Research interests

I am interested in many topics related to computer vision, computer graphics and machine learning, with a focus on handling historical data ( ANR EnHerit website), Deep learning with little or free supervision, and using 3D models.

Teaching

PhD Students

Current (main academic advisor): Current (co-advisor): Graduated:

Publications

Also see Google Scholar

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Unsupervised Layered Image Decomposition into Object Prototypes

T. Monnier, E. Vincent, J. Ponce, M. Aubry

ArXiv 2021

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Deep Multi-View Stereo gone wild

F. Darmon, B. Bascle, J.-C. Devaux, P. Monasse, M. Aubry

ArXiv 2021

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Single-view robot pose and joint angle estimation via render & compare

Y. Labbé, J. Carpentier, M. Aubry, J. Sivic

CVPR 2021

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Learning to Guide Local Feature Matches

F. Darmon, M. Aubry , P. Monasse

3DV 2020

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Spherical Perspective on Learning with Batch Norm

S. Roburin, Y.de Mont-Marin, A. Bursuc, R.Marlet, P. Perez, M. Aubry

ArXiv 2020

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Deep Transformation-Invariant Clustering

T. Monnier, T. Groueix, M. Aubry

NeurIPS 2020

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docExtractor: An off-the-shelf historical document element extraction

T. Monnier, M. Aubry

ICFHR 2020

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CosyPose: Consistent multi-view multi-object 6D pose estimation

Y. Labbé, J. Carpentier, M. Aubry, J. Sivic

ECCV 2020

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Impact of base dataset design on few-shot image classification

O. Sbai, C. Couprie, M. Aubry

ECCV 2020

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RANSAC-Flow: generic two-stage image alignment

X. Shen, F. Darmon, A. Efros, M. Aubry

ECCV 2020

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Monte-Carlo Tree Search for Efficient Visually Guided Rearrangement Planning

Y. Labbé, S. Zagoruyko, I. Kalevatykh, I. Laptev, J. Carpentier, M. Aubry, J. Sivic

RAL 2020

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Large-Scale Historical Watermark Recognition:dataset and a new consistency-based approach

X. Shen, I. Pastrolin, O. Bounou, S. Gidaris, M. Smith, O. Poncet, M. Aubry

ICPR 2020

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Bilinear image translation for temporal analysis of photo collections

T. Dalens, M. Aubry, J. Sivic

TPAMI 2019

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Learning elementary structures for 3D shape generation and matching

T. Deprelle, T. Groueix, M. Fisher, V. G. Kim, B. C. Russell, M. Aubry

NeurIPS 2019

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Unsupervised Image Decomposition in Vector Layers

O. Sbai, C. Couprie, M. Aubry

ArXiv 2019 / ICIP 2020

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Deep Pose Estimation for Arbitrary 3D Objects

Y. Xiao, X. Qiu, P-A Langlois M. Aubry, R. Marlet

BMVC 2019

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Unsupervised cycle-consistent deformation for shape matching

T. Groueix, M. Fisher, V. G. Kim, B. C. Russell, M. Aubry

SGP 2019

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Discovering Visual Patterns in Art Collections with Spatially-consistent Feature Learning

X. Shen, A. Efros, M. Aubry

CVPR 2019

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3D-CODED : 3D Correspondences by Deep Deformation

T. Groueix, M. Fisher, V. G. Kim, B. C. Russell, M. Aubry

ECCV 2018

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Virtual Training for a Real Application: Accurate Object-Robot Relative Localization without Calibration

V. Loing, R. Marlet, M. Aubry

IJCV 2018

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AtlasNet: A Papier-Mâché Approach to Learning Surface Generation

T. Groueix, M. Fisher, V. G. Kim, B. C. Russell, M. Aubry

CVPR 2018

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3D Sketching using Multi-View Deep Volumetric Prediction

J. Delanoy, M. Aubry, P. Isola, A. Efros, A. Bousseau

I3D 2018

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Crafting a multi-task CNN for viewpoint estimation

F. Massa, R. Marlet and M. Aubry

BMVC 2016

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Automatic 3D Car Model Alignment for Mixed Image-Based Rendering

R. Ortiz-Cayon, A. Djelouah, F. Massa, M. Aubry, G. Drettakis

3DV 2016

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Deep Exemplar 2D-3D Detection by Adapting from Real to Rendered Views

F. Massa, B. Russell and M. Aubry

CVPR 2016

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Learning Dense Correspondence via 3D-guided Cycle Consistency

T. Zhou, P. Krähenbühland, M. Aubry, Q. Huang, and A. Efros

CVPR, 2016

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Dex-Net 1.0: A Cloud-Based Network of 3D Objects for Robust Grasp Planning Using a Multi-Armed Bandit Model with Correlated Rewards

J. Mahler, F. Pokorny, B. Hou, M. Roderick, M. Laskey, M. Aubry, K. Kohlhoff, T. Kroeger, J. Kuffner, K. Goldberg

ICRA, 2016

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Understanding deep features with computer-generated imagery

M. Aubry and B. Russell

ICCV, 2015

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Visual geo-localization of non-photographic depictions via 2D-3D alignment

M. Aubry, B. Russell and J. Sivic

Springer book chapter on Visual Analysis and Geo-Localization of Large Scale Imagery, 2015

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Anisotropic Laplace-Beltrami Operators for Shape Analysis

M. Andreux, E. RodolĂ , M. Aubry, and D. Cremers

In Sixth Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment (NORDIA), 2014

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Seeing 3D chairs: exemplar part-based 2D-3D alignment using a large dataset of CAD models

M. Aubry, D. Maturana, A. Efros, B. Russell and J. Sivic

CVPR, 2014

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Painting-to-3D Model Alignment Via Discriminative Visual Elements

M. Aubry, B. Russell and J. Sivic

ACM Transactions on Graphics, 2014 (will be presented at SIGGRAPH 2014)

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Fast Local Laplacian Filters: Theory and Applications

M. Aubry, S. Paris, S. Hasinoff, J. Kautz, F. Durand

ACM Transactions on Graphics, 2014 (will be presented at SIGGRAPH 2014)

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A Super-resolution Framework for High-Accuracy Multiview Reconstruction

A Super-resolution Framework for High-Accuracy Multiview Reconstruction

B. Goldluecke, M. Aubry, K. Kolev, D. Cremers

International Journal of Computer Vision, volume 106, 2014

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Decoupling Photometry and Geometry in Dense
            Variational Camera Calibration thumbnail

Decoupling Photometry and Geometry in Dense Variational Camera Calibration

M. Aubry, K. Kolev, B. Goldluecke, D. Cremers

IEEE International Conference on Computer Vision (ICCV), 2011

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Pose-Consistent 3D Shape Segmentation Based on a
            Quantum Mechanical Feature Descriptor thumbnail

Pose-Consistent 3D Shape Segmentation Based on a Quantum Mechanical Feature Descriptor

M. Aubry, U. Schlickewei, D. Cremers

Pattern Recognition (Proc. DAGM), Springer, 2011

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The Wave Kernel Signature: A Quantum Mechanical
        Approach To Shape Analysis thumbnail

The Wave Kernel Signature: A Quantum Mechanical Approach To Shape Analysis

M. Aubry, U. Schlickewei, D. Cremers

IEEE International Conference on Computer Vision (ICCV) - Workshop on Dynamic Shape Capture and Analysis (4DMOD), 2011

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Short CV

I am associated edidor for CVIU. I was area chair (AC) for CVPR18 and CVPR20, will be AC for ACCV2021 and MVA 2021. I was amongst the top rated reviewers for CVPR19 and NIPS19.

Interns and Master students: Karan Dwivedi, Pierre-Alain Langlois, Thomas Belos, David Tidmarsh, Théo Deprelle, Sophie Bodenes, Oumayma Bounou, Tom Monnier, Elliot Vincent, Ryad Kaoua, Van Nguyen Nguyen, Virginie Loison, Xiwei Hu.

For more detailed informations, you can download a full version of my CV (might not be up to date) .