diff --git a/docs/source/conf.py b/docs/source/conf.py
index 304a1cc6e22..8b4ce17de9f 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -62,6 +62,7 @@
     "gallery_dirs": "auto_examples",  # path to where to save gallery generated output
     "backreferences_dir": "gen_modules/backreferences",
     "doc_module": ("torchvision",),
+    "remove_config_comments": True,
 }
 
 napoleon_use_ivar = True
diff --git a/gallery/plot_transforms_v2_e2e.py b/gallery/plot_transforms_v2_e2e.py
index 938578e4af9..533a3d5d752 100644
--- a/gallery/plot_transforms_v2_e2e.py
+++ b/gallery/plot_transforms_v2_e2e.py
@@ -1,6 +1,6 @@
 """
 ==================================================
-transforms v2: End-to-end object detection example
+Transforms v2: End-to-end object detection example
 ==================================================
 
 Object detection is not supported out of the box by ``torchvision.transforms`` v1, since it only supports images.
@@ -20,7 +20,6 @@
 import torchvision
 
 
-# sphinx_gallery_thumbnail_number = -1
 def show(sample):
     import matplotlib.pyplot as plt
 
@@ -125,6 +124,7 @@ def load_example_coco_detection_dataset(**kwargs):
 torch.manual_seed(3141)
 sample = dataset[0]
 
+# sphinx_gallery_thumbnail_number = 2
 show(sample)