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, Springer LNAI series. Compiègne, France, Nov. 16-18, 2019.
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.