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Automatic ROI detection

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Hi All, I am working on foreground extraction using Grabcut algorithm which will extract the object located inside the region of interest. However, instead of specifying the ROI manually, is there any way we can detect the object automatically without explicitly specifying the ROI? I am using python. Thanks in advance

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