Image and motion segmentation have been performed together using a multi-level version of our Swendsen-Wang Cuts algorithm.
The segmentation time is about 5 minutes.         

References:
Barbu,A, Zhu, S.C., Multigrid and Multi-level Swendsen-Wang Cuts for Hierarchic Graph Partition, CVPR 2004, (pdf)             
Barbu,A, Zhu, S.C., Generalizing Swendsen-Wang to sampling arbitrary posterior probabilities, to appear in PAMI, (pdf)                               

Input sequence	Motion segmentation result	Associated image segmentation

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