diff --git a/docs/source/sentinel_2/s2_prepro_2025.ipynb b/docs/source/sentinel_2/s2_prepro_2025.ipynb
index a2c57904f9d6d2badcd4a5980ff0fdbfe2c3371a..4865bb019b099aa4a743af5f2624c763ab710905 100644
--- a/docs/source/sentinel_2/s2_prepro_2025.ipynb
+++ b/docs/source/sentinel_2/s2_prepro_2025.ipynb
@@ -23,7 +23,7 @@
     "</div>\n",
     "\n",
     "<figure class=\"image\">\n",
-    "  <img src=\"prepro_S2.png\" alt=\"S2 preprocessing\" width=\"1100\">\n",
+    "  <img src=\"../../../imgs/prepro_S2.png\" alt=\"S2 preprocessing\" width=\"1100\">\n",
     "</figure>"
    ]
   },
@@ -115,15 +115,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Select reflectance bands you want to work with\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "Select reflectance bands you want to work with\n",
+    "\n",
     "<figure class=\"image\">\n",
-    "  <img src=\"s2_bands.png\" alt=\"S2 bands\" width=\"500\">\n",
+    "  <img src=\"../../../imgs/s2_bands.png\" alt=\"S2 bands\" width=\"500\">\n",
     "</figure>"
    ]
   },
@@ -785,7 +780,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.11.10"
   },
   "metadata": {
    "interpreter": {