Addressing the problem of Joint segmentation, reconstruction and tracking of multiple targets from multi-view videos. Casting the problem as data association among extracted superpixels from images. Optimizing a flow graph to solve the global data association in order to segment and reconstruct targets. Fast obtaining the solution of graph by performing two stages of optimization. Conduction experimental results on known public datasets and analyzing the proposed algorithm.