Samia Boukir

Publication Activity (10 Years)

Years Active: 1992-2023
Publications (10 Years): 8

Top Topics

Image Classification

Base Classifiers

Top Venues

Expert Syst. J. Knowl. Eng.

IEEE Trans. Geosci. Remote. Sens.

Publications

Samia Boukir
Uncertainty-driven ensemble classification exploiting unlabeled data. Knowl. Based Syst. 280 (2023)
Wei Feng, Xinting Gao, Samia Boukir, Zhiwei Xie, Yinghui Quan, Wenjiang Huang, Mengdao Xing
Hypothesis Margin-Based Ensemble Method for the Classification of Noisy Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. 61 (2023)
Samia Boukir, Wei Feng
Boundary bagging to address training data issues in ensemble classification. ICPR (2020)
Li Guo, Samia Boukir, Alexandre Aussem
Building bagging on critical instances. Expert Syst. J. Knowl. Eng. 37 (2) (2020)
Wei Feng, Samia Boukir, W. Huang
Margin-Based Random Forest for Imbalanced Land Cover Classification. IGARSS (2019)
Samia Boukir, Wei Feng
Identifying and Correcting Mislabeled Satellite Image Data by Iterative Ordering of Ensemble Margins. IGARSS (2019)
Samia Boukir, Andrew Mellor
Ensemble diversity analysis on remote sensing data classification using random forests. ICIP (2017)
Li Quo, Samia Boukir
Building an ensemble classifier using ensemble margin. Application to image classification. ICIP (2017)
Samia Boukir, Olivier Regniers, Li Guo, Lionel Bombrun, Christian Germain
Texture-based forest cover classification using random forests and ensemble margin. IGARSS (2015)
Wei Feng, Samia Boukir
Class noise removal and correction for image classification using ensemble margin. ICIP (2015)
Li Guo, Samia Boukir
Fast data selection for SVM training using ensemble margin. Pattern Recognit. Lett. 51 (2015)
Wei Feng, Samia Boukir, Li Guo
Identification and correction of mislabeled training data for land cover classification based on ensemble margin. IGARSS (2015)
Li Guo, Samia Boukir
Ensemble margin framework for image classification. ICIP (2014)
Benoit Beguet, Nesrine Chehata, Samia Boukir, Dominique Guyon
Classification of forest structure using very high resolution Pleiades image texture. IGARSS (2014)
Andrew Mellor, Samia Boukir, Andrew Haywood, Simon D. Jones
Using ensemble margin to explore issues of training data imbalance and mislabeling on large area land cover classification. ICIP (2014)
Samia Boukir, Camille Orny, Nesrine Chehata, Dominique Guyon, Jean-Pierre Wigneron
Détection de changements structurels sur des images satellite haute r ésolution. Application en milieu forestier. Traitement du Signal 30 (6) (2013)
Samia Boukir, Li Guo, Nesrine Chehata
Classification of remote sensing data using margin-based ensemble methods. ICIP (2013)
Li Guo, Samia Boukir
Margin-based ordered aggregation for ensemble pruning. Pattern Recognit. Lett. 34 (6) (2013)
Benoit Beguet, Samia Boukir, Dominique Guyon, Nesrine Chehata
Modelling-Based Feature Selection for Classification of Forest Structure Using Very High Resolution Multispectral Imagery. SMC (2013)
Li Guo, Samia Boukir
Une nouvelle méthode d'élagage d'ensemble de classifieurs basée sur le concept de marge. Traitement du Signal 27 (6) (2010)
Li Guo, Samia Boukir, Nesrine Chehata
Support Vectors Selection for Supervised Learning Using an Ensemble Approach. ICPR (2010)
Li Guo, Nesrine Chehata, Samia Boukir
A two-pass random forests classification of airborne lidar and image data on urban scenes. ICIP (2010)
Frédéric Chenevière, Samia Boukir, Bertrand Vachon
Compression and Recognition of Spatio-temporal Sequences from Contemporary Ballet. Int. J. Pattern Recognit. Artif. Intell. 20 (5) (2006)
Frédéric Chenevière, Samia Boukir
Deformable Model based Data Compression for Gesture Recognition. ICPR (4) (2004)
Samia Boukir, Frédéric Chenevière
Compression and recognition of dance gestures using a deformable model. Pattern Anal. Appl. 7 (3) (2004)
Olivier Buisson, Samia Boukir, Bernard Besserer
Motion compensated film restoration. Mach. Vis. Appl. 13 (4) (2003)
Laurent Joyeux, Samia Boukir, Bernard Besserer
Tracking and MAP reconstruction of line scratches in degraded motion pictures. Mach. Vis. Appl. 13 (3) (2002)
Samia Boukir, David Suter
Application of Rigid Motion Geometry to Film Restoration. ICPR (1) (2002)
Laurent Joyeux, Samia Boukir, Bernard Besserer, Olivier Buisson
Reconstruction of degraded image sequences. Application to film restoration. Image Vis. Comput. 19 (8) (2001)
Laurent Joyeux, Samia Boukir, Bernard Besserer
Film line scratch removal using Kalman filtering and Bayesian restoration. WACV (2000)
Laurent Joyeux, Olivier Buisson, Bernard Besserer, Samia Boukir
Detection and Removal of Line Scratches in Motion Picture Films. CVPR (1999)
Samia Boukir, Patrick Bouthemy, François Chaumette, Didier Juvin
A local method for contour matching and its parallel implementation. Mach. Vis. Appl. 10 (5/6) (1998)
Olivier Buisson, Bernard Besserer, Samia Boukir, F. Helt
Deterioration detection for digital film restoration. CVPR (1997)
François Chaumette, Samia Boukir, Patrick Bouthemy, Didier Juvin
Structure From Controlled Motion. IEEE Trans. Pattern Anal. Mach. Intell. 18 (5) (1996)
François Chaumette, Samia Boukir, Patrick Bouthemy, Didier Juvin
Optimal estimation of 3D structures using visual servoing. CVPR (1994)
François Chaumette, Samia Boukir
Structure from motion using an active vision paradigm. ICPR (1) (1992)