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Guillaume Charpiat

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Publications

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Deep convolutional and conditional neural networks for large-scale genomic data generation

Burak Yelmen , Aurélien Decelle , Leila Lea Boulos , Antoine Szatkownik , Cyril Furtlehner
PLoS Computational Biology, 2023, 19 (10), pp.e1011584. ⟨10.1101/2023.03.07.530442⟩
Article dans une revue hal-04244818v1
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dnadna: a deep learning framework for population genetics inference

Théophile Sanchez , Erik Madison Bray , Pierre Jobic , Jérémy Guez , Anne-Catherine Letournel
Bioinformatics, 2023, 39 (1), ⟨10.1093/bioinformatics/btac765⟩
Article dans une revue hal-03352910v4
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Tropical Cyclone Track Forecasting using Fused Deep Learning from Aligned Reanalysis Data

Sophie Giffard-Roisin , Mo Yang , Guillaume Charpiat , Christina Kumler Bonfanti , Balázs Kégl
Frontiers in Big Data, 2020, 3, pp.1. ⟨10.3389/fdata.2020.00001⟩
Article dans une revue hal-02329437v2
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Deep learning for population size history inference: Design, comparison and combination with approximate Bayesian computation

Théophile Sanchez , Jean Cury , Guillaume Charpiat , Flora Jay
Molecular Ecology Resources, 2020, ⟨10.1111/1755-0998.13224⟩
Article dans une revue hal-02942328v1
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High-Resolution Semantic Labeling with Convolutional Neural Networks

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat , Pierre Alliez
IEEE Transactions on Geoscience and Remote Sensing, 2017
Article dans une revue hal-01393279v1
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Recurrent Neural Networks to Correct Satellite Image Classification Maps

Emmanuel Maggiori , Guillaume Charpiat , Yuliya Tarabalka , Pierre Alliez
IEEE Transactions on Geoscience and Remote Sensing, 2017, 55 (9), pp.4962-4971. ⟨10.1109/TGRS.2017.2697453⟩
Article dans une revue hal-01660764v1
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Online recognition of daily activities by color-depth sensing and knowledge models

Carlos F Crispim-Junior , Alvaro Gómez Uría , Carola Strumia , Michal Koperski , Alexandra Konig
Sensors, 2017, 17 (7), pp.1-15. ⟨10.3390/s17071528⟩
Article dans une revue hal-01658438v1
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Convolutional Neural Networks for Large-Scale Remote Sensing Image Classification

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat , Pierre Alliez
IEEE Transactions on Geoscience and Remote Sensing, 2017, 55, pp.645-657. ⟨10.1109/tgrs.2016.2612821⟩
Article dans une revue hal-01369906v1
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Piecewise rigid curve deformation via a Finsler steepest descent

Guillaume Charpiat , Giacomo Nardi , Gabriel Peyré , François-Xavier Vialard
Interfaces and Free Boundaries : Mathematical Analysis, Computation and Applications, 2015, 18, pp.1-44. ⟨10.4171/ifb/355⟩
Article dans une revue hal-00849885v2
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Spatio-Temporal Video Segmentation with Shape Growth or Shrinkage Constraint

Yuliya Tarabalka , Guillaume Charpiat , Ludovic Brucker , Bjoern Menze
IEEE Transactions on Image Processing, 2014, 23 (9), pp.3829-3840
Article dans une revue hal-01052543v1

Exploiting Temporal Coherence for Fire Mapping from MODIS Spaceborne Observations

Yuliya Tarabalka , Guillaume Charpiat
IEEE Earthzine, 2013
Article dans une revue hal-00915245v1
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Multiple Birth and Cut Algorithm for Multiple Object Detection

Ahmed Gamal Eldin , Xavier Descombes , Guillaume Charpiat , Josiane Zerubia
Journal of Multimedia Processing and Technologies, 2012
Article dans une revue hal-00616371v1

Colorisation automatique d'images

Guillaume Charpiat
Interstices, 2010
Article dans une revue inria-00474683v1
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Generalized Gradients: Priors on Minimization Flows

Guillaume Charpiat , Pierre Maurel , Jean-Philippe Pons , Renaud Keriven , Olivier Faugeras
International Journal of Computer Vision, 2007, 73, pp.325 - 344. ⟨10.1007/s11263-006-9966-2⟩
Article dans une revue hal-01117529v1
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End-to-end learning of dynamical systems with the Mori-Zwanzig formalism

Thibault Monsel , Lionel Mathelin , Onofrio Semeraro , Guillaume Charpiat
CSE 2023 - SIAM Computational Science and Engineering, Feb 2023, Amsterdam, Netherlands
Communication dans un congrès hal-04406551v1
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Towards creating longer genetic sequences with GANs: Generation in principal component space

Antoine Szatkownik , Cyril Furtlehner , Guillaume Charpiat , Burak Yelmen , Flora Jay
MLCB 2023 - 18th Conference on Machine Learning in Computational Biology, Nov 2023, Seattle, United States
Communication dans un congrès hal-04419057v1
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DS-GPS : A Deep Statistical Graph Poisson Solver

Matthieu Nastorg , Marc Schoenauer , Guillaume Charpiat , Thibault Faney , Jean-Marc Gratien
NeurIPS 2022 - Machine Learning and the Physical Sciences, workshop, Dec 2022, New-Orleans, United States
Communication dans un congrès hal-03864015v1
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Partitionnement en régions linéaires pour la vérification formelle de réseaux de neurones

Julien Girard-Satabin , Aymeric Varasse , Guillaume Charpiat , Zakaria Chihani , Marc Schoenauer
Journées Francophones des Langages Applicatifs, Apr 2021, Saint Médard d’Excideuil, France
Communication dans un congrès hal-03127853v1
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CAMUS: A Framework to Build Formal Specifications for Deep Perception Systems Using Simulators

Julien Girard-Satabin , Guillaume Charpiat , Zakaria Chihani , Marc Schoenauer
ECAI 2020 - 24th European Conference on Artificial Intelligence, Jun 2020, Santiago de Compostela, Spain
Communication dans un congrès hal-02440520v1
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Multi-Task Deep Learning for Satellite Image Pansharpening and Segmentation

Andrew Khalel , Onur Tasar , Guillaume Charpiat , Yuliya Tarabalka
IGARSS 2019 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.4869-4872, ⟨10.1109/IGARSS.2019.8899851⟩
Communication dans un congrès hal-02276549v1
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Input Similarity from the Neural Network Perspective

Guillaume Charpiat , Nicolas Girard , Loris Felardos , Yuliya Tarabalka
NeurIPS 2019 - 33th Annual Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada
Communication dans un congrès hal-02394647v1
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Noisy Supervision for Correcting Misaligned Cadaster Maps Without Perfect Ground Truth Data

Nicolas Girard , Guillaume Charpiat , Yuliya Tarabalka
IGARSS 2019 - IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.10103-10106, ⟨10.1109/IGARSS.2019.8898071⟩
Communication dans un congrès hal-02065211v1
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Fused Deep Learning for Hurricane Track Forecast from Reanalysis Data

Sophie Giffard-Roisin , Mo Yang , Guillaume Charpiat , Balázs Kégl , Claire Monteleoni
Climate Informatics Workshop Proceedings 2018, Sep 2018, Boulder, United States. pp.69-72
Communication dans un congrès hal-01851001v1
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Multimodal image alignment through a multiscale chain of neural networks with application to remote sensing

Armand Zampieri , Guillaume Charpiat , Nicolas Girard , Yuliya Tarabalka
European Conference on Computer Vision (ECCV), Sep 2018, Munich, Germany. pp.679-696
Communication dans un congrès hal-01849389v1
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Optimizing deep video representation to match brain activity

Hugo Richard , Ana Pinho , Bertrand Thirion , Guillaume Charpiat
CCN 2018 - Conference on Cognitive Computational Neuroscience, Sep 2018, Philadelphia, United States
Communication dans un congrès hal-01868735v1
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Deep Learning for Hurricane Track Forecasting from Aligned Spatio-temporal Climate Datasets

Sophie Giffard-Roisin , Mo Yang , Guillaume Charpiat , Balázs Kégl , Claire Monteleoni
Modeling and decision-making in the spatiotemporal domain NIPS workhop, Dec 2018, Montréal, Canada
Communication dans un congrès hal-01905408v1
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Aligning and Updating Cadaster Maps with Aerial Images by Multi-Task, Multi-Resolution Deep Learning

Nicolas Girard , Guillaume Charpiat , Yuliya Tarabalka
Asian Conference on Computer Vision (ACCV), Dec 2018, Perth, Australia
Communication dans un congrès hal-01923568v1
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The 2018 Climate Informatics Hackathon: Hurricane Intensity Forecast

Sophie Giffard-Roisin , David Gagne , Alexandre Boucaud , Balázs Kégl , Mo Yang
8th International Workshop on Climate Informatics, Sep 2018, Boulder, CO, United States. pp.4
Communication dans un congrès hal-01924336v1

SPI-DNA: End-to-end Deep Learning Approach for Demographic History Inference

Théophile Sanchez , Guillaume Charpiat , Flora Jay
Paris-Saclay Junior Conference on Data Science and Engineering, Sep 2017, Orsay, France
Communication dans un congrès hal-01679385v1
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Can Semantic Labeling Methods Generalize to Any City? The Inria Aerial Image Labeling Benchmark

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat , Pierre Alliez
IEEE International Symposium on Geoscience and Remote Sensing (IGARSS), Jul 2017, Fort Worth, United States
Communication dans un congrès hal-01468452v1
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High-resolution image classification with convolutional networks

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat , Pierre Alliez
IEEE International Geoscience and Remote Sensing Symposium - IGARSS 2017, Jul 2017, Fort Worth, United States
Communication dans un congrès hal-01660754v1
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Polygonization of Remote Sensing Classification Maps by Mesh Approximation

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat , Pierre Alliez
ICIP 2017 - IEEE International Conference on Image Processing, Sep 2017, Beijing, China. pp.5
Communication dans un congrès hal-01530460v1
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Fully Convolutional Neural Networks For Remote Sensing Image Classification

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat , Pierre Alliez
IEEE International Geoscience and Remote Sensing Symposium, IEEE GRSS, Jul 2016, Beijing, China. pp.5071-5074
Communication dans un congrès hal-01350706v1
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Improved Partition Trees for Multi-Class Segmentation of Remote Sensing Images

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat
2015 IEEE International Geoscience and Remote Sensing Symposium - IGARSS 2015, IEEE, Jul 2015, Milan, Italy
Communication dans un congrès hal-01182772v1
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Optimizing Partition Trees for Multi-Object Segmentation with Shape Prior

Emmanuel Maggiori , Yuliya Tarabalka , Guillaume Charpiat
26th British Machine Vision Conference, Sep 2015, Swansea, United Kingdom
Communication dans un congrès hal-01182776v1
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A Nonparametric model for Brain Tumor Segmentation and Volumetry in Longitudinal MR Sequences

Esther Alberts , Guillaume Charpiat , Yuliya Tarabalka , Thomas Huber , Marc-André Weber
MICCAI Brain Lesion Workshop, Oct 2015, Munich, Germany
Communication dans un congrès hal-01205916v1
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Multiple Object Tracking by Efficient Graph Partitioning

Ratnesh Kumar , Guillaume Charpiat , Monique Thonnat
ACCV - 12th Asian Conference on Computer Vision, Michael S. Brown and Tat-Jen Cham and Yasuyuki Matsushita, Nov 2014, Singapore, Singapore
Communication dans un congrès hal-01061450v1
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Hierarchical Representation of Videos with Spatio-Temporal Fibers

Ratnesh Kumar , Guillaume Charpiat , Monique Thonnat
IEEE Winter Conference on Applications of Computer Vision, Mar 2014, Colorado, United States
Communication dans un congrès hal-00911012v1
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An efficient optimizer for simple point process models

Ahmed Gamal Eldin , Guillaume Charpiat , Xavier Descombes , Josiane Zerubia
SPIE, Computational Imaging XI, Feb 2013, Burlingame, California, United States. ⟨10.1117/12.2009238⟩
Communication dans un congrès hal-00801448v1
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A Graph-Cut-Based Method for Spatio-Temporal Segmentation of Fire from Satellite Observations

Yuliya Tarabalka , Guillaume Charpiat
IEEE IGARSS - International Geoscience and Remote Sensing Symposium, Jul 2013, Melbourne, Australia
Communication dans un congrès hal-00845691v1
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Enforcing Monotonous Shape Growth or Shrinkage in Video Segmentation

Yuliya Tarabalka , Guillaume Charpiat , Ludovic Brucker , Bjoern H. Menze
BMVC - British Machine Vision Conference, Sep 2013, Bristol, United Kingdom
Communication dans un congrès hal-00856634v1
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Learning to Match Appearances by Correlations in a Covariance Metric Space

Slawomir Bak , Guillaume Charpiat , Etienne Corvee , Francois Bremond , Monique Thonnat
12th European Conference on Computer Vision, Oct 2012, Florence, Italy. pp.806-820, ⟨10.1007/978-3-642-33712-3_58⟩
Communication dans un congrès hal-00731792v1
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A Cognitive Vision System for Nuclear Fusion Device Monitoring

Vincent Martin , Victor Moncada , Jean-Marcel Travere , Thierry Loarer , François Bremond
8th International Conference, ICVS 2011, Sep 2011, Sophia Antipolis, France. pp.163-172
Communication dans un congrès hal-00609876v1
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A fast multiple birth and cut algorithm using belief propagation

Ahmed Gamal Eldin , Xavier Descombes , Guillaume Charpiat , Josiane Zerubia
ICIP 2011 (International Conference on Image Processing), Sep 2011, Bruxelles, Belgium
Communication dans un congrès inria-00592446v1
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Exhaustive Family of Energies Minimizable Exactly by a Graph Cut

Guillaume Charpiat
Computer Vision and Pattern Recognition, Jun 2011, Colorado Springs, United States
Communication dans un congrès inria-00616370v1
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Converting Level Set Gradients to Shape Gradients

Siqi Chen , Guillaume Charpiat , Richard J. Radke
11th European Conference on Computer Vision, Sep 2010, Hersonissos, Greece
Communication dans un congrès inria-00497222v1
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Learning Shape Metrics based on Deformations and Transport

Guillaume Charpiat
Second Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment, Sep 2009, Kyoto, Japan
Communication dans un congrès inria-00481535v1
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Automatic Image Colorization via Multimodal Predictions

Guillaume Charpiat , Matthias Hofmann , Bernhard Schölkopf
European Conference on Computer Vision, Sep 2008, Marseille, France
Communication dans un congrès inria-00481552v1
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Distance-Based Shape Statistics

Guillaume Charpiat , Pierre Maurel , Olivier Faugeras , Renaud Keriven
31st International Conference on Acoustics, Speech, and Signal Processing, May 2006, Toulouse, France. pp.V925-V928, ⟨10.1109/ICASSP.2006.1661428⟩
Communication dans un congrès inria-00608087v1

End-to-End Deep Learning Approach for Demographic History Inference

Théophile Sanchez , Guillaume Charpiat , Flora Jay
Human Evolution: Fossils, Ancient and Modern Genomes 2017, Nov 2017, Hinxton, Cambridge, United Kingdom
Poster de conférence hal-01823543v1

Machine Learning Methods for Automatic Image Colorization

Guillaume Charpiat , Ilja Bezrukov , Yasemin Altun , Matthias Hofmann , Bernhard Schölkopf
R. Lukac Editor. Computational Photography: Methods and Applications, CRC Press, 2011
Chapitre d'ouvrage inria-00481561v1

Kernel methods in medical imaging

Guillaume Charpiat , Matthias Hofmann , Bernhard Schölkopf
Paragios, N. and J. Duncan and N. Ayache. Handbook of Biomedical Imaging, Springer, 2010
Chapitre d'ouvrage inria-00481569v1
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Approximations of Shape Metrics and Application to Shape Warping and Empirical Shape Statistics

Guillaume Charpiat , Olivier Faugeras , Renaud Keriven , Pierre Maurel
Krim, Hamid and Yezzi, Anthony. Statistics and Analysis of Shapes, Birkhäuser, pp.363--395, 2006, 978-0-8176-4481-9. ⟨10.1007/0-8176-4481-4_15⟩
Chapitre d'ouvrage hal-01117516v1
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An Implicit GNN Solver for Poisson-like problems

Matthieu Nastorg , Michele Alessandro Bucci , Thibault Faney , Jean-Marc Gratien , Guillaume Charpiat
2024
Pré-publication, Document de travail hal-03970501v3
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Multi-Level GNN Preconditioner for Solving Large Scale Problems

Matthieu Nastorg , Jean-Marc Gratien , Thibault Faney , Michele Alessandro Bucci , Guillaume Charpiat
2024
Pré-publication, Document de travail hal-04447099v1
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Neural State-Dependent Delay Differential Equations

Thibault Monsel , Onofrio Semeraro , Lionel Mathelin , Guillaume Charpiat
2023
Pré-publication, Document de travail hal-04125875v2
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Designing losses for data-free training of normalizing flows on Boltzmann distributions

Loris Felardos , Jérôme Hénin , Guillaume Charpiat
2023
Pré-publication, Document de travail hal-03936982v1

Docent: A content-based recommendation system to discover contemporary art

Antoine Fosset , Mohamed El-Mennaoui , Amine Rebei , Paul Calligaro , Elise Farge Di Maria
2022
Pré-publication, Document de travail hal-04415857v1
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Machine learning model for gas-liquid interface reconstruction in CFD numerical simulations

Tamon Nakano , Michele Alessandro Bucci , Jean-Marc Gratien , Thibault Faney , Guillaume Charpiat
2022
Pré-publication, Document de travail hal-03721729v1
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SE(3)-equivariant Graph Neural Networks for Learning Glassy Liquids Representations

Francesco Saverio Pezzicoli , Guillaume Charpiat , François P. Landes
2022
Pré-publication, Document de travail hal-03868206v2
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DISCO Verification: Division of Input Space into COnvex polytopes for neural network verification

Julien Girard-Satabin , Aymeric Varasse , Marc Schoenauer , Guillaume Charpiat , Zakaria Chihani
2021
Pré-publication, Document de travail hal-03227439v1
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Interpreting a Penalty as the Influence of a Bayesian Prior

Pierre Wolinski , Guillaume Charpiat , Yann Ollivier
2020
Pré-publication, Document de travail hal-02466702v1
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CAMUS: A Framework to Build Formal Specifications for Deep Perception Systems Using Simulators

Julien Girard-Satabin , Guillaume Charpiat , Zakaria Chihani , Marc Schoenauer
2019
Pré-publication, Document de travail hal-02374956v1
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Coarse to fine non-rigid registration: a chain of scale-specific neural networks for multimodal image alignment with application to remote sensing

Armand Zampieri , Guillaume Charpiat , Yuliya Tarabalka
2018
Pré-publication, Document de travail hal-01718263v1
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Learning Iterative Processes with Recurrent Neural Networks to Correct Satellite Image Classification Maps

Emmanuel Maggiori , Guillaume Charpiat , Yuliya Tarabalka , Pierre Alliez
2016
Pré-publication, Document de travail hal-01388551v1

Training recurrent networks online without backtracking

Yann Ollivier , Guillaume Charpiat
2015
Pré-publication, Document de travail hal-01228954v1
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Distance-based shape statistics for image segmentation with priors

Guillaume Charpiat
Human-Computer Interaction [cs.HC]. Ecole Polytechnique X, 2006. English. ⟨NNT : ⟩
Thèse tel-00457462v1