Samia Boukir

Relevance of airborne lidar and multispectral image data for urban scene classification using Random Forests

Li Guo, Nesrine Chehata, Clément Mallet et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2010 · 468 citations

Urban Scene Classification, Machine Vision, Image Analysis +14

Exploring issues of training data imbalance and mislabelling on random forest performance for large area land cover classification using the ensemble margin

Andrew Mellor, Samia Boukir, Andrew Haywood et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2015 · 277 citations

Engineering, Machine Learning, Data Science +15

Detection and removal of line scratches in motion picture films

Laurent Joyeux, Olivier Buisson, Bernard Besserer et al. · 2003 · 100 citations

Line Artifacts, Machine Vision, Image Analysis +11

Structure from controlled motion

François Chaumette, Samia Boukir, Patrick Bouthémy et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1996 · 83 citations

Engineering, Field Robotics, Active Vision +20

Margin-based ordered aggregation for ensemble pruning

Li Guo, Samia Boukir · Pattern Recognition Letters · 2013 · 77 citations

Margin-based Ordered Aggregation, Engineering, Machine Learning +8