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$\newcommand\si\sigma$This is not true. For instance, suppose that $\mu_1=\mu_2=\mu_3=0$ and $(\si_1,\si_2,\si_3)=(1,2,6).$
Then the difference between the right- and left-hand sides of your inequality is $-263/1764<0$.