Samia Boukir

According to our database, Samia Boukir authored at least 36 papers between 1992 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Uncertainty-driven ensemble classification exploiting unlabeled data.

Samia Boukir

Knowl. Based Syst., November, 2023

Hypothesis Margin-Based Ensemble Method for the Classification of Noisy Remote Sensing Data.

Wei Feng, Xinting Gao, Samia Boukir, Zhiwei Xie, Yinghui Quan, Wenjiang Huang, Mengdao Xing

IEEE Trans. Geosci. Remote. Sens., 2023

2020

Building bagging on critical instances.

Li Guo, Samia Boukir, Alexandre Aussem

Expert Syst. J. Knowl. Eng., 2020

Boundary bagging to address training data issues in ensemble classification.

Samia Boukir, Wei Feng

Proceedings of the 25th International Conference on Pattern Recognition, 2020

2019

Identifying and Correcting Mislabeled Satellite Image Data by Iterative Ordering of Ensemble Margins.

Samia Boukir, Wei Feng

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Margin-Based Random Forest for Imbalanced Land Cover Classification.

Wei Feng, Samia Boukir, W. Huang

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2017

Building an ensemble classifier using ensemble margin. Application to image classification.

Li Quo, Samia Boukir

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Ensemble diversity analysis on remote sensing data classification using random forests.

Samia Boukir, Andrew Mellor

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

2015

Fast data selection for SVM training using ensemble margin.

Li Guo, Samia Boukir

Pattern Recognit. Lett., 2015

Identification and correction of mislabeled training data for land cover classification based on ensemble margin.

Wei Feng, Samia Boukir, Li Guo

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Texture-based forest cover classification using random forests and ensemble margin.

Samia Boukir, Olivier Regniers, Li Guo, Lionel Bombrun, Christian Germain

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Class noise removal and correction for image classification using ensemble margin.

Wei Feng, Samia Boukir

Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

2014

Classification of forest structure using very high resolution Pleiades image texture.

Benoit Beguet, Nesrine Chehata, Samia Boukir, Dominique Guyon

Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 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

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Ensemble margin framework for image classification.

Li Guo, Samia Boukir

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

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

Margin-based ordered aggregation for ensemble pruning.

Li Guo, Samia Boukir

Pattern Recognit. Lett., 2013

Modelling-Based Feature Selection for Classification of Forest Structure Using Very High Resolution Multispectral Imagery.

Benoit Beguet, Samia Boukir, Dominique Guyon, Nesrine Chehata

Proceedings of the IEEE International Conference on Systems, 2013

Classification of remote sensing data using margin-based ensemble methods.

Samia Boukir, Li Guo, Nesrine Chehata

Proceedings of the IEEE International Conference on Image Processing, 2013

2010

Une nouvelle méthode d'élagage d'ensemble de classifieurs basée sur le concept de marge.

Li Guo, Samia Boukir

Traitement du Signal, 2010

Support Vectors Selection for Supervised Learning Using an Ensemble Approach.

Li Guo, Samia Boukir, Nesrine Chehata

Proceedings of the 20th International Conference on Pattern Recognition, 2010

A two-pass random forests classification of airborne lidar and image data on urban scenes.

Li Guo, Nesrine Chehata, Samia Boukir

Proceedings of the International Conference on Image Processing, 2010

2006

Compression and Recognition of Spatio-temporal Sequences from Contemporary Ballet.

Frédéric Chenevière, Samia Boukir, Bertrand Vachon

Int. J. Pattern Recognit. Artif. Intell., 2006

2004

Compression and recognition of dance gestures using a deformable model.

Samia Boukir, Frédéric Chenevière

Pattern Anal. Appl., 2004

Deformable Model based Data Compression for Gesture Recognition.

Frédéric Chenevière, Samia Boukir

Proceedings of the 17th International Conference on Pattern Recognition, 2004

2003

Motion compensated film restoration.

Olivier Buisson, Samia Boukir, Bernard Besserer

Mach. Vis. Appl., 2003

2002

Tracking and MAP reconstruction of line scratches in degraded motion pictures.

Laurent Joyeux, Samia Boukir, Bernard Besserer

Mach. Vis. Appl., 2002

Application of Rigid Motion Geometry to Film Restoration.

Samia Boukir, David Suter

Proceedings of the 16th International Conference on Pattern Recognition, 2002

2001

Reconstruction of degraded image sequences. Application to film restoration.

Laurent Joyeux, Samia Boukir, Bernard Besserer, Olivier Buisson

Image Vis. Comput., 2001

2000

Film line scratch removal using Kalman filtering and Bayesian restoration.

Laurent Joyeux, Samia Boukir, Bernard Besserer

Proceedings of the Proceedings Fifth IEEE Workshop on Applications of Computer Vision, 2000

1999

Detection and Removal of Line Scratches in Motion Picture Films.

Laurent Joyeux, Olivier Buisson, Bernard Besserer, Samia Boukir

Proceedings of the 1999 Conference on Computer Vision and Pattern Recognition (CVPR '99), 1999

1998

A local method for contour matching and its parallel implementation.

Samia Boukir, Patrick Bouthemy, François Chaumette, Didier Juvin

Mach. Vis. Appl., 1998

1997

Deterioration detection for digital film restoration.

Olivier Buisson, Bernard Besserer, Samia Boukir, F. Helt

Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97), 1997

1996

Structure From Controlled Motion.

François Chaumette, Samia Boukir, Patrick Bouthemy, Didier Juvin

IEEE Trans. Pattern Anal. Mach. Intell., 1996

1994

Optimal estimation of 3D structures using visual servoing.

François Chaumette, Samia Boukir, Patrick Bouthemy, Didier Juvin

Proceedings of the Conference on Computer Vision and Pattern Recognition, 1994

1992

Structure from motion using an active vision paradigm.

François Chaumette, Samia Boukir

Proceedings of the 11th IAPR International Conference on Pattern Recognition, 1992