Random feature subset selection in a nonstationary environment: Application to textured image segmentation. - Xiyan He; Pierre Beauseroy; André Smolarz (ICIP, 2008)

Sélection aléatoire d'espaces de représentation pour la décision binaire en environnement non-stationnaire: application à la segmentation d'images texturées. - Pierre Beauseroy; André Smolarz; Xiyan He (Les Relations Spatiales, 2008)

Dynamic Decision Method Based on Contextual Selection of Representation Subspaces. - Pierre Beauseroy; André Smolarz; Yuan Dong; Xiyan He (ICMLA, 2010)

Feature subspaces selection via one-class SVM: Application to textured image segmentation. - Xiyan He; Pierre Beauseroy; André Smolarz (IPTA, 2010)

A Benchmark for 3D Mesh Watermarking. - Kai Wang 002; Guillaume Lavoué; Florence Denis; Atilla Baskurt; Xiyan He (Shape Modeling International, 2010)

Hyperspectral remote sensing image classification based on the integration of support vector machine and random forest. - Peijun Du; Junshi Xia; Jocelyn Chanussot; Xiyan He (IGARSS, 2012)

Pansharpening using total variation regularization. - Xiyan He; Laurent Condat; Jocelyn Chanussot; Junshi Xia (IGARSS, 2012)

Semi-supervised dimensionality reduction for hyperspectral remote sensing image classification. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (WHISPERS, 2012)

MRF-Based Multiple Classifier System for Hyperspectral Remote Sensing Image Classification. - Junshi Xia; Peijun Du; Xiyan He (MCS, 2013)

Multi-task learning with one-class SVM. - Xiyan He; Gilles Mourot; Didier Maquin; José Ragot; Pierre Beauseroy; André Smolarz; Edith Grall-Maës (Neurocomputing, 2014)

Hyperspectral Remote Sensing Image Classification Based on Rotation Forest. - Junshi Xia; Peijun Du; Xiyan He; Jocelyn Chanussot (IEEE Geosci. Remote. Sens. Lett., 2014)

(Semi-) Supervised Probabilistic Principal Component Analysis for Hyperspectral Remote Sensing Image Classification. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

A New Pansharpening Method Based on Spatial and Spectral Sparsity Priors. - Xiyan He; Laurent Condat; José M. Bioucas-Dias; Jocelyn Chanussot; Junshi Xia (IEEE Trans. Image Process., 2014)

Rotation-Based Ensemble Classifiers for High-Dimensional Data. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (Fusion in Computer Vision, 2014)

Dynamic Feature Subspaces Selection for Decision in a Nonstationary Environment. - Xiyan He; Pierre Beauseroy; André Smolarz (Int. J. Pattern Recognit. Artif. Intell., 2015)

Spectral-Spatial Classification for Hyperspectral Data Using Rotation Forests With Local Feature Extraction and Markov Random Fields. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2015)

Random Subspace Ensembles for Hyperspectral Image Classification With Extended Morphological Attribute Profiles. - Junshi Xia; Mauro Dalla Mura; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2015)

Rotation-Based Support Vector Machine Ensemble in Classification of Hyperspectral Data With Limited Training Samples. - Junshi Xia; Jocelyn Chanussot; Peijun Du; Xiyan He (IEEE Trans. Geosci. Remote. Sens., 2016)

Utilizing Deep Object Detector for Video Surveillance Indexing and Retrieval. - Tom Durand; Xiyan He; Ionel Pop; Lionel Robinault (MMM (2), 2019)