised Video Restoratio- at the 8eme journee ≪Co-conception : capteurs hybrides et algorithmes pour des systemes innovants≫. Paris, Nov 20 2023.
Invited talk on Self-supervised image restoration, at the Workshop ILLS - DATAIA Institute, University of Paris-Saclay (CentraleSupélec), Gif-sur-Yvette, May 24-26 2023.
abstractPhd Thesis
Phd Thesis: Irregularly sampled image restoration and interpolation
Universitat Pompeu Fabra, Image Processing Group, March 2011. Advisor: Vicent Caselles.
Honors and Awards
Senior member Institut Universitaire de France (IUF), Innovation Chair 2025.
European Laboratory for Learning and Intelligent Systems (ELLIS) Society member since Jul 2024.
Best Student Paper Award for the conference paper: L1BSR: Exploiting Detector Overlap for Self-Supervised Single-Image Super-Resolution of Sentinel-2 L1B Imagery. N. L. Nguyen, J. Anger, A. Davy, P. Arias, G. Facciolo. Earth Vision CVPR Workshop, 2023.
Best Student Paper Award for the conference paper: Self-supervised multi-image super-resolution for push-frame satellite images. N. L. Nguyen, J. Anger, A. Davy, P. Arias, G. Facciolo. Earth Vision CVPRW, 2021.
IQSP Best Paper Award for the conference paper: Quantitative measurement of contrast, texture, color, and noise for digital photography of high dynamic range scenes. G. Facciolo, G. Pacianotto, M. Renaudin, C. Viard, and F. Guichard. IS&T EI 2018.
Winner of the IARPA Multi-View Stereo 3D Mapping Challenge (Master Contest). Team: C. de Franchis, E. Meinhardt, and G. Facciolo (user handle: “carlito”). Presented at the “IARPA’s Multi View Stereo 3D mapping Challenge Workshop”, Washington DC, Nov 30, 2016.
Top 10% ★ Paper Award for the conference paper: Non-local Dual Image Denoising, N. Pierazzo, M. Lebrun, M. Rais, J.-M. Morel, and G. Facciolo. Presented in the 21th IEEE International Conference on Image Processing (ICIP), 2014.