UMR CNRS 7253

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Some recent publications

  • Xuhong Li, Yves Grandvalet, Franck Davoine. A Baseline Regularization Scheme for Transfer Learning with Convolutional Neural Networks. <html><span style=“color:red;”>Pattern Recognition</span></html>, Vol. 98, Elsevier, to appear in 2020. pdf
  • Maxime Chaveroche, Franck Davoine, Véronique Cherfaoui. Efficient Möbius Transformations and their applications to Dempster-Shafer Theory. <html><span style=“color:blue;”>SUM</span></html> - 13th international conference on Scalable Uncertainty Management, Compiègne, France, Nov. 16-18, 2019 (proceedings in Springer LNAI series).
  • Edouard Capellier, Franck Davoine, Véronique Cherfaoui, You Li. Transformation-adversarial network for road detection in LIDAR rings. 11th IEEE <html><span style=“color:blue;”>IROS Workshop</span></html> on Planning, Perception and Navigation for Intelligent Vehicles (PPNIV), Macau, China, November 4th, 2019.
  • Maxime Chaveroche, Franck Davoine, Véronique Cherfaoui. Calcul exact de faible complexité des décompositions conjonctive et disjonctive pour la fusion d'information. 17th <html><span style=“color:blue;”>GRETSI</span></html> Symposium, Lille, France, Aug. 26-29, 2019.
  • Edouard Capellier, Franck Davoine, Véronique Cherfaoui. Apprentissage profond pour la classification évidentielle d’objets LIDAR arbitraires, à destination d’un véhicule autonome. 17th <html><span style=“color:blue;”>GRETSI</span></html> Symposium, Lille, France, Aug. 26-29, 2019.
  • Edouard Capellier, Franck Davoine, Véronique Cherfaoui, You Li. Evidential deep learning for arbitrary Lidar object classification in the context of autonomous driving. The 30th <html><span style=“color:blue;”>IEEE IV</span></html> - Intelligent Vehicles Symposium, Paris, France, June 9-12, 2019.
  • Qing Liu, Franck Davoine, Jian Yang, Ying Cui, Zhong Jin, Fei Han. A Fast and Accurate Matrix Completion Method based on QR Decomposition and L_(2,1) Norm Minimization. <html><span style=“color:red;”>IEEE Transactions on Neural Networks and Learning Systems</span></html>, 30(3), Pages 803-817, March 2019.
  • Edouard Capellier, Franck Davoine, Vincent Fremont, Javier Ibanez-Guzman, You Li. Evidential grid mapping, from asynchronous LIDAR scans and RGB images, for autonomous driving. 21st International Conference on Intelligent Transportation Systems - <html><span style=“color:blue;”>IEEE ITSC</span></html>, Maui, Hawaii, USA, November 4-7, 2018. pdf
  • Federico Camarda, Franck Davoine, Véronique Cherfaoui. Fusion of evidential occupancy grids for cooperative perception. <html><span style=“color:blue;”>IEEE SoSE</span></html> - 13th Intl. System of Systems Engineering Conference, June 19-22, 2018, Paris, France.
  • Xuhong Li, Franck Davoine, Yves Grandvalet, A Simple Weight Recall for Semantic Segmentation: Application to Urban Scenes. The 29th <html><span style=“color:blue;”>IEEE IV</span></html> - Intelligent Vehicles Symposium, Changshu, Suzhou, China, June 26-29, 2018. hal-01838445
  • Xuhong Li, Yves Grandvalet, Franck Davoine, Explicit Inductive Bias for Transfer Learning with Convolutional Networks. The 35th <html><span style=“color:blue;”>ICML</span></html> - International Conference on Machine Learning, Stockholm, Sweden, July 10-15, 2018. arXiv:1802.01483
  • Jean-Baptiste Bordes, Franck Davoine, Philippe Xu, Thierry Denoeux. Evidential grammars: a compositional approach for scene understanding. Application to multimodal street data. <html><span style=“color:red;”>Applied Soft Computing</span></html>, Elsevier, Volume 61, Pages 1173-1185, December 2017. pdf
  • Philippe Xu, Franck Davoine, Jean-Baptiste Bordes, Huijing Zhao, Thierry Denoeux. Multimodal Information Fusion for Urban Scene Understanding. <html><span style=“color:red;”>Machine Vision and Applications</span></html>, Springer, 27(3), Pages 331-349, 2016. pdf
  • Rudy Bunel, Franck Davoine, Philippe Xu. Detection of Pedestrians at Far distance. In Proceedings of the IEEE <html><span style=“color:blue;”>ICRA</span></html> - International Conference on Robotics and Automation, Stockholm, Sweden, May 16-21, 2016. pdf
  • Philippe Xu, Franck Davoine, Hongbin Zha, Thierry Denoeux, Evidential calibration of binary SVM classifiers, <html><span style=“color:red;”>International Journal of Approximate Reasoning</span></html>, Elsevier, Volume 72, Pages 55-70, May 2016. pdf
  • Philippe Xu, Franck Davoine, Thierry Denoeux. Evidential Multinomial Logistic Regression for Multiclass Classifier Calibration. In Proceedings of the 18th <html><span style=“color:blue;”>FUSION</span></html> - International Conference on Information Fusion, Washington, D.C., July 6-9, 2015.
  • Philippe Xu, Franck Davoine, Thierry Denoeux. Evidential Logistic Regression for Binary SVM Classifier Calibration. In F. Cuzzolin, editor, Belief Functions: Theory and Applications. Proceedings of the 3rd <html><span style=“color:blue;”>BELIEF</span></html> - International Conference on Belief Functions, Springer, LNCS 8764, pages 49-57, Oxford, UK, September 26-28, 2014. (Best student paper award).
  • Philippe Xu, Franck Davoine, Thierry Denoeux. Evidential Combination of Pedestrian Detectors. In Proceedings of the 25th <html><span style=“color:blue;”>BMVC</span></html> - British Machine Vision Conference, Nottingham, UK, September 1-5, 2014.
  • Yingning Huang, Dingrui Duan, Jinshi Cui, Franck Davoine, Li Wang, Hongbin Zha. Joint estimation of head pose and visual focus of attention, IEEE <html><span style=“color:blue;”>ICIP</span></html> - International Conference on Image Processing, Paris, France, Oct. 27-30, 2014.
  • Philippe Xu, Franck Davoine and Thierry Denoeux. Transformation de scores SVM en fonctions de croyance. RFIA - 19ième congrès national sur la Reconnaissance de Formes et l'Intelligence Artificielle, Rouen, France, Juin 2014.
  • Philippe Xu, Franck Davoine, Jean-Baptiste Bordes and Thierry Denoeux. Fusion d'informations pour la compréhension de scènes. <html><span style=“color:red;”>Traitement du signal</span></html>, Vol. 31, Number 1-2, pages 57-80, June 2014.
  • Jean-Baptiste Bordes, Ph. Xu, Franck Davoine, Huijing Zhao and Thierry Denoeux. Information Fusion and Evidential Grammars for Object Class Segmentation. 5th <html><span style=“color:blue;”>IROS Workshop</span></html> on Planning, Perception and Navigation for Intelligent Vehicles, pages 165-170, Tokyo, Japan, November 03, 2013.
  • Jean-Baptiste Bordes, Franck Davoine, Philippe Xu, Thierry Denoeux, Evidential Grammars for Image Interpretation. Application to multimodal traffic scene understanding, IUKM - Third International Symposium on Integrated Uncertainty in Knowledge Modeling and Decision Making, Springer-Verlag LNCS, Beijing, China, July 12-14, 2013.
  • Jixia Zhang, Haibo Wang, Shaoguo Liu, Franck Davoine, Chunhong Pan, Shiming Xiang, Active learning based automatic face segmentation for kinect video. IEEE <html><span style=“color:blue;”>ICASSP</span></html>, May 2013.
  • Philippe Xu, Franck Davoine, Thierry Denoeux and Jean-Baptiste Bordes. Fusion d’informations sur des images sur-segmentées: une application à la compréhension de scènes routières. ORASIS, Abbaye de Cluny, France, 2013.
  • Haibo Wang, Franck Davoine, Vincent Lepetit, Christophe Chaillou, and C. Pan, 3D Head Tracking via Invariant Keypoint Learning, <html><span style=“color:red;”>IEEE Transactions on Circuits and Systems for Video Technology</span></html>, Vol. 22, Issue 8, pp. 1113- 1126, August 2012.
  • Haibo Wang, Chunhong Pan, Franck Davoine, Shaoguo Liu, Hierarchical Fusion of Descriptor Matching and L-K Optical Flow, IEEE <html><span style=“color:blue;”>ICIP</span></html> - International Conference on Image Processing, Brussels, Belgium, Sept. 11-14, 2011.
  • Jixia Zhang, Franck Davoine, Haibo Wang, Chunhong Pan, Color prior for feature based 3D head tracking, IAPR <html><span style=“color:blue;”>MVA</span></html> - International Conference on Machine Vision Applications, Nara, Japan, June 13-15, 2011.

  • Book: Tatouage de documents audiovisuels numériques, Franck Davoine, Stéphane Pateux (Eds). Hermès Science Publications, 277 pages, 2004. hal-00093925

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