User

Yongchao Xu

From LRDE

Revision as of 11:43, 18 September 2017 by Cd (talk | contribs) (Publications)

Status

I am a Maître de Conférences (tenured Assistant Professor) at EPITA, a research member of LRDE. I received my PhD degree in image processing and computer vision at Université Paris Est, under the supervision of Prof. Thierry Géraud and Laurent Najman. I'm also an Associate Researcher with TSI/Télécom ParisTech.

Contact information

  • Email: yongchao.xu@lrde.epita.fr
  • Phone: +33 1 53 14 59 47
  • Fax: +33 1 53 14 59 22
  • Department: EPITA Research and Development Laboratory (LRDE)
  • Location: 14-16 rue Voltaire, F-94276 Le Kremlin-Bicetre, France


Research Interests

  • Mathematical morphology
  • Image processing
  • Medical image analysis
  • Document image analysis
  • Local feature detection
  • Image registration
  • Multi-view 3D reconstruction
  • Deep learning

Publications

See also my Google Scholar page.


    Conference papers

    Title Authors Published in Date
    puybareau.18.stacom Left Atrial Segmentation In a Few Seconds Using Fully Convolutional Network and Transfer Learning Élodie Puybareau, Zhou Zhao, Younes Khoudli, Yongchao Xu, Thierry Géraud, Edwin Carlinet, Jérôme Lacotte Proceedings of the Workshop on Statistical Atlases and Computational Modelling of the Heart (STACOM 2018), in conjunction with MICCAI 25 October 2018
    puybareau.18.rfiap Segmentation des hyperintensités de la matière blanche en quelques secondes à l'aide d'un réseau de neurones convolutif et de transfert d'apprentissage Élodie Puybareau, Yongchao Xu, Joseph Chazalon, Isabelle Bloch, Thierry Géraud Actes du congrès Reconnaissance des Formes, ImageApprentissage et Perception (RFIAP), session spéciale “Deep Learning, deep in France” 4 May 2018
    xu.18.brainles White Matter Hyperintensities Segmentation In a Few Seconds Using Fully Convolutional Network and Transfer Learning Yongchao Xu, Thierry Géraud, Élodie Puybareau, Isabelle Bloch, Joseph Chazalon Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries— 3rd International WorkshopBrainLes 2017, Held in Conjunction with MICCAI 2017, Quebec City, QC, Canada, September 14 2017, Revised Selected Papers 6 February 2018
    xu.17.gretsi Segmentation d'IRM de cerveaux de nouveau-nés en quelques secondes à l'aide d'un réseau de neurones convolutif pseudo-3D et de transfert d'apprentissage Yongchao Xu, Thierry Géraud, Isabelle Bloch Actes du 26e Colloque GRETSI 20 June 2017
    xu.17.icip From Neonatal to Adult Brain MR Image Segmentation in a Few Seconds Using 3D-Like Fully Convolutional Network and Transfer Learning Yongchao Xu, Thierry Géraud, Isabelle Bloch Proceedings of the 23rd IEEE International Conference on Image Processing (ICIP) 12 June 2017
    carlinet.17.orasis La pseudo-distance du dahu Edwin Carlinet, Yongchao Xu, Nicolas Boutry, Thierry Géraud Actes d'ORASIS 21 March 2017
    geraud.17.ismm Introducing the Dahu Pseudo-Distance Thierry Géraud, Yongchao Xu, Edwin Carlinet, Nicolas Boutry Mathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 13th International Symposium on Mathematical Morphology (ISMM) 23 February 2017
    huynh.17.ismm Morphological Hierarchical Image Decomposition Based on Laplacian 0-Crossings Lê Duy Huỳnh, Yongchao Xu, Thierry Géraud Mathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 13th International Symposium on Mathematical Morphology (ISMM) 23 February 2017
    huynh.16.icpr Morphology-Based Hierarchical Representation with Application to Text Segmentation in Natural Images Lê Duy Huỳnh, Yongchao Xu, Thierry Géraud Proceedings of the 23st International Conference on Pattern Recognition (ICPR) 13 July 2016
    morel.16.embc A Challenging Issue: Detection of White Matter Hyperintensities in Neonatal Brain MRI Baptiste Morel, Yongchao Xu, Alessio Virzi, Thierry Géraud, Catherine Adamsbaum, Isabelle Bloch Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society 20 May 2016
    xu.15.ismm Efficient Computation of Attributes and Saliency Maps on Tree-Based Image Representations Yongchao Xu, Edwin Carlinet, Thierry Géraud, Laurent Najman Mathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 12th International Symposium on Mathematical Morphology (ISMM) 7 April 2015
    xu.14.rfia Espaces des formes basés sur des arbres : définition et applications en traitement d'images et vision par ordinateur Yongchao Xu, Thierry Géraud, Laurent Najman Actes du 19ème Congrès National sur Reconnaissance des Formes et l'Intelligence Artificielle (RFIA) 1 July 2014
    xu.14.icip Meaningful disjoint level lines selection Yongchao Xu, Edwin Carlinet, Thierry Géraud, Laurent Najman Proceedings of the 21st International Conference on Image Processing (ICIP) 26 May 2014
    xu.13.icip Salient Level Lines Selection Using the Mumford-Shah Functional Yongchao Xu, Thierry Géraud, Laurent Najman Proceedings of the 20th International Conference on Image Processing (ICIP) 27 May 2013
    xu.13.ismm Two applications of shape-based morphology: blood vessels segmentation and a generalization of constrained connectivity Yongchao Xu, Thierry Géraud, Laurent Najman Mathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 11th International Symposium on Mathematical Morphology (ISMM) 14 March 2013
    xu.12.icpr Morphological Filtering in Shape Spaces : Applications using Tree-Based Image Representations Yongchao Xu, Thierry Géraud, Laurent Najman Proceedings of the 21st International Conference on Pattern Recognition (ICPR) 16 June 2012
    xu.12.icip Context-Based Energy Estimator: Application to Object Segmentation on the Tree of Shapes Yongchao Xu, Thierry Géraud, Laurent Najman Proceedings of the 19th International Conference on Image Processing (ICIP) 17 April 2012

    Journal papers

    Title Authors Published in Date
    wang.19.tmi Benchmark on Automatic 6-month-old Infant Brain Segmentation Algorithms: The iSeg-2017 Challenge Li Wang, Dong Nie, Guannan Li, Élodie Puybareau, Jose Dolz, Qian Zhang, Fan Wang, Jing Xia, Zhengwang Wu, Jiawei Chen, Kim-Han Thung, Toan Duc Bui, Jitae Shin, Guodong Zeng, Guoyan Zheng, Vladimir S Fonov, Andrew Doyle, Yongchao Xu, Pim Moeskops, Josien P W Pluim, Christian Desrosiers, Ismail Ben Ayed, Gerard Sanroma, Oualid M Benkarim, Adrià Casamitjana, Verónica Vilaplana, Weili Lin, Gang Li, Dinggang Shen IEEE Transactions on Medical Imaging 11 April 2019
    kuijf.19.tmi Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities: Results of the WMH Segmentation Challenge H J Kuijf, J M Biesbroek, J de Bresser, R Heinen, S Andermatt, M Bento, M Berseth, M Belyaev, M J Cardoso, A Casamitjana, D L Collins, M Dadar, A Georgiou, M Ghafoorian, D Jin, A Khademi, J Knight, H Li, X Lladó, M Luna, Q Mahmood, R McKinley, A Mehrtash, S Ourselin, B Park, H Park, S H Park, S Pezold, L Rittner, C H Sudre, S Valverde, V Vilaplana, R Wiest, Z Xu, G Zeng, J Zhang, G Zheng, C Chen, W van der Flier, F Barkhof, M A Viergever, G J Biessels, Élodie Puybareau, Yongchao Xu IEEE Transactions on Medical Imaging 10 April 2019
    xu.18.media The Challenge of Cerebral Magnetic Resonance Imaging in Neonates: A New Method using Mathematical Morphology for the Segmentation of Structures Including Diffuse Excessive High Signal Intensities Yongchao Xu, Baptiste Morel, Sonia Dahdouh, Élodie Puybareau, Alessio Virzì, Hélène Urien, Catherine Adamsbaum, Isabelle Bloch, Thierry Géraud Medical Image Analysis 22 March 2018
    xu.16.prl Hierarchical image simplification and segmentation based on Mumford-Shah-salient level line selection Yongchao Xu, Thierry Géraud, Laurent Najman Pattern Recognition Letters 20 May 2016
    xu.16.pami Hierarchical Segmentation Using Tree-Based Shape Spaces Yongchao Xu, Edwin Carlinet, Thierry Géraud, Laurent Najman IEEE Transactions on Pattern Analysis and Machine Intelligence 11 April 2016
    xu.15.pami Connected Filtering on Tree-Based Shape-Spaces Yongchao Xu, Thierry Géraud, Laurent Najman IEEE Transactions on Pattern Analysis and Machine Intelligence 5 June 2015
    xu.14.itip Tree-Based Morse Regions: A Topological Approach to Local Feature Detection Yongchao Xu, Thierry Géraud, Pascal Monasse, Laurent Najman IEEE Transactions on Image Processing 3 October 2014

    PHD Theses and Habilitations

    Title Authors Published in Date
    xu.13.phd Tree-based shape spaces: Definition and applications in image processing and computer vision Yongchao Xu 12 December 2013

Journal Papers

 AuthorTitlePublished inDate
Benchmark on Automatic 6-month-old Infant Brain Segmentation Algorithms: The iSeg-2017 ChallengeLi Wang
Dong Nie
Guannan Li
Élodie Puybareau
Jose Dolz
Qian Zhang
Fan Wang
Jing Xia
Zhengwang Wu
Jiawei Chen
Kim-Han Thung
Toan Duc Bui
Jitae Shin
Guodong Zeng
Guoyan Zheng
Vladimir S Fonov
Andrew Doyle
Yongchao Xu
Pim Moeskops
Josien P W Pluim
Christian Desrosiers
Ismail Ben Ayed
Gerard Sanroma
Oualid M Benkarim
Adrià Casamitjana
Verónica Vilaplana
Weili Lin
Gang Li
Dinggang Shen
Benchmark on Automatic 6-month-old Infant Brain Segmentation Algorithms: The iSeg-2017 ChallengeIEEE Transactions on Medical Imaging11 April 2019
Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities: Results of the WMH Segmentation ChallengeH J Kuijf
J M Biesbroek
J de Bresser
R Heinen
S Andermatt
M Bento
M Berseth
M Belyaev
M J Cardoso
A Casamitjana
D L Collins
M Dadar
A Georgiou
M Ghafoorian
D Jin
A Khademi
J Knight
H Li
X Lladó
M Luna
Q Mahmood
R McKinley
A Mehrtash
S Ourselin
B Park
H Park
S H Park
S Pezold
L Rittner
C H Sudre
S Valverde
V Vilaplana
R Wiest
Z Xu
G Zeng
J Zhang
G Zheng
C Chen
W van der Flier
F Barkhof
M A Viergever
G J Biessels
Élodie Puybareau
Yongchao Xu
Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities: Results of the WMH Segmentation ChallengeIEEE Transactions on Medical Imaging10 April 2019
The Challenge of Cerebral Magnetic Resonance Imaging in Neonates: A New Method using Mathematical Morphology for the Segmentation of Structures Including Diffuse Excessive High Signal IntensitiesYongchao Xu
Baptiste Morel
Sonia Dahdouh
Élodie Puybareau
Alessio Virzì
Hélène Urien
Catherine Adamsbaum
Isabelle Bloch
Thierry Géraud
The Challenge of Cerebral Magnetic Resonance Imaging in Neonates: A New Method using Mathematical Morphology for the Segmentation of Structures Including Diffuse Excessive High Signal IntensitiesMedical Image Analysis22 March 2018
Hierarchical image simplification and segmentation based on Mumford-Shah-salient level line selectionYongchao Xu
Thierry Géraud
Laurent Najman
Hierarchical image simplification and segmentation based on Mumford-Shah-salient level line selectionPattern Recognition Letters20 May 2016
Hierarchical Segmentation Using Tree-Based Shape SpacesYongchao Xu
Edwin Carlinet
Thierry Géraud
Laurent Najman
Hierarchical Segmentation Using Tree-Based Shape SpacesIEEE Transactions on Pattern Analysis and Machine Intelligence11 April 2016
Connected Filtering on Tree-Based Shape-SpacesYongchao Xu
Thierry Géraud
Laurent Najman
Connected Filtering on Tree-Based Shape-SpacesIEEE Transactions on Pattern Analysis and Machine Intelligence5 June 2015
Tree-Based Morse Regions: A Topological Approach to Local Feature DetectionYongchao Xu
Thierry Géraud
Pascal Monasse
Laurent Najman
Tree-Based Morse Regions: A Topological Approach to Local Feature DetectionIEEE Transactions on Image Processing3 October 2014

Conference and Workshop Papers

 AuthorTitlePublished inDate
Left Atrial Segmentation In a Few Seconds Using Fully Convolutional Network and Transfer LearningÉlodie Puybareau
Zhou Zhao
Younes Khoudli
Yongchao Xu
Thierry Géraud
Edwin Carlinet
Jérôme Lacotte
Left Atrial Segmentation In a Few Seconds Using Fully Convolutional Network and Transfer LearningProceedings of the Workshop on Statistical Atlases and Computational Modelling of the Heart (STACOM 2018), in conjunction with MICCAI25 October 2018
Segmentation des hyperintensités de la matière blanche en quelques secondes à l'aide d'un réseau de neurones convolutif et de transfert d'apprentissageÉlodie Puybareau
Yongchao Xu
Joseph Chazalon
Isabelle Bloch
Thierry Géraud
Segmentation des hyperintensités de la matière blanche en quelques secondes à l'aide d'un réseau de neurones convolutif et de transfert d'apprentissageActes du congrès Reconnaissance des Formes, ImageApprentissage et Perception (RFIAP), session spéciale “Deep Learning, deep in France”4 May 2018
White Matter Hyperintensities Segmentation In a Few Seconds Using Fully Convolutional Network and Transfer LearningYongchao Xu
Thierry Géraud
Élodie Puybareau
Isabelle Bloch
Joseph Chazalon
White Matter Hyperintensities Segmentation In a Few Seconds Using Fully Convolutional Network and Transfer LearningBrainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries— 3rd International WorkshopBrainLes 2017, Held in Conjunction with MICCAI 2017, Quebec City, QC, Canada, September 14 2017, Revised Selected Papers6 February 2018
Segmentation d'IRM de cerveaux de nouveau-nés en quelques secondes à l'aide d'un réseau de neurones convolutif pseudo-3D et de transfert d'apprentissageYongchao Xu
Thierry Géraud
Isabelle Bloch
Segmentation d'IRM de cerveaux de nouveau-nés en quelques secondes à l'aide d'un réseau de neurones convolutif pseudo-3D et de transfert d'apprentissageActes du 26e Colloque GRETSI20 June 2017
From Neonatal to Adult Brain MR Image Segmentation in a Few Seconds Using 3D-Like Fully Convolutional Network and Transfer LearningYongchao Xu
Thierry Géraud
Isabelle Bloch
From Neonatal to Adult Brain MR Image Segmentation in a Few Seconds Using 3D-Like Fully Convolutional Network and Transfer LearningProceedings of the 23rd IEEE International Conference on Image Processing (ICIP)12 June 2017
La pseudo-distance du dahuEdwin Carlinet
Yongchao Xu
Nicolas Boutry
Thierry Géraud
La pseudo-distance du dahuActes d'ORASIS21 March 2017
Introducing the Dahu Pseudo-DistanceThierry Géraud
Yongchao Xu
Edwin Carlinet
Nicolas Boutry
Introducing the Dahu Pseudo-DistanceMathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 13th International Symposium on Mathematical Morphology (ISMM)23 February 2017
Morphological Hierarchical Image Decomposition Based on Laplacian 0-CrossingsLê Duy Huỳnh
Yongchao Xu
Thierry Géraud
Morphological Hierarchical Image Decomposition Based on Laplacian 0-CrossingsMathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 13th International Symposium on Mathematical Morphology (ISMM)23 February 2017
Morphology-Based Hierarchical Representation with Application to Text Segmentation in Natural ImagesLê Duy Huỳnh
Yongchao Xu
Thierry Géraud
Morphology-Based Hierarchical Representation with Application to Text Segmentation in Natural ImagesProceedings of the 23st International Conference on Pattern Recognition (ICPR)13 July 2016
A Challenging Issue: Detection of White Matter Hyperintensities in Neonatal Brain MRIBaptiste Morel
Yongchao Xu
Alessio Virzi
Thierry Géraud
Catherine Adamsbaum
Isabelle Bloch
A Challenging Issue: Detection of White Matter Hyperintensities in Neonatal Brain MRIProceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society20 May 2016
Efficient Computation of Attributes and Saliency Maps on Tree-Based Image RepresentationsYongchao Xu
Edwin Carlinet
Thierry Géraud
Laurent Najman
Efficient Computation of Attributes and Saliency Maps on Tree-Based Image RepresentationsMathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 12th International Symposium on Mathematical Morphology (ISMM)7 April 2015
Espaces des formes basés sur des arbres : définition et applications en traitement d'images et vision par ordinateurYongchao Xu
Thierry Géraud
Laurent Najman
Espaces des formes basés sur des arbres : définition et applications en traitement d'images et vision par ordinateurActes du 19ème Congrès National sur Reconnaissance des Formes et l'Intelligence Artificielle (RFIA)1 July 2014
Meaningful disjoint level lines selectionYongchao Xu
Edwin Carlinet
Thierry Géraud
Laurent Najman
Meaningful disjoint level lines selectionProceedings of the 21st International Conference on Image Processing (ICIP)26 May 2014
Salient Level Lines Selection Using the Mumford-Shah FunctionalYongchao Xu
Thierry Géraud
Laurent Najman
Salient Level Lines Selection Using the Mumford-Shah FunctionalProceedings of the 20th International Conference on Image Processing (ICIP)27 May 2013
Two applications of shape-based morphology: blood vessels segmentation and a generalization of constrained connectivityYongchao Xu
Thierry Géraud
Laurent Najman
Two applications of shape-based morphology: blood vessels segmentation and a generalization of constrained connectivityMathematical Morphology and Its Application to Signal and Image Processing – Proceedings of the 11th International Symposium on Mathematical Morphology (ISMM)14 March 2013
Morphological Filtering in Shape Spaces : Applications using Tree-Based Image RepresentationsYongchao Xu
Thierry Géraud
Laurent Najman
Morphological Filtering in Shape Spaces : Applications using Tree-Based Image RepresentationsProceedings of the 21st International Conference on Pattern Recognition (ICPR)16 June 2012
Context-Based Energy Estimator: Application to Object Segmentation on the Tree of ShapesYongchao Xu
Thierry Géraud
Laurent Najman
Context-Based Energy Estimator: Application to Object Segmentation on the Tree of ShapesProceedings of the 19th International Conference on Image Processing (ICIP)17 April 2012

Thesis

 AuthorTitleDate
Tree-based shape spaces: Definition and applications in image processing and computer visionYongchao XuTree-based shape spaces: Definition and applications in image processing and computer vision12 December 2013

Oral Presentations