How to find Minimum Circumscribed Rectangle for an image?

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I have extracted Salient object from natural image along with few minor background details in different color channels (e.g. L,a,b- R,G,B, Y,Cb,Cr) . Now i need minimum circumscribed rectangle to choose it. If any other good suggestion except current approach, to select object, it will be appreciated.
Thanks.

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Image Analyst
Image Analyst 2013-10-14

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