why k means do not rectangle the red area drawn by harris corner?

Ho Yeung Lee jobmattcon at gmail.com
Mon Aug 14 15:29:58 EDT 2017

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https://gist.github.com/hoyeunglee/df7e6cb9b76c576b26fd2bb2b26bfe2f

sample image
https://drive.google.com/file/d/0Bxs_ao6uuBDUY09qM1JMWS1Ob0k/view?usp=sharing

would like to rectangle bound the eye  ,mouth corner etc
which detected by harris corner

but using kmeans can not rectangle the red area drawn by harris corner

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