Sampling from matrix valued distributions

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How does random sampling from matrix valued distribution work in general?

In the univariate case we can draw from the uniform distribution over the interval from 0 to 1, then plug that value into the cdf of the distribution we want to sample from. Is there a similar procedure for matrix valued distributions?