diff --git a/docs/tutorials.rst b/docs/tutorials.rst
index ee90adbc99..5654f12c69 100644
--- a/docs/tutorials.rst
+++ b/docs/tutorials.rst
@@ -24,9 +24,6 @@ known marker genes.
 
 For more possibilities on visualizing marker genes: :tutorial:`visualizing-marker-genes`
 
-.. image:: https://scanpy-tutorials.readthedocs.io/en/latest//_images/visualizing-marker-genes_21_0.png
-   :width: 250px
-
 
 Trajectory inference
 --------------------
@@ -66,7 +63,7 @@ Spatial data
 * Basic analysis of spatial data: :tutorial:`spatial/basic-analysis`
 * Integrating spatial data with scRNA-seq using scanorama: :tutorial:`spatial/integration-scanorama`
 
-.. image:: https://scanpy-tutorials.readthedocs.io/en/latest/_images/spatial_integration-scanorama_22_1.png
+.. image:: https://scanpy-tutorials.readthedocs.io/en/latest/_images/spatial_integration-scanorama_23_0.png
    :width: 350px