Capturing Image Structure with Probabilistic Index Maps N. Jojic and Y. Caspi Efficient Belief Propagation for Early Vision P. Felzenszwalb and D. Huttenlocher Hyperspectral Texture Classification Using Generalized Markov Fields S. Sarkar and G. Healey Grouping Dominant Orientations for Ill-Structured Road Following C. Rasmussen Learning Object Detection from a Small Number of Examples: the Importance of Good Features. K. Levi and Y. Weiss Point Matching as a Classification Problem for Fast and Robust Object Pose Estimation V. Lepetit, J. Pilet and P. Fua BoostMap: A Method for Efficient Approximate Similarity Rankings V. Athitsos, J. Alon, S. Sclaroff and G. Kollios Detecting and Reading Text in Natural Scenes X. Chen and A. Yuille Faster Graph-theoretic Image Processing via Small-world and Quadtree Topologies L. Grady and E. Schwartz Multiobjective Data Clustering M. H. C. Law, A.P. Topchy and A. K. Jain Spatially Coherent Clustering Using Graph Cuts R. Zabih and V. Kolmogorov Graphical Models for Graph Matching T. Caetano, T. Caelli and D. Barone Multiscale Conditional Random Fields for Image Labelling X. He, R. Zemel and M. Carreira-Perpinan A Graphical Model Framework for Coupling MRFs and Deformable Models R. Huang, V. Pavlovic and D. Metaxas Flexible Spatial Models for Grouping Local Image Features G. Carneiro and A. Jepson Sharing Features: Efficient Boosting Procedure for Multiclass Object Detection A. Torralba, K.P. Murphy and W.T. Freeman Learning to Segment Images Using Region-Based Perceptual Features J. Kaufhold and A. Hoogs