  We consider many copies of a general mixed-state source $\rho^{AR}$ shared
between an encoder and an inaccessible reference system $R$. We obtain a strong
converse bound for the compression of this source. This immediately implies a
strong converse for the blind compression of ensembles of mixed states since
this is a special case of the general mixed-state source $\rho^{AR}$. Moreover,
we consider the visible compression of ensembles of mixed states. For a
bipartite state $\rho^{AR}$, we define a new quantity
$E_{\alpha,p}(A:R)_{\rho}$ for $\alpha \in (0,1)\cup (1,\infty)$ as the
$\alpha$-R\'enyi generalization of the entanglement of purification
$E_{p}(A:R)_{\rho}$. For $\alpha=1$, we define
$E_{1,p}(A:R)_{\rho}:=E_{p}(A:R)_{\rho}$. We show that for any rate below the
regularization $\lim_{\alpha \to
1^+}E_{\alpha,p}^{\infty}(A:R)_{\rho}:=\lim_{\alpha \to 1^+} \lim_{n \to
\infty} \frac{E_{\alpha,p}(A^n:R^n)_{\rho^{\otimes n}}}{n}$ the fidelity for
the visible compression of ensembles of mixed states exponentially converges to
zero. We conclude that if this regularized quantity is continuous with respect
to $\alpha$, namely, if $\lim_{\alpha \to
1^+}E_{\alpha,p}^{\infty}(A:R)_{\rho}=E_{p}^{\infty}(A:R)_{\rho}$, then the
strong converse holds for the visible compression of ensembles of mixed states.
