diff --git a/monai/visualize/utils.py b/monai/visualize/utils.py
index a4b85d6e58..8779ec1ee6 100644
--- a/monai/visualize/utils.py
+++ b/monai/visualize/utils.py
@@ -32,6 +32,7 @@ def matshow3d(
     title: Optional[str] = None,
     figsize=(10, 10),
     frames_per_row: Optional[int] = None,
+    frame_dim: int = -3,
     vmin=None,
     vmax=None,
     every_n: int = 1,
@@ -53,6 +54,8 @@ def matshow3d(
         title: title of the figure.
         figsize: size of the figure.
         frames_per_row: number of frames to display in each row. If None, sqrt(firstdim) will be used.
+        frame_dim: for higher dimensional arrays, which dimension (`-1`, `-2`, `-3`) is moved to the `-3`
+            dim and reshape to (-1, H, W) shape to construct frames, default to `-3`.
         vmin: `vmin` for the matplotlib `imshow`.
         vmax: `vmax` for the matplotlib `imshow`.
         every_n: factor to subsample the frames so that only every n-th frame is displayed.
@@ -95,6 +98,8 @@ def matshow3d(
     else:  # ndarray
         while len(vol.shape) < 3:
             vol = np.expand_dims(vol, 0)  # so that we display 1d and 2d as well
+
+    vol = np.moveaxis(vol, frame_dim, -3)  # move the expected dim to construct frames with `B` or `C` dims
     if len(vol.shape) > 3:
         vol = vol.reshape((-1, vol.shape[-2], vol.shape[-1]))
     vmin = np.nanmin(vol) if vmin is None else vmin
diff --git a/tests/test_matshow3d.py b/tests/test_matshow3d.py
index 6be0938e8b..fa834ca431 100644
--- a/tests/test_matshow3d.py
+++ b/tests/test_matshow3d.py
@@ -34,7 +34,7 @@ def test_3d(self):
         ims = xforms({keys: image_path})
 
         fig = pyplot.figure()  # external figure
-        fig, _ = matshow3d(ims[keys], fig=fig, figsize=(2, 2), frames_per_row=5, every_n=2, show=False)
+        fig, _ = matshow3d(ims[keys], fig=fig, figsize=(2, 2), frames_per_row=5, every_n=2, frame_dim=-1, show=False)
 
         with tempfile.TemporaryDirectory() as tempdir:
             tempimg = f"{tempdir}/matshow3d_test.png"
diff --git a/tests/testing_data/matshow3d_test.png b/tests/testing_data/matshow3d_test.png
index 789c1a5ac8..d720a0c407 100644
Binary files a/tests/testing_data/matshow3d_test.png and b/tests/testing_data/matshow3d_test.png differ