Publications
Revues à comité de lecture
- N. Courty, X. Gong, J. Vandel, T. Burger. SAGA: Sparse And Geometry-Aware non-negative matrix factorization through non-linear local embedding. Machine Learning, 97(1-2):205-226, 2014, (doi : 10.1007/s10994-014-5463-y).
- L. Chapel, T. Burger, N. Courty, S. Lefèvre. PerTurbo Manifold Learning Algorithm for Weakly Labeled Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 7(4):1070-1078, 2014 (doi : 10.1109/JSTARS.2014.2304304).
- M. Fauvel, C. Dechesne, A. Zullo, F. Ferraty. Fast Forward Feature Selection of Hyperspectral Images for Classification With Gaussian Mixture Models. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, à paraître (doi : 10.1109/JSTARS.2015.2441771).
Communications (conférence)
- F. Merciol, L. Chapel, S. Lefèvre. Hyperspectral Image Representation through alpha-Trees. ESA Conference on Image Information Mining : Geospatial Intelligence from Earth Observation (IIM), pages 37–40, Bucarest, Mars 2014 (doi : 10.2788/25852).
- M. Fauvel, A. Zullo, F. Ferraty. Nonlinear Parsimonious Feature Selection for the Classification of Hyperspectral Images. Workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing (WHISPERS), Lausanne, Juin 2014.
- S. Lefèvre, L. Chapel, F. Merciol. Hyperspectral Image Classification from Multiscale Description with Constrained Connectivity and Metric Learning. Workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing (WHISPERS), Lausanne, Juin 2014.
- L. Courtrai, S. Lefèvre. Road Network Extraction from Remote Sensing using Region-based Mathematical Morphology. IAPR International Workshop on Pattern Recognition in Remote Sensing (PRRS), Stockholm, Août 2014 (doi : 10.1109/PRRS.2014.6914283).
- L. Chapel, C. Friguet, Anomaly detection with score functions based on the reconstruction error of the kernel PCA. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), Springer Lecture Notes in Computer Science, 8724:2227-241, Nancy, Septembre 2014 (doi : 10.1007/978-3-662-44848-9_15).
- N. Courty, R. Flamary, D. Tuia. Domain adaptation with regularized optimal transport. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), Springer Lecture Notes in Computer Science, 8724:274-289, Nancy, Septembre 2014 (doi : 10.1007/978-3-662-44848-9_18).
- E. Aptoula, N. Courty S. Lefèvre. An end-member based ordering relation for the morphological description of hyperspectral images. IEEE International Conference on Image Processing (ICIP), pages 5097-5101, Paris, Octobre 2014 (doi : 10.1109/ICIP.2014.7026032).
- Y. Cui, L. Chapel, S. Lefèvre. A subpath kernel for learning hierarchical image representations. IAPR International Workshop on Graph-based Representations in Pattern Recognition (GbR), Springer Lecture Notes in Computer Science, 9069:34-43, Pékin, Mai 2015 (doi : 10.1007/978-3-319-18224-7_4).
- F. Merciol, S. Lefèvre. Fast building extraction by multiscale analysis of digital surface models. IEEE International Geosciences and Remote Sensing Symposium (IGARSS), Milan, Juillet 2015, à paraître.
- A. Bailly, S. Malinowski, R. Tavenard, T. Guyet, L. Chapel. Bag-of-Temporal-SIFT-Words for Time Series Classification. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), Porto, Septembre 2015, à paraître.