**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. 267-291, 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], with R. Daudt, B. Le Saux, A. Boulch, Computer Vision and Image Understanding, 187, 2019. [pdf]**Multitask learning for large-scale semantic change detection**, with G. Liu and F. Tupin, IEEE Transactions on Geoscience and Remote Sensing, 57 (6), pp. 3904 – 3918, 2019 [pdf]**A contrario comparison of local descriptors for change detection in high resolution satellite images of urban areas**with C. Aguerrebere, A. Almansa, J. Delon and P. Musé, IEEE Trans. on Computational Imaging, 3 (4), pp. 633-646, 2017 [preprint HAL]**A Bayesian Hyperprior Approach for Joint Image Denoising and Interpolation, with an Application to HDR Imaging,**, with Alasdair Newson, Andrés Almansa, Patrick Pérez, Image Processing Online, 2017 [link]**Non-Local Patch-Based Image Inpainting**, with G. Tartavel and G. Peyré, to appear in SIAM Imaging Science, 2016 [preprint HAL]**Wasserstein loss for image synthesis and restoration**with E. Provenzi, J. Delon and B. Mazin,Vision Research, 120, pp. 22-38, 2016[pdf]**On the second order spatiochromatic structure of natural images,**, with G. Tartavel and G. Peyré, Journal of Mathematical Imaging and Vision, 52 (1), pp. 124-144, 2015, [pdf]**Variational Texture Synthesis with Sparsity and Spectrum Constraints**, with L. Alvarez, J.-M. Morel and A. Salgado, Journal of Mathematical Imaging and Vision, 53 (3), pp. 332-345, 2015, [pdf]**Exploring the Space of Abstract Textures by Principles and Random Sampling**IEEE Trans. on Image Processing, 24 (6), 1944-1954, 2015with B. Mazin and J. Delon,,**Estimation of Illuminants From Projections on the Planckian Locus***,*[preprint HAL], with F. Dellinger, J. Delon, J. Michel and F. Tupin, IEEE Transactions on Geoscience and Remote Sensing , 53 (1), pp. 453-466, 2015 [preprint hal].**SAR-SIFT: a SIFT-like algorithm for SAR images**, with A. Newson, A. Almansa, M. Fradet and P. Pérez, 2014, SIAM Journal on Imaging Sciences, 7 (4), pp. 1993-2019, 2014. [pdf]**Video Inpainting of Complex Scenes**, with A. Newson, A. Almansa and P. Pérez, IEEE Trans. on Image Processing, 23 (3), pp. 1240-1254, 2014. [pdf]**Robust automatic line scratch detection in films**

with C. Aguerrebere, J. Delon, P. Musé, SIAM Journal on Imaging Sciences, 7 (1), pp. 1-34, 2014. [preprint hal]*Best algorithms for HDR image generation. A study of performance bounds,*, with G-S. Xia, J. Delon, International Journal of Computer Vision, 106 (1), pp. 31-56, 2014. [pdf]*Accurate Junction Detection and Characterization in Natural Images**Beyond Independence: An Extension of the A**Contrario*, with A. Myaskouvskey and M. Lindenbaum, International Journal of Computer Vision, 101 (1), pp. 22-44, 2013. [pdf]*Decision Procedure*, with B. Galerne, Advances in Applied Probability, 44 (1), pp. 1-20, 2012. [pdf]*The transparent dead leaves process*, with F. Cao, S. Masnou and P. Pérez, SIAM Journal on Imaging Sciences, 4 (4), pp. 1143-1179, 2011. [pdf]*Geometrically guided exemplar-based inpainting*, with V. Duval and J.-F. Aujol, SIAM Journal on Imaging Sciences, 4 (2), pp. 760-788, 2011. [pdf]*A bias-varance approach for the non-local means*, with J. Rabin and J. Delon, IEEE Trans. on Image Processing, 20 (11), pp. 3073 – 3085, 2011. [pdf]*Removing artefacts from color and contrast modifications*, with J. Rabin and J. Delon, Journal of Mathematical Imaging and Vision, 41 (1), pp. 147-167, 2011. [pdf]*Transportation distances on the circle*with*Pictorial content analysis of line-drawings using geometrical shape information,*, with B. Galerne and J. – M. Morel, IEEE Trans. on Image Processing, 20 (1), pp. 257-267, 2011. [pdf]*Random phase textures : theory and synthesis*, with X.-S. Xia and J. Delon, International Journal of Computer Vision, 88 (3), pp. 382-403, 2010. [pdf]*Shape-based invariant texture indexing*, G.-S. Xia, W. Yang, J. Delon, H. Sun and H. Maitre, Symposium: 100 Years ISPRS – Advancing Remote Sensing Science, 2010. [pdf]**Structural high-resolution satellite image indexing**, with V. Duval and J.-F. Aujol, SIAM Multiscale Modeling and Simulation, 8 (1), pp 154-189, 2009. [pdf]*The TVL1 model : a geometric point of view*, with J. Rabin, J. Delon, SIAM Journal of Imaging Sciences, 2 (3), 2009, pp. 931-958. [pdf]*A statistical approach to the matching of local features*, with B. Luo, J.-F. Aujol, SIAM Multiscale Modeling and Simulation, 2009, 8, 1, pp. 1-29. [pdf]*Local scale measure from the topographic map and application to remote sensing images*, with B. Luo, J.-F. Aujol, S. Ladjal, IEEE Trans. on Image Processing, 17 (8), 2008, pp. 1465-1472. [pdf]*Indexing of satellite images with different resolutions by wavelet features***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 101-113. [pdf], with B. Luo, J.-F. Aujol, S. Ladjal, H. Maitre,*Resolution independent characteristic scale dedicated to satellite images*

IEEE Trans. on Image Processing, 16 (10), 2007, pp. 2503-2417. [pdf], with f. Roueff, SIAM Journal of Multiscale Modeling and Simulation, 6, 1, 2007, pp. 105-134. [pdf]*Modeling occlusion and scaling in natural images*, with C. Bordenave and F. Roueff, Adv. Appl. Probability, 38, 1, 2006, pp 31-46. [pdf]*The dead leaves model : an example of a general tesselation*, with F. Sur, P. Musé, F. Cao, and J.-M. Morel, International Journal of Computer Vision, 69, 3, 2006, 295-316. [pdf]*An a contrario decision method for shape element recognition**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 314-325. [pdf]*Are natural images of bounded variation ?*, with J.-M. Morel, SIAM Journal of Mathematical Analysis, 33, 3, 2001, pp 634-648. [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 167-242. [shorter preprint ps.gz]

**Preprints**

, with A. Newson, A. Almansa, S. Ladjal, 2019 [preprint]**Processsing Simple Geometric Attributes with Autoencoders**, with C. Aguerrebere, J. Delon, P. Musé, 2012.[preprint HAL]*Study of the digital camera acquisition process and statistical modeling of the sensor raw data*

**Conference proceedings**

, with R. Daudt, B. Le Saux, A. Boulch, CVPR workshops, 2019 [pdf]**Guided anisotropic diffusion and iterative learning for weakly supervised change detection**, with N. Gonthier, S. Ladjal, ECCV Workshops, 2018 [preprint]**Weakly supervised object detection in artworks**, with T. T. Le, A. Almansa and S. Masnou, SIGGRAPH Asia Technical Briefs, 2018**Removing objects from videos with a few strokes**, with R. Daudt, B. Le Saux, A. Boulch, IGARSS 2018**Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Networks**, with C. Liu, R. Abergel, F. Tupin, IGARSS 2018**A Line Segment Detector for SAR Images with Controlled False Alarm Rate**, with X. Yang, H. Maître , Y. Tendero, ICIP 2018**A fast algorithm for occlusion detection and removal**, with C. Ocampo-Bladon, S. Ladjal, ICIP 2018**A non local multifocus image fusion scheme for dynamic scenes**, with N. Faraj, G.-S. Xia, J. Delon, Expressive 2017 [pdf]**A generic framework for the structured abstraction of images**, with P.Riot, A. Almansa and F. Tupin, SSVM 2017**A Correlation-based Dissimilarity Measure for Noisy Patches**, with T. T. Le, A. Almansa and S. Masnou, ICIP, 2017**Motion-consistent video Inpainting**, with G. Liu and G.-S. Xia, ICPR 2016*Texture synthesis through convolutional neural networks and spectrum constraints*, with P.Riot, A. Almansa and F. Tupin, Eusipco 2016*Penalizing local correlations in the residual improves image denoising performance**Unsupervised change detection between multi-sensor high resolution satellite images**,*with G. Liu, J. Delon, F. Tupin, Eusipco 2016, with C. F. Ocampo Blandon, CIARP 2016*Non-local Exposure Fusion*, with C. Aguerrebere, A. Almansa, J. Delon and P. Musé, ICCP, 2014 [pdf]*Single Shot High Dynamic Range Imaging Using Piecewise Linear Estimators*with F. Dellinger, J. Delon, J. Michel and F. Tupin, IGARSS, 2014 [pdf]**Change detection for high resolution satellite images, based on SIFT descriptors and an a contrario approach,**, with A. Newson, A. Almansa, M. Fradet and P. Pérez, CVMP 2013 [pdf]**Towards fast, generic video inpainting**with A. Newson, A. Almansa and P. Pérez, ICIP 2013 [pdf]*Temporal filtering of line scratches detection**in degraded films*,, with C. Aguerrebere, J. Delon, P. Musé, ICCP 2013. [pdf]*Simultaneous HDR image reconstruction and denoising for dynamic scenes*, with G. Tartavel and G. Peyré, SSVM 2013. [pdf]*Constrained sparse texture synthesis*, with B. Mazin and J. Delon, Workshop on Color and Photometry in Computer Vision (CPCV), ECCV, 2012. [pdf]*Illuminant estimation from projections on the Planckian locus*, with A. Newson, A. Almansa and P. Pérez, CVMP, 2012. [pdf]*Adaptive line scratch detection in degraded films*, with G.-S. Xia and J. Delon, ICPR, 2012. [pdf]*An Accurate and Contrast Invariant Junction Detector*, with B. Mazin and J. Delon, ICPR, 2012. [pdf]*Combining Color and Geometry for Local Image Matching*, with F. Dellinger, J. Delon, J. Michel and F. Tupin, IGARSS, 2012. [pdf]*SAR-SIFT: a SIFT-like algorithm for applications on SAR images*, with J. Rabin and J. Delon, ICIP 2010. [pdf]*Regularization of transportation maps for color and contrast transfer*, with A. Buadès, J. Delon and S. Masnou, ICIP2010. [pdf]*Adaptive Blotches detection for film restoration***MAC-RANSAC: a robust algorithm for the recognition of multiple objects**, with J. Rabin, J. Delon and L. Moisan, 3D’PVT, 2010. [pdf]- Appearance-guided Synthesis of Element Arrangements by Example, with Thomas Hurtut, Pierre-Edouard Landes, Joëlle Thollot, Rémy Drouilhet, Jean-François Coeurjolly.

NPAR: 7th International Symposium on Non-Photorealistic Animation and Rendering, , 2009. [pdf] with B. Luo, J.-F. Aujol, SSVM09.*Local Scale Measure for Remote Sensing Images*,, with J. Rabin, J. Delon, ICPR 08.*Circular Earth Mover’s Distance for the Comparison of Local Features*, with J. Rabin, J. Delon, ICPR 08.*A Contrario Matching of SIFT-Like Features*, with G.-S. Xia, J. Delon, ICPR 08.*Locally Invariant Texture Analysis from the Topographic Map*, with T. Hurtut, F. Schmitt, F. Cheriet, International Symposium on Computational Aesthetics in Graphics, Visualization, and Imaging (CAe 2008), Lisbonne, Portugual.*Pictorial analysis of line-drawings*with J. Rabin, J. Delon, proceedings of GRETSI 2007.*Mise en correspondance de descripteurs géométriques locaux par méthode a contrario,**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. 221-224.**with B. Luo, J.-F. Aujol, H. Maitre, proceedings of GRETSI 2007, pp. 537-540.*Cartographie des échelles d’une image satellitaire,*, with B. Luo, J.-F. Aujol, S. Ladjal, proceedings of IEEE IGARSS 2006.*Extrapolation of wavelet features for satellite images with different resolutions*

with B. Luo, J.-F. Aujol, S. Ladjal, H. Maitre, proceedings of**Resolution independent characteristic scale in satellite images**,

IEEE ICASSP, 2006. [pdf], with T. Hurtut, H. Dalazoana, F. Schmitt, Third European Conference on Colour in Graphics, Imaging, and Vision, 2006. [pdf]*Color image retrieval using thumbnails and the earth mover’s distance*, with F. Roueff, procedings of EUSIPCO, 2005. [pdf]*A geometrical a priori for capturing the regularity of images*, with Frédéric Cao, Pablo Musé, Frédéric Sur, proceedings of IEEE ICIP 2003. [pdf]**Unsupervised thresholds for shape matching**, Actes du GRETSI, 2003. [pdf]**Comparaison de la composition de deux images**, 2nd international workshop on texture analysis and synthesis, 2002. [ps.gz]**Texture synthesis through level sets***Morphological statistics of natural images*, SPIE 4119, Wavelet applications in Signal and Image Processing 8, 2000, pp 208-214.*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 247-259.

**Book chapters**

, 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.*Shape recognition based on an a contrario methodology*, in « Le traitement des Images », ed. H. Maitre, Hermes. (English and Chinese tra*Les équation aux dérivéees parteilles en traitement des images*