| 2026 | ICPR | Data Reduction by Density-Based Instance Selection Combining Clustering and Supervised Classification. | Samia Boukir |
| 2020 | ICPR | Boundary bagging to address training data issues in ensemble classification. | Samia Boukir, Wei Feng |
| 2019 | IGARSS | Margin-Based Random Forest for Imbalanced Land Cover Classification. | Wei Feng, Samia Boukir, W. Huang |
| 2019 | IGARSS | Identifying and Correcting Mislabeled Satellite Image Data by Iterative Ordering of Ensemble Margins. | Samia Boukir, Wei Feng |
| 2017 | ICIP | Ensemble diversity analysis on remote sensing data classification using random forests. | Samia Boukir, Andrew Mellor |
| 2017 | ICIP | Building an ensemble classifier using ensemble margin. Application to image classification. | Li Quo, Samia Boukir |
| 2015 | ICIP | Class noise removal and correction for image classification using ensemble margin. | Wei Feng, Samia Boukir |
| 2015 | IGARSS | Texture-based forest cover classification using random forests and ensemble margin. | Samia Boukir, Olivier Regniers, Li Guo, Lionel Bombrun, Christian Germain |
| 2015 | IGARSS | Identification and correction of mislabeled training data for land cover classification based on ensemble margin. | Wei Feng, Samia Boukir, Li Guo |
| 2014 | ICIP | Ensemble margin framework for image classification. | Li Guo, Samia Boukir |
| 2014 | ICIP | 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 |
| 2014 | IGARSS | Classification of forest structure using very high resolution Pleiades image texture. | Benoit Beguet, Nesrine Chehata, Samia Boukir, Dominique Guyon |
| 2013 | ICIP | Classification of remote sensing data using margin-based ensemble methods. | Samia Boukir, Li Guo, Nesrine Chehata |
| 2013 | SMC | Modelling-Based Feature Selection for Classification of Forest Structure Using Very High Resolution Multispectral Imagery. | Benoit Beguet, Samia Boukir, Dominique Guyon, Nesrine Chehata |
| 2010 | ICIP | A two-pass random forests classification of airborne lidar and image data on urban scenes. | Li Guo, Nesrine Chehata, Samia Boukir |
| 2010 | ICPR | Support Vectors Selection for Supervised Learning Using an Ensemble Approach. | Li Guo, Samia Boukir, Nesrine Chehata |
| 2004 | ICPR | Deformable Model based Data Compression for Gesture Recognition. | Frdric Chenevire, Samia Boukir |
| 2002 | ICPR | Application of Rigid Motion Geometry to Film Restoration. | Samia Boukir, David Suter |
| 2000 | WACV | Film line scratch removal using Kalman filtering and Bayesian restoration. | Laurent Joyeux, Samia Boukir, Bernard Besserer |
| 1999 | CVPR | Detection and Removal of Line Scratches in Motion Picture Films. | Laurent Joyeux, Olivier Buisson, Bernard Besserer, Samia Boukir |
| 1997 | CVPR | Deterioration detection for digital film restoration. | Olivier Buisson, Bernard Besserer, Samia Boukir, F. Helt |
| 1994 | CVPR | Optimal estimation of 3D structures using visual servoing. | Franois Chaumette, Samia Boukir, Patrick Bouthemy, Didier Juvin |
| 1992 | ICPR | Structure from motion using an active vision paradigm. | Franois Chaumette, Samia Boukir |