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TABLE OF CONTENTS
Issue No. 10 - October (vol. 31)
ISSN: 0162-8828

Guest Editors' Introduction to the Special Section on Probabilistic Graphical Models (PDF)

Qiang Ji , Department of Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute, Troy, NY
Jiebo Luo , Kodak Research Laboratories, Rochester, NY
Dimitris Metaxas , Department of Computer Science, Rutgers University, Piscataway, NJ
Antonio Torralba , Computer Science and Artificial Intelligence Laboratory, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA
Thomas S. Huang , Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL
Erik B. Sudderth , Department of Computer Science, 115 Waterman Street, Brown University, Providence, RI
pp. 1729-1732
SPECIAL SECTION ON PROBABALISTIC GRAPHICAL MODELS

Scene Text Recognition Using Similarity and a Lexicon with Sparse Belief Propagation (Abstract)

Jerod J. Weinman , Grinnell College, Grinnell
Erik Learned-Miller , University of Massachusetts Amherst, Amherst
Allen R. Hanson , University of Massachusetts Amherst, Amherst
pp. 1733-1746

Unsupervised Learning of Probabilistic Object Models (POMs) for Object Classification, Segmentation, and Recognition Using Knowledge Propagation (Abstract)

Yuanhao Chen , University of Science and Technology of China, Hefei
Long (Leo) Zhu , Massachusetts Institute of Technology, Cambridge
Alan Yuille , University of California, Los Angeles, Los Angeles
Hongjiang Zhang , Microsoft Advanced Technology Center, Beijing
pp. 1747-1761

Human Action Recognition by Semilatent Topic Models (Abstract)

Yang Wang , Simon Fraser University, Burnaby
Greg Mori , Simon Fraser University, Burnaby
pp. 1762-1774

Observing Human-Object Interactions: Using Spatial and Functional Compatibility for Recognition (Abstract)

Abhinav Gupta , University of Maryland, College Park
Aniruddha Kembhavi , University of Maryland, College Park
Larry S. Davis , University of Maryland, College Park
pp. 1775-1789

A Probabilistic Framework for 3D Visual Object Representation (Abstract)

Renaud Detry , University of Liège, Belgium
Nicolas Pugeault , University of Southern Denmark, Denmark
Justus H. Piater , University of Liège, Belgium
pp. 1790-1803

Deformed Lattice Detection in Real-World Images Using Mean-Shift Belief Propagation (Abstract)

Minwoo Park , Pennsylvania State University, University Park
Kyle Brocklehurst , Pennsylvania State University, University Park
Robert T. Collins , Pennsylvania State University, University Park
Yanxi Liu , Pennsylvania State University, University Park
pp. 1804-1816

A Mixture of Transformed Hidden Markov Models for Elastic Motion Estimation (Abstract)

Huijun Di , Tsinghua University, Beijing
Linmi Tao , Tsinghua University, Beijing
Guangyou Xu , Tsinghua University, Beijing
pp. 1817-1830

Robust Multiperson Tracking from a Mobile Platform (Abstract)

Andreas Ess , ETH Zurich, Switzerland
Bastian Leibe , RWTH Aachen University, Germany
Konrad Schindler , TU Darmstadt, Germany
Luc van Gool , ETH Zurich, Switzerland and KU Leuven, Belgium
pp. 1831-1846

Discriminative Learning for Dynamic State Prediction (Abstract)

Minyoung Kim , Rutgers University, Piscataway
Vladimir Pavlovic , Rutgers University, Piscataway
pp. 1847-1861

Layered Dynamic Textures (Abstract)

Antoni B. Chan , University of California, San Diego, La Jolla
Nuno Vasconcelos , University of California, San Diego, La Jolla
pp. 1862-1879
REGULAR PAPERS

Two-Dimensional Multilabel Active Learning with an Efficient Online Adaptation Model for Image Classification (Abstract)

Guo-Jun Qi , University of Illinois at Urbana-Champaign, Urbana
Xian-Sheng Hua , Microsoft Research Asia, Beijing
Yong Rui , Microsoft China R&D Group, Beijing
Jinhui Tang , National University of Singapore, Singapore
Hong-Jiang Zhang , Microsoft Advanced Technology Center, Beijing
pp. 1880-1897
SHORT PAPERS

View-Invariant Action Recognition from Point Triplets (Abstract)

Yuping Shen , University of Central Florida, Orlando
Hassan Foroosh , University of Central Florida, Orlando
pp. 1898-1905

Shape and Motion Reconstruction from 3D-to-1D Orthographically Projected Data via Object-Image Relations (Abstract)

Matthew Ferrara , Air Force Research Laboratory, Dayton
Gregory Arnold , Air Force Research Laboratory, Dayton
Mark Stuff , Michigan Tech Research Institute, Ann Arbor
pp. 1906-1912

Enhancing Bilinear Subspace Learning by Element Rearrangement (Abstract)

Dong Xu , Nanyang Technological University, Singapore
Shuicheng Yan , National University of Singapore, Singapore
Stephen Lin , Microsoft Research Asia, Beijing
Thomas S. Huang , University of Illinois at Urbana-Champaign, Urbana
Shih-Fu Chang , Columbia University, New York
pp. 1913-1920
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