H. Bay, A. Ess, T. Tuytelaars, and L. Van-gool, Surf: Speeded up robust features, CVIU, vol.110, issue.3, pp.346-359, 2008.

S. Belongie, J. Malik, and J. Puzicha, Shape matching and object recognition using shape contexts, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.24, issue.4, pp.509-522, 2002.
DOI : 10.1109/34.993558

M. Cummins and P. Newman, Accelerated appearance-only SLAM, 2008 IEEE International Conference on Robotics and Automation, 2008.
DOI : 10.1109/ROBOT.2008.4543473
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.325.8787

M. Everingham, L. Van-gool, C. K. Williams, J. Winn, and A. Zisserman, The Pascal Visual Object Classes (VOC) Challenge, International Journal of Computer Vision, vol.73, issue.2, 2007.
DOI : 10.1007/s11263-009-0275-4

R. Fan, K. Chang, C. Hsieh, X. Wang, and C. Lin, Liblinear: A library for large linear classification, J. Machine Learning Research, vol.9, pp.1871-1874, 2008.

B. Fulkerson, A. Vedaldi, and S. Soatto, Localizing Objects with Smart Dictionaries, Proc. ECCV, 2008.
DOI : 10.1007/978-3-540-88682-2_15
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.183.7142

B. Fulkerson, A. Vedaldi, and S. Soatto, Class segmentation and object localization with superpixel neighborhoods, 2009 IEEE 12th International Conference on Computer Vision, 2009.
DOI : 10.1109/ICCV.2009.5459175
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.150.4613

F. Khan, J. Van-de-weijer, and M. Vanrell, Top-down color attention for object recognition, Proc. ICCV, 2009.

C. H. Lampert, M. B. Blaschko, and T. Hofmann, Beyond sliding windows: Object localization by efficient subwindow search, 2008 IEEE Conference on Computer Vision and Pattern Recognition, 2008.
DOI : 10.1109/CVPR.2008.4587586

D. Larlus, J. Verbeek, and F. Jurie, Category Level Object Segmentation by Combining Bag-of-Words Models with Dirichlet Processes and Random Fields, International Journal of Computer Vision, vol.77, issue.1???3, 2010.
DOI : 10.1007/s11263-009-0245-x
URL : https://hal.archives-ouvertes.fr/inria-00439303

S. Lazebnik, C. Schmid, and J. Ponce, A sparse texture representation using local affine regions, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.27, issue.8, pp.1265-1278, 2005.
DOI : 10.1109/TPAMI.2005.151
URL : https://hal.archives-ouvertes.fr/inria-00548530

S. Lazebnik, C. Schmid, and J. Ponce, Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Volume 2 (CVPR'06), 2006.
DOI : 10.1109/CVPR.2006.68
URL : https://hal.archives-ouvertes.fr/inria-00548585

C. Lin, R. C. Weng, and S. S. Keerthi, Trust region Newton methods for large-scale logistic regression, Proceedings of the 24th international conference on Machine learning, ICML '07, 2007.
DOI : 10.1145/1273496.1273567

D. Lowe, Distinctive Image Features from Scale-Invariant Keypoints, International Journal of Computer Vision, vol.60, issue.2, pp.91-110, 2004.
DOI : 10.1023/B:VISI.0000029664.99615.94

M. Marszalek and C. Schmid, Accurate Object Localization with Shape Masks, 2007 IEEE Conference on Computer Vision and Pattern Recognition, 2007.
DOI : 10.1109/CVPR.2007.383085
URL : https://hal.archives-ouvertes.fr/inria-00548679

F. Moosmann, E. Nowak, and F. Jurie, Randomized Clustering Forests for Image Classification, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.30, issue.9, pp.1632-1646, 2008.
DOI : 10.1109/TPAMI.2007.70822
URL : https://hal.archives-ouvertes.fr/inria-00548666

D. Nister and H. Stewenius, Scalable Recognition with a Vocabulary Tree, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Volume 2 (CVPR'06), 2006.
DOI : 10.1109/CVPR.2006.264

E. Nowak, F. Jurie, and B. Triggs, Sampling Strategies for Bag-of-Features Image Classification, Proc. ECCV, 2006.
DOI : 10.1007/11744085_38
URL : https://hal.archives-ouvertes.fr/hal-00203752

A. Opelt, A. Pinz, M. Fussenegger, and P. Auer, Generic object recognition with boosting, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.28, issue.3, pp.416-431, 2006.
DOI : 10.1109/TPAMI.2006.54

C. Pantofaru, C. Schmid, and H. Martial, Object Recognition by Integrating Multiple Image Segmentations, Proc. ECCV, 2008.
DOI : 10.1007/978-3-540-88690-7_36
URL : https://hal.archives-ouvertes.fr/inria-00548655

A. Ramisa, A. Tapus, D. Aldavert, R. Toledo, and R. Lopez-de-mantaras, Robust vision-based robot localization using combinations of local feature region detectors, Autonomous Robots, vol.21, issue.1, pp.373-385, 2009.
DOI : 10.1007/s10514-009-9136-9
URL : https://hal.archives-ouvertes.fr/hal-00847376

J. Shotton, M. Johnson, and R. Cipolla, Semantic texton forests for image categorization and segmentation, 2008 IEEE Conference on Computer Vision and Pattern Recognition, 2008.
DOI : 10.1109/CVPR.2008.4587503

T. Tuytelaars and C. Schmid, Vector Quantizing Feature Space with a Regular Lattice, 2007 IEEE 11th International Conference on Computer Vision, 2007.
DOI : 10.1109/ICCV.2007.4408924
URL : https://hal.archives-ouvertes.fr/inria-00548675

P. Viola and M. Jones, Rapid object detection using a boosted cascade of simple features, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001, 2001.
DOI : 10.1109/CVPR.2001.990517

J. Zhang, M. Marszalek, S. Lazebnik, and C. Schmid, Local Features and Kernels for Classification of Texture and Object Categories: A Comprehensive Study, International Journal of Computer Vision, vol.36, issue.1, pp.213-238, 2007.
DOI : 10.1007/s11263-006-9794-4
URL : https://hal.archives-ouvertes.fr/inria-00548574

Q. Zhu, M. Yeh, K. Cheng, and S. Avidan, Fast human detection using a cascade of histograms of oriented gradients, Proc. CVPR, 2006.