Issue No. 03 - March (2007 vol. 29)
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/TPAMI.2007.57
Svetlana Lazebnik , IEEE
Fred Rothganger , IEEE
Cordelia Schmid , IEEE
Jean Ponce , IEEE
This paper presents a novel representation for dynamic scenes composed of multiple rigid objects that may undergo different motions and are observed by a moving camera. Multiview constraints associated with groups of affine-covariant scene patches and a normalized description of their appearance are used to segment a scene into its rigid components, construct three-dimensional models of these components, and match instances of models recovered from different image sequences. The proposed approach has been applied to the detection and matching of moving objects in video sequences and to shot matching, i.e., the identification of shots that depict the same scene in a video clip.
Affine-covariant patches, structure from motion, motion segmentation, shot matching, video retrieval.
Svetlana Lazebnik, Fred Rothganger, Cordelia Schmid, Jean Ponce, "Segmenting, Modeling, and Matching Video Clips Containing Multiple Moving Objects", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 29, no. , pp. 477-491, March 2007, doi:10.1109/TPAMI.2007.57