Structure from motion using an active vision paradigm. - François Chaumette; Samia Boukir (ICPR (1), 1992)

Optimal estimation of 3D structures using visual servoing. - François Chaumette; Samia Boukir; Patrick Bouthemy; Didier Juvin (CVPR, 1994)

Structure From Controlled Motion. - François Chaumette; Samia Boukir; Patrick Bouthemy; Didier Juvin (IEEE Trans. Pattern Anal. Mach. Intell., 1996)

Deterioration detection for digital film restoration. - Olivier Buisson; Bernard Besserer; Samia Boukir; F. Helt (CVPR, 1997)

A local method for contour matching and its parallel implementation. - Samia Boukir; Patrick Bouthemy; François Chaumette; Didier Juvin (Mach. Vis. Appl., 1998)

Detection and Removal of Line Scratches in Motion Picture Films. - Laurent Joyeux; Olivier Buisson; Bernard Besserer; Samia Boukir (CVPR, 1999)

Film line scratch removal using Kalman filtering and Bayesian restoration. - Laurent Joyeux; Samia Boukir; Bernard Besserer (WACV, 2000)

Reconstruction of degraded image sequences. Application to film restoration. - Laurent Joyeux; Samia Boukir; Bernard Besserer; Olivier Buisson (Image Vis. Comput., 2001)

Application of Rigid Motion Geometry to Film Restoration. - Samia Boukir; David Suter (ICPR (1), 2002)

Tracking and MAP reconstruction of line scratches in degraded motion pictures. - Laurent Joyeux; Samia Boukir; Bernard Besserer (Mach. Vis. Appl., 2002)

Motion compensated film restoration. - Olivier Buisson; Samia Boukir; Bernard Besserer (Mach. Vis. Appl., 2003)

Deformable Model based Data Compression for Gesture Recognition. - Frédéric Chenevière; Samia Boukir (ICPR (4), 2004)

Compression and recognition of dance gestures using a deformable model. - Samia Boukir; Frédéric Chenevière (Pattern Anal. Appl., 2004)

Compression and Recognition of Spatio-temporal Sequences from Contemporary Ballet. - Frédéric Chenevière; Samia Boukir; Bertrand Vachon (Int. J. Pattern Recognit. Artif. Intell., 2006)

A two-pass random forests classification of airborne lidar and image data on urban scenes. - Li Guo 005; Nesrine Chehata; Samia Boukir (ICIP, 2010)

Support Vectors Selection for Supervised Learning Using an Ensemble Approach. - Li Guo 005; Samia Boukir; Nesrine Chehata (ICPR, 2010)

Une nouvelle méthode d'élagage d'ensemble de classifieurs basée sur le concept de marge. - Li Guo 005; Samia Boukir (Traitement du Signal, 2010)

Classification of remote sensing data using margin-based ensemble methods. - Samia Boukir; Li Guo 005; Nesrine Chehata (ICIP, 2013)

Modelling-Based Feature Selection for Classification of Forest Structure Using Very High Resolution Multispectral Imagery. - Benoit Beguet; Samia Boukir; Dominique Guyon; Nesrine Chehata (SMC, 2013)

Margin-based ordered aggregation for ensemble pruning. - Li Guo 005; Samia Boukir (Pattern Recognit. Lett., 2013)

Détection de changements structurels sur des images satellite haute r ésolution. Application en milieu forestier. - Samia Boukir; Camille Orny; Nesrine Chehata; Dominique Guyon; Jean-Pierre Wigneron (Traitement du Signal, 2013)

Ensemble margin framework for image classification. - Li Guo 005; Samia Boukir (ICIP, 2014)

Using ensemble margin to explore issues of training data imbalance and mislabeling on large area land cover classification. - Andrew Mellor; Samia Boukir; Andrew Haywood; Simon D. Jones (ICIP, 2014)

Classification of forest structure using very high resolution Pleiades image texture. - Benoit Beguet; Nesrine Chehata; Samia Boukir; Dominique Guyon (IGARSS, 2014)

Class noise removal and correction for image classification using ensemble margin. - Wei Feng 004; Samia Boukir (ICIP, 2015)

Texture-based forest cover classification using random forests and ensemble margin. - Samia Boukir; Olivier Regniers; Li Guo 005; Lionel Bombrun; Christian Germain (IGARSS, 2015)

Identification and correction of mislabeled training data for land cover classification based on ensemble margin. - Wei Feng 004; Samia Boukir; Li Guo 005 (IGARSS, 2015)

Fast data selection for SVM training using ensemble margin. - Li Guo 005; Samia Boukir (Pattern Recognit. Lett., 2015)

Ensemble diversity analysis on remote sensing data classification using random forests. - Samia Boukir; Andrew Mellor (ICIP, 2017)

Building an ensemble classifier using ensemble margin. Application to image classification. - Li Quo; Samia Boukir (ICIP, 2017)

Margin-Based Random Forest for Imbalanced Land Cover Classification. - Wei Feng 004; Samia Boukir; W. Huang (IGARSS, 2019)

Identifying and Correcting Mislabeled Satellite Image Data by Iterative Ordering of Ensemble Margins. - Samia Boukir; Wei Feng 004 (IGARSS, 2019)

Boundary bagging to address training data issues in ensemble classification. - Samia Boukir; Wei Feng 004 (ICPR, 2020)

Building bagging on critical instances. - Li Guo 005; Samia Boukir; Alexandre Aussem (Expert Syst. J. Knowl. Eng., 2020)

Hypothesis Margin-Based Ensemble Method for the Classification of Noisy Remote Sensing Data. - Wei Feng 004; Xinting Gao; Samia Boukir; Zhiwei Xie 005; Yinghui Quan; Wenjiang Huang; Mengdao Xing (IEEE Trans. Geosci. Remote. Sens., 2023)

Uncertainty-driven ensemble classification exploiting unlabeled data. - Samia Boukir (Knowl. Based Syst., 2023)