diff --git a/nbs/geometric_transforms.ipynb b/nbs/geometric_transforms.ipynb
index 1beb488..9ffc968 100644
--- a/nbs/geometric_transforms.ipynb
+++ b/nbs/geometric_transforms.ipynb
@@ -108,7 +108,7 @@
     "download_image(\"https://github.com/kornia/data/raw/main/homography/img1.ppm\")\n",
     "download_image(\"https://github.com/kornia/data/raw/main/v_dogman.ppm\")\n",
     "download_image(\"https://github.com/kornia/data/raw/main/v_maskedman.ppm\")\n",
-    "download_image(\"https://miro.medium.com/max/6064/1*Fl89R-emhz-OLH9OZIQKUg.png\", \"delorean.png\")"
+    "download_image(\"https://github.com/kornia/data/raw/main/delorean_side.png\")"
    ]
   },
   {
@@ -493,7 +493,7 @@
    ],
    "source": [
     "# lets start the Delorean engine\n",
-    "delorean: torch.Tensor = K.io.load_image(\"delorean.png\", K.io.ImageLoadType.RGB32)[None, ...]  # BxCxHxW\n",
+    "delorean: torch.Tensor = K.io.load_image(\"delorean_side.png\", K.io.ImageLoadType.RGB32)[None, ...]  # BxCxHxW\n",
     "\n",
     "imshow(K.utils.tensor_to_image(delorean), 10, 10)"
    ]