Efficient Belief Propagation for Low Level Vision.
Fast algorithms for solving MRFs using loopy belief propagation.

Models and Algorithms for Image Parsing.
Generalized A* framework for solving large "parsing" problems.

Hierarchical Matching of Deformable Shapes.
Recent work on shape recognition.

A Min-Cover Approach for Finding Salient Curves.
An approach for finding a "global interpretation" of an image in terms of a set of smooth curves.

Spatial Priors for Part-Based Recognition.
Describes k-fans, a family of graphical models for part-based recognition.

Object Recognition with Pictorial Structures.
An introduction to fast algorithms for matching part-based models to images.

Representation and Detection of Shapes in Images.
Describes the work in my PhD thesis.