Publications

Parameter Estimation for Markov Random Fields:

bullet Couplage de l'estimation et du recuit pour des champs de Gibbs. C. R. Acad. Sc. Paris, t. 303 , série I, No. 13 (1986).
bullet Estimation and annealing for Gibbsian fields. Annales de l'Institut Henri Poincaré, vol 24 No 2 269-294 (1988)
bullet Parameter estimation for imperfectly observed Gibbsian fields. Prob. Theory and Rel. fields 82, 625--645 (1989)
bullet Maximum likelihood estimation for Gibbs fields. Spatial Statistics and Imaging: Proceedings of an AMS-IMS-SIAM Joint Summer Research Conference , A. Possolo (editor), Lecture Notes-Monograph Series, Institute of Mathematical Statistics, Hayward, California (1991)
bullet Parameter estimation for imperfectly observed Gibbs fields and some comments on Chalmond's EM Gibssian algorithm . Proceedings of ``stochastic models, statistical methods and algorithms in image analysis'' , Ed. P. Barone and A. Frigessi, Lecture Notes in Statistics, Springer (1992)
bullet With A. Frigessi and C.-R. Hwang: Optimal Spectral Structure of Reversible Stochastic Matrices, Monte Carlo Methods and the Simulation of Markov Random Fields, Annals of Applied probability , Vol 2. No 3, 610-628 (1992)
bullet Stochastic gradient strategies for Markov random fields. SPIE conference on Bayesian inference for inverse problems (1998)
bullet On the convergence of Markovian stochastic algorithms with rapidly decreasing ergodicity rates Stochastics and Stochastics Reports, 65, 177-228 (1999)
bullet Calibrating parameters of cost functionals in Computer vision (proceedings of ECCV 2000)

 

Synchronous random fields and Boltzman Machines

bullet with R. Azencott and A. Doutriaux: Synchronous Boltzmann machines and outline based image classification, in Proc. Int. Neural Network Conf. Paris Juil. 90 , IEEE, Kluwer Ac. Publ., Boston (1990)
bullet with R. Azencott and A. Doutriaux: Synchronous Boltzmann machines and curve identification tasks. Network~: computations in Neural Networks. 4 461-480 (1993)
bullet Synchronous Boltzmann machines can be universal estimators Applied Mathematics Letters Vol 9 No 3 (1996)
bullet Synchronous Image restoration. Proceedings of the 3rd European Conference of Computer Vision, Stockholm J.O. Eklundh (Ed.), Lecture Notes in Comp. Sci. 80 1, Springer Verlag (1994)
bullet Learning algorithms for Boltzmann machines and extended models Proceedings of the 12th ICPR, Jerusalem (1994)
bullet Synchronous modeling in Image analysis proceedings du congres de l'institut international de statistique, Pekin, 1995 .
bullet Representation of Gibbs fields by synchronous random fields . Markov Processes and Related fields 2, 285-316 (1996)
bullet Synchronous random fields and Image restoration.  IEEE TPAMI 20, 4, 1998
bullet Monte Carlo maximization of likelihood: A convergence study (Unpublished 2000)

 

Shapes and Diffeomorphisms

bullet A distance for elastic matching in object recognition (summary) (Comptes Rendus de l'Académie des Sciences ).
bullet With R. Azencott and F. Coldefy: A distance for elastic matching in object recognition Proceedings of 12th ICPR (1996)
bullet Computable elastic distances between shapes , SIAM Journal of Applied Mathematics (1998)
bullet Optimal matching between shapes via elastic deformations Image and Vision Computing 17, 381-389 (1999)
bullet With D. Béréziat and I. Herlin: Motion detection methods applied to meteorological images (1997)
bullet With V. Camion Geodesic Interpolating Splines (EMMCVPR 2001)
bullet With M. Miller : Group actions, homeomorphisms, and matching: a general framework (International Journal of Computer Vision, 2001)
bullet With A. Trouvé: On a class of diffeomorphic matching problems in one dimension (SIAM Journal on Control and Optimization
bullet  With A. Trouvé: Diffeomorphic matching problems in one dimension: designing and minimizing matching functionals (proceedings ECCV 2000)
bullet With A. Trouvé:  Local geometry of deformable templates (2002)
bullet  With M. Miller and A. Trouvé:  Geodesic shooting for computational anatomy (2003)
bullet  With A. Trouvé: Metamorphoses Through Lie Group Action (2004).
bullet  With J. Glaunès and A. Trouvé: Diffeomorphic matching of distributions: A new approach for unlabelled point-sets and sub-manifolds matching (2004).
bullet With L. Garcin: Geodesic Matching with Free Extremities (MIA 2004).
bullet With L. Garcin and A. Rangarajan: Non-rigid Registration of Shapes via Diffeomorphic Point Matching (ICIP 2004).
bullet With L. Garcin: Geodesic Image Matching: A Wavelet Based Energy Minimization Scheme (EMMCVPR'05).
bullet Combining Geodesic Splines and Affine Transformations (to appear in IEEE Trans. Image Processing).
bullet With M. Vaillant, M. Miller and A. Trouvé: Statistics on Diffeomorphisms via Tangent Space Representation, Neuroimage (2005).
bullet With D. Holm, T. Ratnanather and A. Trouvé: Soliton Dynamics in Computational Anatomy, Neuroimage (2005).
bullet With Y. Cao, M. Miller and R. Winslow: Large Deformation Diffeomorphic Metric Matching of Vector Fields, (IEEE Trans. Medical Imaging)
bullet With J. Glaunès and A. Trouvé: Modeling Planar Shape Variation via Hamiltonian Flows of Curves (2005)
bullet Jacobi Fields in Groups of Diffeomorphisms and Applications (to appear in Quarterly J. of Applied Math.)

 

Computer Vision and Object Recognition

bullet With R. Azencott and J. Wang: Texture classification using windowed Fourier filters (IEEE TPAMI) (1995).
bullet With R. Azencott: An energy minimization method for matching and comparing structured object representations , Proceedings of EMMCVPR'97.
bullet With T. Feldman: Homeostatic Image Perception: an Artificial System(2005).
bullet With S. Gadat: A stochastic algorithm for feature selection in pattern recognition(2005).