diff --git a/Gemfile b/Gemfile
index 1dd8fd325fd0b8f03018f67a95ba1f15eccb5ae6..2486104e7af7ed1100b0351c4df929f18e67f611 100644
--- a/Gemfile
+++ b/Gemfile
@@ -544,4 +544,4 @@ gem 'ipaddress', '~> 0.8.3'
 
 gem 'parslet', '~> 1.8'
 
-gem 'ipynbdiff', '0.4.6'
+gem 'ipynbdiff', '0.4.7'
diff --git a/Gemfile.lock b/Gemfile.lock
index 3344feae54b8c8cbcdedbcf8f279a66d1882aacc..87bb6167b65a328b9f80e06f8c0914a8e7192aea 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -665,7 +665,7 @@ GEM
     invisible_captcha (1.1.0)
       rails (>= 4.2)
     ipaddress (0.8.3)
-    ipynbdiff (0.4.6)
+    ipynbdiff (0.4.7)
       diffy (~> 3.3)
       json (~> 2.5, >= 2.5.1)
     jaeger-client (1.1.0)
@@ -1543,7 +1543,7 @@ DEPENDENCIES
   icalendar
   invisible_captcha (~> 1.1.0)
   ipaddress (~> 0.8.3)
-  ipynbdiff (= 0.4.6)
+  ipynbdiff (= 0.4.7)
   jira-ruby (~> 2.1.4)
   js_regex (~> 3.7)
   json (~> 2.5.1)
diff --git a/lib/gitlab/diff/rendered/notebook/diff_file.rb b/lib/gitlab/diff/rendered/notebook/diff_file.rb
index e8b4523d40e0143935275fbb5f9a0decabb5d039..1f064d8af5063f1df979d06a050d69c8c5d9f55c 100644
--- a/lib/gitlab/diff/rendered/notebook/diff_file.rb
+++ b/lib/gitlab/diff/rendered/notebook/diff_file.rb
@@ -68,7 +68,9 @@ def notebook_diff
 
               Timeout.timeout(timeout_time) do
                 IpynbDiff.diff(source_diff.old_blob&.data, source_diff.new_blob&.data,
-                               raise_if_invalid_nb: true, diffy_opts: { include_diff_info: true })&.tap do
+                               raise_if_invalid_nb: true,
+                               hide_images: true,
+                               diffy_opts: { include_diff_info: true })&.tap do
                   log_event(LOG_IPYNBDIFF_GENERATED)
                 end
               end
diff --git a/spec/lib/gitlab/diff/rendered/notebook/diff_file_spec.rb b/spec/lib/gitlab/diff/rendered/notebook/diff_file_spec.rb
index d90c662aec889d4cbcd28ba53ece16bbab2bf4ca..1b74e24bf815cc4966a8cda88b2a1a1f454b2b29 100644
--- a/spec/lib/gitlab/diff/rendered/notebook/diff_file_spec.rb
+++ b/spec/lib/gitlab/diff/rendered/notebook/diff_file_spec.rb
@@ -141,5 +141,9 @@
         expect(nb_file.highlighted_diff_lines[12].old_pos).to eq(18)
       end
     end
+
+    it 'computes de first line where the remove would appear' do
+      expect(nb_file.highlighted_diff_lines.map(&:text).join('')).to include('[Hidden Image Output]')
+    end
   end
 end