Publications
International journals

Object removal from complex videos using a few
annotations, with T. T. Le, A. Almansa and S.
Masnou, Computational Visual
Media, 5 (3), pp. 267291, 2019. [Website] [pdf]

LSDSAR, a Markovian a contrario framework for line
segment detection in SAR
images, with C. Liu, R. Abergel and F.
Tupin, Pattern Recognition, 98, 2019 [pdf]
 Multitask learning for largescale semantic change
detection, with
R. Daudt, B. Le Saux, A. Boulch, Computer Vision and
Image Understanding, 187, 2019. [pdf]
 A contrario
comparison of local descriptors for change detection
in high resolution satellite images of urban areas,
with G. Liu and F. Tupin, IEEE Transactions on Geoscience and Remote
Sensing, 57 (6), pp.
3904  3918, 2019 [pdf]
 A Bayesian Hyperprior Approach for Joint Image
Denoising and Interpolation, with an Application to HDR
Imaging, with C. Aguerrebere, A. Almansa, J.
Delon and P. Musé, IEEE Trans. on Computational Imaging, 3
(4), pp. 633646, 2017
[preprint HAL]
 NonLocal PatchBased Image Inpainting, with
Alasdair Newson, Andrés Almansa, Patrick Pérez, Image
Processing Online, 2017 [link]
 Wasserstein loss for image synthesis and restoration,
with G. Tartavel and G. Peyré, to appear in SIAM Imaging
Science, 2016 [preprint
HAL]
 On the second order spatiochromatic
structure of natural images, with
E. Provenzi, J. Delon and B. Mazin,Vision Research, 120, pp.
2238, 2016 [pdf]
 Variational Texture Synthesis with Sparsity and
Spectrum Constraints, with G. Tartavel and G.
Peyré, Journal of Mathematical Imaging and Vision, 52 (1),
pp. 124144, 2015, [pdf]
 Exploring the Space of Abstract Textures by
Principles and Random Sampling, with L. Alvarez,
J.M. Morel and A. Salgado, Journal of Mathematical Imaging
and Vision, 53 (3), pp. 332345, 2015,
[pdf]
 Estimation of Illuminants From Projections on
the Planckian Locus, with B. Mazin and
J. Delon, IEEE Trans. on Image Processing, 24 (6),
19441954, 2015, [preprint
HAL]
 SARSIFT: a SIFTlike algorithm for SAR images,
with F. Dellinger, J. Delon, J. Michel and F. Tupin, IEEE
Transactions on Geoscience and Remote Sensing , 53 (1), pp.
453466, 2015 [preprint
hal].
 Video Inpainting of Complex Scenes, with A.
Newson, A. Almansa, M. Fradet and P. Pérez, 2014, SIAM
Journal on Imaging Sciences, 7 (4), pp. 19932019, 2014. [pdf]
 Robust automatic line scratch detection in films,
with A. Newson, A. Almansa and P. Pérez, IEEE Trans. on
Image Processing, 23 (3), pp. 12401254, 2014. [pdf]
 Best
algorithms for HDR image generation. A study of
performance bounds, with C. Aguerrebere, J. Delon,
P. Musé, SIAM Journal on Imaging Sciences, 7 (1), pp. 134,
2014. [preprint
hal]
 Accurate
Junction
Detection and Characterization in Natural Images,
with GS. Xia, J. Delon, International Journal of Computer
Vision, 106 (1), pp. 3156, 2014. [pdf]
 Beyond
Independence:
An Extension of the A Contrario Decision
Procedure, with A. Myaskouvskey and M. Lindenbaum,
International Journal of Computer Vision, 101 (1), pp.
2244, 2013. [pdf]
 The
transparent dead leaves process, with B. Galerne,
Advances in Applied Probability, 44 (1), pp. 120, 2012. [pdf]
 Geometrically
guided exemplarbased inpainting, with F. Cao, S.
Masnou and P. Pérez, SIAM Journal on Imaging Sciences, 4
(4), pp. 11431179, 2011. [pdf]
 A
biasvarance approach for the nonlocal means, with
V. Duval and J.F. Aujol, SIAM Journal on Imaging Sciences,
4 (2), pp. 760788, 2011. [pdf]
 Removing
artefacts
from color and contrast modifications, with J.
Rabin and J. Delon, IEEE Trans. on Image Processing, 20
(11), pp. 3073  3085, 2011. [pdf]
 Transportation distances on the
circle, with J. Rabin and J. Delon, Journal of
Mathematical Imaging and Vision, 41 (1), pp. 147167,
2011. [pdf]
 Pictorial
content
analysis of linedrawings using geometrical shape
information, with T.Hurtut, F. Schmitt
and F. Cheriet, ACM Journal on Computing and Cultural
Heritage, 4 (1), pp. 123, 2011. [pdf]
 Random
phase textures : theory and synthesis, with B.
Galerne and J.  M. Morel, IEEE Trans. on Image Processing,
20 (1), pp. 257267, 2011. [pdf]
 Shapebased
invariant
texture indexing, with X.S. Xia and J. Delon,
International Journal of Computer Vision, 88 (3), pp.
382403, 2010. [pdf]
 Structural highresolution satellite image indexing,
G.S. Xia, W. Yang, J. Delon, H. Sun and H. Maitre,
Symposium: 100 Years ISPRS – Advancing Remote Sensing
Science, 2010. [pdf]
 The
TVL1 model : a geometric point of view, with V.
Duval and J.F. Aujol, SIAM Multiscale Modeling and
Simulation, 8 (1), pp 154189, 2009. [pdf]
 A
statistical approach to the matching of local features,
with J. Rabin, J. Delon, SIAM Journal of Imaging Sciences, 2
(3), 2009, pp. 931958. [pdf]
 Local
scale measure from the topographic map and application to
remote sensing images, with B. Luo, J.F. Aujol,
SIAM Multiscale Modeling and Simulation, 2009, 8, 1, pp.
129. [pdf]
 Indexing
of satellite images with different resolutions by wavelet
features, with B. Luo, J.F. Aujol, S. Ladjal, IEEE
Trans. on Image Processing, 17 (8), 2008, pp. 14651472. [pdf]
 Adaptive image retrieval
based on the spatial organization of colors, with T. Hurtut and F. Schmitt, Computer Vision and Image Understanding,
112, 2, 2008, pp 101113. [pdf]
 Resolution
independent
characteristic scale dedicated to satellite images,
with B. Luo, J.F. Aujol, S. Ladjal, H. Maitre,
IEEE Trans. on Image Processing, 16 (10), 2007, pp.
25032417. [pdf]
 Modeling
occlusion
and scaling in natural images, with f. Roueff, SIAM
Journal of Multiscale Modeling and Simulation, 6, 1, 2007,
pp. 105134. [pdf]
 The
dead leaves model : an example of a general tesselation,
with C. Bordenave and F. Roueff, Adv. Appl. Probability, 38,
1, 2006, pp 3146. [pdf]
 An a
contrario decision method for shape element recognition,
with F. Sur, P. Musé, F. Cao, and J.M. Morel, International
Journal of Computer Vision, 69, 3, 2006, 295316. [pdf]
 Interpolation of digital
elevation models using AMLE and related methods, with
A. Almansa, F.Cao and B. Rougé, IEEE Trans. on Geoscience
and Remote Sensing, 40, 2, 2002, pp 314325. [pdf]
 Are natural images of
bounded variation ?, with J.M. Morel, SIAM Journal of
Mathematical Analysis, 33, 3, 2001, pp 634648. [pdf]
 The size of objects in
natural and artificial images, with Luis Alvarez and
J.M. Morel, Advances in Imaging and Electron Physics,
Academic Press, 1999, vol 111, pp 167242. [shorter preprint ps.gz]
Preprints
 Processsing Simple Geometric Attributes with
Autoencoders, with A. Newson, A. Almansa, S.
Ladjal, 2019 [preprint]
 Study
of the digital camera acquisition process and statistical
modeling of the sensor raw data, with C.
Aguerrebere, J. Delon, P. Musé, 2012.[preprint
HAL]
Conference proceedings
 Guided anisotropic diffusion and iterative learning
for weakly supervised change detection, with R. Daudt, B. Le
Saux, A. Boulch, CVPR
workshops, 2019 [pdf]
 Weakly supervised object detection in artworks,
with N. Gonthier, S. Ladjal, ECCV Workshops, 2018 [preprint]
 Removing objects from videos with
a few strokes, with T. T. Le, A.
Almansa and S. Masnou, SIGGRAPH
Asia Technical Briefs, 2018

Urban Change
Detection for Multispectral Earth Observation Using
Convolutional Neural Networks, with R.
Daudt, B. Le Saux, A. Boulch, IGARSS 2018

A Line Segment
Detector for SAR Images with Controlled False Alarm
Rate, with C. Liu, R. Abergel, F. Tupin,
IGARSS 2018
 A fast algorithm for occlusion detection and removal,
with X. Yang, H. Maître , Y. Tendero, ICIP 2018
 A non local multifocus image fusion scheme for
dynamic scenes, with C. OcampoBladon, S.
Ladjal, ICIP 2018
 A generic framework for the structured abstraction
of images, with N.
Faraj, G.S. Xia, J. Delon, Expressive 2017 [pdf]
 A Correlationbased Dissimilarity Measure for Noisy
Patches, with P.Riot,
A. Almansa and F. Tupin, SSVM 2017
 Motionconsistent video
Inpainting, with T. T. Le, A. Almansa and S.
Masnou, ICIP, 2017
 Texture synthesis through convolutional neural
networks and spectrum constraints, with G. Liu
and G.S. Xia, ICPR 2016
 Penalizing local
correlations in the residual improves image denoising
performance,
with P.Riot, A. Almansa and F. Tupin, Eusipco 2016
 Unsupervised change
detection between multisensor high resolution
satellite images, with G. Liu, J. Delon, F.
Tupin, Eusipco 2016
 Nonlocal Exposure Fusion,
with C. F. Ocampo Blandon, CIARP 2016
 Single Shot High Dynamic Range Imaging Using
Piecewise Linear Estimators, with C.
Aguerrebere, A. Almansa, J. Delon and P. Musé, ICCP, 2014 [pdf]
 Change detection for high resolution satellite
images, based on SIFT descriptors and an a contrario
approach, with F. Dellinger, J. Delon, J.
Michel and F. Tupin, IGARSS, 2014 [pdf]
 Towards fast, generic video inpainting, with
A. Newson, A. Almansa, M. Fradet and P. Pérez, CVMP 2013 [pdf]
 Temporal filtering of line scratches detection in
degraded films, with A. Newson, A. Almansa and
P. Pérez, ICIP 2013 [pdf]
 Simultaneous
HDR
image reconstruction and denoising for dynamic scenes,
with C. Aguerrebere, J. Delon, P. Musé, ICCP 2013. [pdf]
 Constrained
sparse
texture synthesis, with G. Tartavel and G. Peyré,
SSVM 2013. [pdf]
 Illuminant
estimation
from projections on the Planckian locus, with B.
Mazin and J. Delon, Workshop on Color and
Photometry in Computer Vision (CPCV), ECCV, 2012. [pdf]
 Adaptive
line
scratch detection in degraded films, with A.
Newson, A. Almansa and P. Pérez, CVMP, 2012. [pdf]
 An
Accurate and Contrast Invariant Junction Detector,
with G.S. Xia and J. Delon, ICPR, 2012. [pdf]
 Combining
Color
and Geometry for Local Image Matching, with B.
Mazin and J. Delon, ICPR, 2012. [pdf]
 SARSIFT:
a SIFTlike algorithm for applications on SAR images,
with F. Dellinger, J. Delon, J. Michel and F. Tupin, IGARSS,
2012. [pdf]
 Regularization
of transportation maps for color and contrast transfer,
with J. Rabin and J. Delon, ICIP 2010. [pdf]
 Adaptive
Blotches
detection for film restoration, with A. Buadès, J.
Delon and S. Masnou, ICIP2010. [pdf]
 MACRANSAC: a robust
algorithm for the recognition of multiple objects,
with J. Rabin, J. Delon and L. Moisan, 3D'PVT, 2010. [pdf]
 Appearanceguided Synthesis of
Element Arrangements by Example, with
Thomas Hurtut, PierreEdouard Landes, Joëlle Thollot, Rémy
Drouilhet, JeanFrançois Coeurjolly.
NPAR: 7th International Symposium
on NonPhotorealistic Animation and Rendering, , 2009. [pdf]
 Local Scale Measure for Remote Sensing Images,
with B. Luo, J.F. Aujol, SSVM09.
 Circular
Earth
Mover's Distance for the Comparison of Local Features,
with J. Rabin, J. Delon, ICPR 08.
 A
Contrario Matching of SIFTLike Features, with J.
Rabin, J. Delon, ICPR 08.
 Locally
Invariant
Texture Analysis from the Topographic Map, with
G.S. Xia, J. Delon, ICPR 08.
 Pictorial
analysis
of linedrawings, with T. Hurtut, F. Schmitt, F.
Cheriet, International Symposium on Computational
Aesthetics in Graphics, Visualization, and Imaging (CAe
2008), Lisbonne, Portugual.
 Mise
en correspondance de descripteurs géométriques locaux par
méthode a contrario, with J. Rabin, J. Delon, proceedings of
GRETSI 2007.
 Interpolation
d'attributs ondelettes pour l'indexation de bases d'images
satellitaires à différentes résolutions, with B. Luo, J.F.
Aujol, S. Ladjal, proceedings of GRETSI 2007, pp. 221224.
 Cartographie
des
échelles d'une image satellitaire, with B. Luo, J.F.
Aujol, H. Maitre, proceedings of GRETSI 2007, pp. 537540.
 Extrapolation
of wavelet features for satellite images with different
resolutions, with B. Luo, J.F. Aujol, S.
Ladjal, proceedings of IEEE IGARSS 2006.
 Resolution independent
characteristic scale in satellite images, with
B. Luo, J.F. Aujol, S. Ladjal, H. Maitre, proceedings of
IEEE ICASSP, 2006. [pdf]
 Color
image retrieval using thumbnails and the earth mover's
distance, with T. Hurtut, H. Dalazoana, F. Schmitt,
Third European Conference on Colour in Graphics, Imaging,
and Vision, 2006. [pdf]
 A
geometrical a priori for capturing the regularity of
images, with F. Roueff, procedings of EUSIPCO,
2005. [pdf]
 Unsupervised
thresholds for shape matching , with
Frédéric Cao, Pablo Musé, Frédéric Sur, proceedings of IEEE
ICIP 2003. [pdf]
 Comparaison de la
composition de deux images , Actes du
GRETSI, 2003. [pdf]
 Texture synthesis
through level sets , 2nd international
workshop on texture analysis and synthesis, 2002. [ps.gz]
 Morphological statistics of
natural images, SPIE 4119, Wavelet applications in
Signal and Image Processing 8, 2000, pp 208214.
 Scales in natural images and
a consequence on their BV norm, with Luis Alvarez and
J.M. Morel, Lecture Notes in Computer Sciences 1682, 1999,
pp 247259.
Book chapters
 Shape
recognition based on an a contrario methodology,
with F. Sur, P. Musé, F. Cao, and J.M. Morel, in
"Statistics and Analysis of Shapes", ed. H. Krim and A.
Yezzi, Birkhauser, 2006.
 Les
équation aux dérivéees parteilles en traitement des images,
in "Le traitement des Images", ed. H. Maitre, Hermes.
(English and Chinese tra