Josiane Zerubia

Josiane Zerubia has been a permanent research scientist at Inria since 1989 and director of research since July 1995 (DRCE since 2023). She was head of the PASTIS remote sensing laboratory (Inria Sophia-Antipolis) from mid-1995 to 1997 and of the Ariana research group (Inria/CNRS/University of Nice), which worked on inverse problems in remote sensing and biological imaging, from 1998 to 2011. She was head of Ayin research group (Inria -SAM) from 2012 to mid-2016 dedicated to models of spatio-temporal structure for high resolution image processing with a focus on remote sensing and skincare imaging. She is head of AYANA exploratory research group since 2020. AYANA is an interdisciplinary project using knowledge in stochastic modeling, image processing, artificial intelligence, remote sensing and embedded electronics/computing.

She was professor at SUPAERO (ISAE) in Toulouse from 1999 to 2020. She received a Doctor Honoris Causa degree (2020) from the University of Szeged in Hungary in November 2021. She was a member of the Scientific Committee of GdR GeoSto from 2021 to 2023. Since 2018, she is a member of STIET Doctoral School Teaching Board of University of Genoa (Italy) .

Before that, she was with the Signal and Image Processing Institute of the University of Southern California (USC) in Los-Angeles as a postdoc. She also worked as a researcher for the LASSY (University of Nice/CNRS) from 1984 to 1988 and in the Research Laboratory of Hewlett Packard in France and in Palo-Alto (CA) from 1982 to 1984. She received the MSc degree from the Department of Electrical Engineering at ENSIEG, Grenoble, France (now within Grenoble Institute of Technology) in 1981, the Doctor of Engineering degree, her PhD and her ‘Habilitation’, in 1986, 1988, and 1994 respectively, all from the University of Nice Sophia-Antipolis (now Université Côte d’Azur), France.

She is a Fellow of the IEEE (2003- ), the EURASIP (2019- ) and the IAPR (2020- ), and IEEE SP Society Distinguished Lecturer (2016-2017). She received 3 times, the Université Côte d’Azur Prize of Excellence in 2016, 2019 and 2020. She was a member of the IEEE IMDSP TC (SP Society) from 1997 till 2003, of the IEEE BISP TC (SP Society) from 2004 till 2012 and of the IVMSP TC (SP Society) from 2008 till 2013. She was associate editor of IEEE Trans. on IP from 1998 to 2002, area editor of IEEE Trans. on IP from 2003 to 2006, guest co-editor of a special issue of IEEE Trans. on PAMI in 2003, member of the editorial board of IJCV from 2004 till March 2013 and member-at-large of the Board of Governors of the IEEE SP Society from 2002 to 2004. She was associate editor of the on-line resource « Earthzine » (IEEE CEO and GEOSS) from 2006 till 2018. She was a member of the editorial board of the French Society for Photogrammetry and Remote Sensing (SFPT) from 1998 to 2020, and member-at-large of the Board of Governors of the SFPT from 2014 to 2020. She was part of the Best Paper Award Committee for EURASIP JIVP in 2021. She was a member of the senior editorial board of the IEEE Signal Processing Magazine from mid-2018 till early 2022, member-at-large of the Awards Board of the IEEE SP Society from 2020 to 2022, and member of the IAPR Fellow Committee from 2021 to 2022 . She has also been a member of the editorial board of the Foundation and Trends in Signal Processing since 2007 and of the IEEE WISP Committee since 2024.

She was co-chair of two workshops on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR’01, Sophia Antipolis, France, and EMMCVPR’03, Lisbon, Portugal), co-chair of a workshop on Image Processing and Related Mathematical Fields (IPRM’02, Moscow, Russia), technical program chair of a workshop on Photogrammetry and Remote Sensing for Urban Areas (Marne-la-Vallée, France, 2003), co-chair of the special sessions at IEEE ICASSP 2006 (Toulouse, France) and IEEE ISBI 2008 (Paris, France), publicity chair of IEEE ICIP 2011 (Brussels, Belgium), tutorial co-chair of IEEE ICIP 2014 (Paris, France), general co-chair of the workshop Earthvision at IEEE CVPR 2015 (Boston, USA) and a member of the organizing committee and plenary talk co-chair of IEEE-EURASIP EUSIPCO 2015 (Nice, France). She also organized and chaired an international workshop on Stochastic Geometry and Big Data at Sophia Antipolis, France, in November 2015. She was general co-chair of the IEEE/ISPRS workshop EARTHVISION at IEEE CVPR 2017 (Honolulu, USA) and co-organizer of the GRETSI 2017 conference (Juan-les-Pins, France). She was technical co-chair of IEEE-EURASIP EUSIPCO 2021 (Dublin, Ireland). She was co-organizer and member of the national scientific committee of ISPRS congress in 2020 (digital), 2021 (virtual) and 2022 (in person) (Nice, France).

Her main research interest is in image processing using probabilistic models. She also works on parameter estimation, statistical and optimization techniques, and artificial intelligence.

Last publications:

2024

Journal articles

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Jules Mabon, Mathias Ortner, Josiane Zerubia. Learning Point Processes and Convolutional Neural Networks for Object Detection in Satellite Images. Remote Sensing, 2024, 16 (6), ⟨10.3390/rs16061019⟩. ⟨hal-04250540v2⟩

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Book sections

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Ihsen Hedhli, Gabriele Moser, Sebastiano Serpico, Josiane Zerubia. Champs de Markov et séries chronologiques d’images multicapteurs et multirésolution. Abdourrahmane Atto; Francesca Bovolo; Lorenzo Bruzzone. Détection de changements et analyse des séries temporelles d’images 2 : Méthodes supervisées, ISTE Group, pp.5-39, 2024, Méthodes supervisées, 9781789480573. ⟨10.51926/ISTE.9057.ch1⟩. ⟨hal-04488891⟩

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2023

Conference papers

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Louis Hauseux, Konstantin Avrachenkov, Josiane Zerubia. Graph Based Approach for Galaxy Filament Extraction. Complex Networks 2023 – The 12th International Conference on Complex Networks and their Applications, Nov 2023, Menton, France. ⟨10.1007/978-3-031-53472-0_32⟩. ⟨hal-04231772⟩

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Jules Mabon, Mathias Ortner, Josiane Zerubia. Learning point process models for vehicles detection using CNNs in satellite images. SITIS 2023 – 17th International Conference on Signal-Image Technology &Internet-Based Systems, Nov 2023, Bangkok, Thailand. ⟨hal-04250535⟩

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Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Learning CRF potentials through fully convolutional networks for satellite image semantic segmentation 1 st Martina Pastorino. SITIS 2023 – 17th International Conference on Signal-Image Technology &Internet-Based Systems, Nov 2023, Bangkok, Thailand. ⟨hal-04255319⟩

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Jules Mabon, Mathias Ortner, Josiane Zerubia. Apprentissage contrastif de modèles de processus ponctuels pour la détection d’objets. GRETSI 2023 – XXIXème Colloque Francophone de Traitement du Signal et des Images, Aug 2023, Grenoble, France. ⟨hal-04177141⟩

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Martina Pastorino, Gabriele Moser, Sebastiano B Serpico, Josiane Zerubia. Classification of multimission SAR images based on Probabilistic Graphical Models and Convolutional Neural Networks. IEEE IGARSS 2023- International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena (CA), United States. ⟨hal-04109475⟩

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Camilo Aguilar, Mathias Ortner, Josiane Zerubia. Enhanced GM-PHD filter for real time satellite multi-target tracking. ICASSP 2023 – IEEE International Conference on Acoustics, Speech, and Signal Processing, Jun 2023, Rhodes, Greece. ⟨hal-04029072⟩

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Poster communications

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Louis Hauseux, Konstantin Avrachenkov, Josiane Zerubia. Un nouvel estimateur des niveaux de densité utilisant les graphes et complexes simpliciaux.
Application à la détection des clusters de galaxies.. XVIe Journées de géostatistiques (Fontainebleau, 7-8 septembre 2023) organisé par les Mines de Paris – PSL, Sep 2023, Fontainebleau, France. . ⟨hal-04222280⟩

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2022

Journal articles

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Camilo Aguilar, Mathias Ortner, Josiane Zerubia. Small Object Detection and Tracking in Satellite Videos With Motion Informed-CNN and GM-PHD Filter. Frontiers in Signal Processing, 2022, 2, ⟨10.3389/frsip.2022.827160⟩. ⟨hal-03655022⟩

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Martina Pastorino, Gabriele Moser, Sebastiano B Serpico, Josiane Zerubia. Semantic Segmentation of Remote Sensing Images through Fully Convolutional Neural Networks and Hierarchical Probabilistic Graphical Models. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60, pp.1-16. ⟨10.1109/TGRS.2022.3141996⟩. ⟨hal-03534026⟩

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Conference papers

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Martina Pastorino, Gabriele Moser, Sebastiano B Serpico, Josiane Zerubia. Fully convolutional and feedforward networks for the semantic segmentation of remotely sensed images. ICIP 2022- IEEE International Conference on Image Processing, Oct 2022, Bordeaux, France. ⟨10.1109/ICIP46576.2022.9897336⟩. ⟨hal-03720693⟩

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Jules Mabon, Mathias Ortner, Josiane Zerubia. Processus ponctuels marqués et réseaux de neurones convolutifs pour la détection d’objets dans des images de télédétection. GRETSI 2022 – XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France. ⟨hal-03715337⟩

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Jules Mabon, Mathias Ortner, Josiane Zerubia. Point process and CNN for small object detection in satellite images. SPIE, Image and Signal Processing for Remote Sensing XXVIII, Sep 2022, Berlin, Germany. ⟨10.1117/12.2635848⟩. ⟨hal-03738027⟩

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Camilo Aguilar, Mathias Ortner, Josiane Zerubia. Adaptive birth for the GLMB filter for object tracking in satellite videos. MLSP 2022 – IEEE International workshop on machine learning for signal processing, Aug 2022, Xi’an, China. ⟨10.1109/MLSP55214.2022.9943411⟩. ⟨hal-03715704⟩

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Jules Mabon, Mathias Ortner, Josiane Zerubia. CNN-based energy learning for MPP object detection in satellite images. MLSP 2022 – IEEE International workshop on machine learning for signal processing, Aug 2022, Xi’an, China. ⟨10.1109/MLSP55214.2022.9943312⟩. ⟨hal-03715331⟩

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Tianyu Li, Mary Comer, Josiane Zerubia. A Two-Stage Road Segmentation Approach for Remote Sensing Images. ICPRw 2022 – 26th International Conference on Pattern Recognition workshops (PRRS 2022), IAPR, Aug 2022, Montréal, Canada. ⟨hal-03810488⟩

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Martina Pastorino, Gabriele Moser, Sebastiano Serpico, Josiane Zerubia. Semantic Segmentation of Sar Images Through Fully Convolutional Networks and Hierarchical Probabilistic Graphical Models. IEEE IGARSS 2022- International Geoscience and Remote Sensing Symposium, Jul 2022, Kuala Lumpur / Virtual, Malaysia. ⟨10.1109/IGARSS46834.2022.9883111⟩. ⟨hal-03655029⟩

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Bilel Kanoun, Mohamed Abderrazak Cherif, Isabelle Manighetti, Yuliya Tarabalka, Josiane Zerubia. An enhanced deep learning approach for tectonic fault and fracture extraction in very high resolution optical images. ICASSP 2022 – IEEE International Conference on Acoustics, Speech, & Signal Processing, IEEE, May 2022, Singapore/Hybrid, Singapore. ⟨10.1109/ICASSP43922.2022.9747007⟩. ⟨hal-03577214v2⟩

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Poster communications

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Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks for Semantic Segmentation of Remote Sensing Images. Workshop on Machine Learning and Signal Processing on Graphs / Apprentissage Automatique et Traitement du Signal sur Graphes, Nov 2022, Marseille (CIRM, Centre International de Rencontres Mathématiques), France. ⟨hal-04269412⟩

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2021

Journal articles

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Martina Pastorino, Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, et al.. Multisensor and Multiresolution Remote Sensing Image Classification through a Causal Hierarchical Markov Framework and Decision Tree Ensembles. Remote Sensing, 2021, 13 (5), pp.25. ⟨10.3390/rs13050849⟩. ⟨hal-03155379v2⟩

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Conference papers

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Camilo Aguilar, Mathias Ortner, Josiane Zerubia. Small moving target MOT tracking with GM-PHD filter and attention-based CNN. MLSP 2021 – IEEE international workshop on machine learning for signal processing, Oct 2021, Gold Coast / Virtual, Australia. ⟨10.1109/MLSP52302.2021.9596204⟩. ⟨hal-03351017⟩

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Jules Mabon, Mathias Ortner, Josiane Zerubia. Processus ponctuels et réseaux de neurones convolutifs pour la détection de véhicules dans des images de télédétection. ORASIS 2021 – 18èmes Journées francophones des jeunes chercheurs en vision par ordinateur, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France. ⟨hal-03339656⟩

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Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Segmentation Sémantique d’Images de Télédétection Combinant Modèles Graphiques Probabilistes Hiérarchiques et Réseaux de Neurones Convolutifs Profonds. ORASIS 2021 – 18èmes Journées francophones des jeunes chercheurs en vision par ordinateur, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France. ⟨hal-03339665⟩

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Martina Pastorino, Gabriele Moser, Sebastiano B Serpico, Josiane Zerubia. Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks for Remote Sensing Image Classification. EUSIPCO 2021 – 29th IEEE European Signal Processing Conference, Aug 2021, Dublin / Virtual, Ireland. ⟨10.23919/EUSIPCO54536.2021.9616179⟩. ⟨hal-03252999⟩

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Martina Pastorino, Gabriele Moser, Sebastiano B Serpico, Josiane Zerubia. Semantic segmentation of remote sensing images combining hierarchical probabilistic graphical models and deep convolutional neural networks. IGARSS 2021 – IEEE International Geoscience and Remote Sensing Symposium, Jul 2021, Brussels / Virtual, Belgium. ⟨10.1109/IGARSS47720.2021.9553253⟩. ⟨hal-03253006⟩

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Book sections

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Ihsen Hedhli, Gabriele Moser, Sebastiano B Serpico, Josiane Zerubia. Hierarchical Markov random fields for high resolution land cover classification of multisensor and multiresolution image time series. Abdourrahmane Atto; Francesca Bovolo; Lorenzo Bruzzone. Change Detection and Image Time Series Analysis, 2, ISTE-Wiley, pp.1-27, 2021, Supervised Methods, 9781789450576. ⟨hal-03466612⟩

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2020

Conference papers

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Bahram Jafrasteh, Isabelle Manighetti, Josiane Zerubia. Generative adversarial networks as a novel approach for tectonic fault and fracture extraction in high resolution satellite and airborne optical images. ISPRS 2020 – XXIV International Society of Photogrammetry and Remote Sensing Congress, Aug 2020, Nice / Virtual, France. pp.1219-1227, ⟨10.5194/isprs-archives-XLIII-B3-2020-1219-2020⟩. ⟨hal-02982510⟩

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Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Sebastiano B Serpico, et al.. A causal hierarchical Markov framework for the classification of multiresolution and multisensor remote sensing images. ISPRS 2020 – XXIV International Society of Photogrammetry and Remote Sensing Congress, Aug 2020, Nice / Virtual, France. pp.269-277, ⟨10.5194/isprs-annals-V-3-2020-269-2020⟩. ⟨hal-02982420⟩

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Tianyu Li, Mary Comer, Josiane Zerubia. An Unsupervised Retinal Vessel Extraction and Segmentation Method Based On a Tube Marked Point Process Model. ICASSP 2020 – IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona / Virtual, Spain. pp.1394-1398, ⟨10.1109/ICASSP40776.2020.9054023⟩. ⟨hal-02981811⟩

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Preprints, Working Papers, …

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Bahram Jafrasteh, Isabelle Manighetti, Josiane Zerubia. GAN and U-net abilities to automate tectonic fault mapping in remote sensing optical images. 2020. ⟨hal-02982583⟩

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2019

Conference papers

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Tianyu Li, Mary Comer, Josiane Zerubia. Feature extraction and tracking of CNN segmentations for improved road detection from satellite imagery. ICIP 2019 – IEEE International Conference on Image Processing, Sep 2019, Taipei, Taiwan. ⟨hal-01813781v2⟩

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Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, et al.. Causal Markov mesh hierarchical modeling for the contextual classification of multiresolution satellite images. ICIP 2019 – IEEE International Conference on Image Processing, Sep 2019, Taipei, Taiwan. ⟨hal-02157081⟩

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Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, et al.. Joint classification of multiresolution and multisensor data using a multiscale Markov mesh model. IGARSS 2019 – IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. ⟨hal-02157082⟩

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2018

Journal articles

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Ramy Mohammed Abdlaty, Lilian S Doerwald-Munoz, Ali Madooei, Samir Sahli, Shu-Chi A A Yeh, et al.. Hyperspectral Imaging and Classification for Grading Skin Erythema. Frontiers in Physics, 2018, 6, pp.1-10. ⟨10.3389/fphy.2018.00072⟩. ⟨hal-01869944⟩

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Ihsen Hedhli, Gabriele Moser, Josiane Zerubia. Nouvelle Méthode en Cascade pour la Classification Hiérarchique Multi-Temporelle ou Multi-Capteur d’Images Satellitaires Haute Résolution. Revue Française de Photogrammétrie et de Télédétection, 2018, 216, pp.3-17. ⟨hal-01632923⟩

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Conference papers

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Tianyu Li, Mary Comer, Josiane Zerubia. A Connected-Tube MPP Model for Object Detection with Application to Materials and Remotely-Sensed Images. ICIP 2018 – IEEE International Conference on Image Processing, Oct 2018, Athens, Greece. ⟨hal-02157080⟩

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Book sections

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Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico, Jon Atli Benediktsson. Mathematical models and methods for remote sensing image analysis: an introduction. Mathematical Models for Remote Sensing Image Processing: Models and methods for the analysis of 2D satellite and aerial images, Springer, pp.1-36, 2018, ⟨10.1007/978-3-319-66330-2_1⟩. ⟨hal-01632935⟩

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Jon Atli Benediktsson, Gabriele Cavallaro, Falco Nicola, Ihsen Hedhli, Vladimir Krylov, et al.. Remote sensing data fusion: Markov models and mathematical morphology for multisensor, multiresolution, and multiscale image classification. Mathematical Models for Remote Sensing Image Processing: Models and methods for the analysis of 2D satellite and aerial images, Springer, pp.277-323, 2018, ⟨10.1007/978-3-319-66330-2_7⟩. ⟨hal-01632949⟩

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Books

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Gabriele Moser, Josiane Zerubia. Mathematical Models for Remote Sensing Image Processing: Models and Methods for the Analysis of 2D Satellite and Aerial Images. Moser, Gabriele; Zerubia, Josiane. Springer, pp.1-441, 2018, Signals and Communications Technology, 978-3-319-66328-9. ⟨10.1007/978-3-319-66330-2⟩. ⟨hal-01419170⟩

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2017

Journal articles

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Ihsen Hedhli, Gabriele Moser, Sebastiano Serpico, Josiane Zerubia. Classification of Multisensor and Multiresolution Remote Sensing Images through Hierarchical Markov Random Fields. IEEE Geoscience and Remote Sensing Letters, 2017, 14 (2), pp.2448-2452. ⟨10.1109/LGRS.2017.2768398⟩. ⟨hal-01632907⟩

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Conference papers

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Ihsen Hedhli, Gabriele Moser, Sebastiano B Serpico, Josiane Zerubia. Multi-resolution Classification of Urban Areas Using Hierarchical Symmetric Markov Mesh Models. IEEE GRS/ISPRS Joint Urban Remote Sensing Event (JURSE), Mar 2017, Dubai, United Arab Emirates. ⟨hal-01415568⟩

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Ali Madooei, Ramy Mohammed Abdlaty, Lilian S Doerwald-Munoz, Joseph S Hayward, Mark S Drew, et al.. Hyperspectral Image Processing for Detection and Grading of Skin Erythema. SPIE Medical Imaging, Feb 2017, Orlando, Florida, United States. ⟨hal-01408854v2⟩

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2016

Journal articles

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Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. False Discovery Rate Approach to Unsupervised Image Change Detection. IEEE Transactions on Image Processing, 2016, 25 (10), pp.4704-4718. ⟨10.1109/TIP.2016.2593340⟩. ⟨hal-01347028⟩

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Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico. A New Cascade Model for the Hierarchical Joint Classification of Multitemporal and Multiresolution Remote Sensing Data . IEEE Transactions on Geoscience and Remote Sensing, 2016, 54 (11), pp.6333 – 6348. ⟨hal-01308039⟩

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Heng-Chao Li, Vladimir A. Krylov, Ping-Zhi Fan, Josiane Zerubia, William J. Emery. Unsupervised Learning of Generalized Gamma Mixture Model with Application in Statistical Modeling of High-Resolution SAR Images. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54 (4), pp.2153-2170. ⟨hal-01217654⟩

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Conference papers

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Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Contextual Multi-Scale Image Classification on Quadtree. IEEE International Conference on Image Processing (ICIP), Sep 2016, Phoenix, United States. ⟨hal-01316611⟩

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Paula Craciun, Josiane Zerubia. Stochastic Geometry for Multiple Object Tracking in Fluorescence Microscopy. IEEE International Conference on Image Processing (ICIP), Sep 2016, Phoenix, United States. ⟨hal-01319757⟩

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Preprints, Working Papers, …

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Seong-Gyun Jeong, Yuliya Tarabalka, Nicolas Nisse, Josiane Zerubia. Progressive Tree-like Curvilinear Structure Reconstruction with Structured Ranking Learning and Graph Algorithm. 2016. ⟨hal-01414864⟩

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2015

Journal articles

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Zhao Liu, Josiane Zerubia. Skin image illumination modeling and chromophore identication for melanoma diagnosis. Physics in Medicine and Biology, 2015, 60 (9), pp.3415-3431. ⟨10.1088/0031-9155/60/9/3415⟩. ⟨hal-01164805⟩

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Csaba Benedek, Maha Shadaydeh, Zoltan Kato, Tamás Szirányi, Josiane Zerubia. Multilayer Markov Random Field Models for Change Detection in Optical Remote Sensing Images. ISPRS Journal of Photogrammetry and Remote Sensing, 2015, special issue on Multitemporal remote sensing data analysis, 107, pp.22-37. ⟨10.1016/j.isprsjprs.2015.02.006⟩. ⟨hal-01116609⟩

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Conference papers

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Seong-Gyun Jeong, Yuliya Tarabalka, Josiane Zerubia. Stochastic model for curvilinear structure reconstruction using morphological profiles. ICIP 2015 – IEEE International Conference on Image Processing, IEEE, Sep 2015, Quebec City, Canada. ⟨hal-01152932⟩

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Nazre Batool, Josiane Zerubia. Image-based evaluation of treatment responses of facial wrinkles using LDDMM registration and Gabor features. ICIP 2015 – IEEE International Conference on Image Processing, Sep 2015, Québec, Canada. ⟨hal-01154005⟩

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Paula Craciun, Mathias Ortner, Josiane Zerubia. Integrating RJMCMC and Kalman filters for multiple object tracking. GRETSI – Traitement du Signal et des Images, Sep 2015, Lyon, France. ⟨hal-01168336⟩

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Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. New hierarchical joint classification method of SAR-optical multiresolution remote sensing data. IEEE European Signal Processing Conference, Aug 2015, Nice, France. ⟨hal-01161824⟩

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Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. New cascade model for hierarchical joint classification of multisensor and multiresolution remote sensing data. IEEE International Geoscience and Remote Sensing Symposium, Jul 2015, Milan, Italy. ⟨hal-01161817⟩

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Seong-Gyun Jeong, Yuliya Tarabalka, Josiane Zerubia. Marked Point Process Model for Curvilinear Structures Extraction. EMMCVPR 2015, Jan 2015, Hong Kong, Hong Kong SAR China. pp.436-449, ⟨10.1007/978-3-319-14612-6_32⟩. ⟨hal-01084939⟩

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Paula Craciun, Mathias Ortner, Josiane Zerubia. Joint detection and tracking of moving objects using spatio-temporal marked point processes. IEEE Winter Conference on Applications of Computer Vision, Jan 2015, Hawaii, United States. ⟨hal-01104981⟩

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Book sections

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Paula Craciun, Josiane Zerubia. High-resolution satellite imaging. Mathematics of Planet Earth: Mathematicians Reflect on How to Discover, Organize, and Protect Our Planet, Society for Industrial and Applied Mathematics (SIAM), 2015, 978-1-611973-70-9. ⟨hal-01159880⟩

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Reports

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Sylvain Prigent, Xavier Descombes, Didier Zugaj, Laurent Petit, Anne-Sophie Dugaret, et al.. Assessing skin lesion evolution from multispectral image sequences. [Research Report] RR-8745, Inria Sophia Antipolis; INRIA. 2015. ⟨hal-01164502⟩

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Seong-Gyun Jeong, Yuliya Tarabalka, Nicolas Nisse, Josiane Zerubia. Inference of Curvilinear Structure based on Learning a Ranking Function and Graph Theory. [Research Report] RR-8789, Inria Sophia Antipolis. 2015. ⟨hal-01214932⟩

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2014

Journal articles

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Paula Craciun, Josiane Zerubia. Unsupervised marked point process model for boat extraction and counting in harbors from high resolution optical remotely sensed images. Revue Française de Photogrammétrie et de Télédétection, 2014, 207, pp.33-44. ⟨hal-01119448⟩

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ref_biblio

Aurélie Voisin, Vladimir Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Supervised Classification of Multi-sensor and Multi-resolution Remote Sensing Images with a Hierarchical Copula-based Approach. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52 (6), pp.3346-3358. ⟨10.1109/TGRS.2013.2272581⟩. ⟨hal-00841234⟩

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Conference papers

ref_biblio

Seong-Gyun Jeong, Yuliya Tarabalka, Josiane Zerubia. Marked point process model for facial wrinkle detection. IEEE ICIP – International Conference on Image Processing, Oct 2014, Paris, France. pp.1391-1394. ⟨hal-01066231⟩

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Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico. New cascade model for hierarchical joint classification of multitemporal, multiresolution and multisensor remote sensing data. IEEE ICIP – International Conference on Image Processing, Oct 2014, Paris, France. ⟨hal-01071034⟩

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Aurélie Boisbunon, Rémi Flamary, Alain Rakotomamonjy, Alain Giros, Josiane Zerubia. Large Scale Sparse Optimization for Object Detection in High Resolution Images. MLSP – 24th IEEE Workshop on Machine Learning for Signal Processing, Sep 2014, Reims, France. ⟨hal-01066235⟩

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Aurélie Boisbunon, Josiane Zerubia. Estimation of the Weight Parameter with SAEM for Marked Point Processes Applied to Object Detection. EUSIPCO – 22nd European Signal Processing Conference, Sep 2014, Lisbonne, Portugal. ⟨hal-01066232⟩

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Praveer Singh, Zoltan Kato, Josiane Zerubia. A Multilayer Markovian Model for Change Detection in Aerial Image Pairs with Large Time Differences. International Conference on Pattern Recognition (ICPR’14), Aug 2014, Stockholm, Sweden. ⟨hal-01016820⟩

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Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico. Fusion of multitemporal and multiresolution remote sensing data and application to natural disasters. IEEE IGARSS – International Geoscience and Remote Sensing Symposium, Jul 2014, Québec, Canada. ⟨hal-01022380⟩

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Paula Craciun, Josiane Zerubia. Towards efficient simulation of marked point process models for boat extraction from high resolution optical remotely sensed images. IEEE IGARSS – International Geoscience and Remote Sensing Symposium, Jul 2014, Quebec, Canada. ⟨hal-01016874⟩

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2013

Journal articles

ref_biblio

Vladimir Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. On the Method of Logarithmic Cumulants for Parametric Probability Density Function Estimation. IEEE Transactions on Image Processing, 2013, 22 (10), pp.3791-3806. ⟨hal-00820782⟩

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Paula Craciun, Josiane Zerubia. Boat Extraction in Harbours From High Resolution Satellite Images Using Marked Point Processes. ERCIM News, 2013. ⟨hal-00939160⟩

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ref_biblio

Koray Kayabol, Josiane Zerubia. Unsupervised amplitude and texture classification of SAR images with multinomial latent model. IEEE Transactions on Image Processing, 2013, 22 (2), pp.561-572. ⟨10.1109/TIP.2012.2219545⟩. ⟨hal-00745387⟩

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Jia Zhou, Christophe Proisy, Xavier Descombes, Guerric Le Maire, Yann Nouvellon, et al.. Mapping local density of young Eucalyptus plantations by individual tree detection in high spatial resolution satellite images. Forest Ecology and Management, 2013, 301, pp.129-141. ⟨10.1016/j.foreco.2012.10.007⟩. ⟨hal-00741010v2⟩

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Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Classification of Very High Resolution SAR Images of Urban Areas Using Copulas and Texture in a Hierarchical Markov Random Field Model. IEEE Geoscience and Remote Sensing Letters, 2013, 10 (1), pp.96-100. ⟨10.1109/LGRS.2012.2193869⟩. ⟨hal-00723280⟩

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Conference papers

ref_biblio

Zhao Liu, Josiane Zerubia. Melanin and Hemoglobin Identification for Skin Disease Analysis. Asian Conference on Pattern Recognition (ACPR), Nov 2013, Okinawa, Japan. ⟨hal-00872331⟩

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Vladimir Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. False discovery rate approach to image change detection. IEEE International Conf. on Image Processing (ICIP), Sep 2013, Melbourne, Australia. ⟨hal-00841236⟩

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ref_biblio

Sylvain Prigent, Xavier Descombes, Didier Zugaj, Laurent Petit, Josiane Zerubia. Multi-scale analysis of skin hyper-pigmentation evolution. ICIP – International Conf. on Image Processing, Sep 2013, Melbourne, Australia. ⟨hal-00841460⟩

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ref_biblio

Paula Craciun, Josiane Zerubia. Unsupervised marked point process model for boat extraction in harbors from high resolution optical remotely sensed images. IEEE ICIP – International Conference on Image Processing, Sep 2013, Melbourne, Australia. ⟨hal-00867585⟩

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ref_biblio

Zhao Liu, Josiane Zerubia. Towards Automatic Acne Detection Using a MRF Model with Chromophore Descriptors. European Signal Processing Conference (EUSIPCO), Sep 2013, Marrakech, Morocco. ⟨hal-00863046⟩

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ref_biblio

Paula Craciun, Josiane Zerubia. Boat extraction in harbors from high resolution satellite images using mathematical morphology and marked point processes. GRETSI – Traitement du Signal et des Images, Sep 2013, Brest, France. ⟨hal-00867592⟩

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Ahmed Gamal Eldin, Guillaume Charpiat, Xavier Descombes, Josiane Zerubia. An efficient optimizer for simple point process models. SPIE, Computational Imaging XI, Feb 2013, Burlingame, California, United States. ⟨10.1117/12.2009238⟩. ⟨hal-00801448⟩

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Book sections

ref_biblio

Praveen Pankajakshan, Gilbert Engler, Laure Blanc-Féraud, Josiane Zerubia. Deconvolution and denoising for computational microscopy. F. Cazals, P. kornprobst. Modeling in Computational Biology and Biomedecine. A Multidisciplinary Endeavor, XXVI, Springer, pp.117-164, 2013. ⟨hal-00766226⟩

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2012

Journal articles

ref_biblio

Csaba Benedek, Xavier Descombes, Josiane Zerubia. Building Development Monitoring in Multitemporal Remotely Sensed Image Pairs with Stochastic Birth-Death Dynamics. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012, 34 (1), pp.33-50. ⟨10.1109/TPAMI.2011.94⟩. ⟨hal-00730552⟩

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Conference papers

ref_biblio

Vladimir Krylov, Gabriele Moser, Aurélie Voisin, Sebastiano B. Serpico, Josiane Zerubia. Change detection with synthetic aperture radar images by Wilcoxon statistic likelihood ratio test. IEEE International Conference on Image Processing 2012, Sep 2012, Orlando, United States. ⟨hal-00724284⟩

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ref_biblio

Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Classification of multi-sensor remote sensing images using an adaptive hierarchical Markovian model. Eusipco – 20th European Signal Processing Conference, Aug 2012, Bucarest, Romania. ⟨hal-00723286⟩

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Sebastiano Serpico, Lorenzo Bruzzone, Giovanni Corsini, William J. Emery, Paolo Gamba, et al.. Development and validation of multitemporal image analysis methodologies for multirisk monitoring of critical structures and infrastructures. IEEE IGARSS – International Geoscience and Remote Sensing Symposium, Jul 2012, Munich, Germany. ⟨hal-00729089⟩

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Koray Kayabol, Josiane Zerubia. A Comparison of Texture and Amplitude based Unsupervised SAR Image Classifications for Urban Area Extraction. IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2012, Jul 2012, Munich, Germany. pp.4054-4057. ⟨hal-00697172⟩

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ref_biblio

Aurélie Voisin, Vladimir Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Multiscale classification of very high resolution SAR images of urban areas by Markov random fields, copula functions, and texture extraction. GTTI – Riunione annuale dell’associazione Gruppo nazionale Telecomunicazioni e Tecnologie dell’Informazione, Jun 2012, Cagliari, Italy. ⟨hal-00727404⟩

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ref_biblio

Koray Kayabol, Josiane Zerubia. An hierarchical approach for model-based classification of SAR images. 20th Signal Processing and Communications Applications Conference, Apr 2012, Mugla, Turkey. ⟨hal-00686658⟩

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ref_biblio

Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Multichannel hierarchical image classification using multivariate copulas. IS&T/SPIE Electronic Imaging – Computational Imaging X, Jan 2012, San Francisco, United States. ⟨10.1117/12.917298⟩. ⟨hal-00667187⟩

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Book sections

ref_biblio

Vladimir Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia. Probability Density Function Estimation for Classification of High Resolution SAR Images. C. Chen. Signal Processing for Remote Sensing, Second Edition, Taylor & Francis, pp.339-363, 2012, 9781439855966. ⟨hal-00729044⟩

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Books

ref_biblio

Zoltan Kato, Josiane Zerubia. Markov Random Fields in Image Segmentation.. Now Editor, World Scientific, pp.164, 2012, Foundation and Trends in Signal Processing. ⟨hal-00737058⟩

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Reports

ref_biblio

Sylvain Prigent, Xavier Descombes, Didier Zugaj, Laurent Petit, Anne-Sophie Dugaret, et al.. Skin lesion evaluation from multispectral images. [Research Report] RR-8136, INRIA. 2012, pp.23. ⟨hal-00757039⟩

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ref_biblio

Sylvain Prigent, Xavier Descombes, Didier Zugaj, Laurent Petit, Anne-Sophie Dugaret, et al.. Classification of skin hyper-pigmentation lesions with multi-spectral images. [Research Report] RR-8105, INRIA. 2012. ⟨hal-00745367⟩

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