diff --git a/lib/matplotlib/backend_bases.py b/lib/matplotlib/backend_bases.py
index 8c11c73afb8c..800ad1b98a18 100644
--- a/lib/matplotlib/backend_bases.py
+++ b/lib/matplotlib/backend_bases.py
@@ -2007,6 +2007,12 @@ def inaxes(self, xy):
if a.patch.contains_point(xy) and a.get_visible()]
if axes_list:
axes = cbook._topmost_artist(axes_list)
+ prev_axes = None
+ while prev_axes != axes:
+ prev_axes = axes
+ axes_list = [a for a in axes.child_axes
+ if a.patch.contains_point(xy) and a.get_visible()]
+ axes = cbook._topmost_artist([axes, *axes_list])
else:
axes = None
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