diff --git a/docs/modules/defences/detector_evasion.rst b/docs/modules/defences/detector_evasion.rst
index e55c3763cb..e8399ec760 100644
--- a/docs/modules/defences/detector_evasion.rst
+++ b/docs/modules/defences/detector_evasion.rst
@@ -7,7 +7,7 @@ Base Class
 .. autoclass:: EvasionDetector
    :members:
 
-Be Your Own Neighborhood (BEYOND) Detector - PyTorch
+Be Your Own Neighbourhood Detector (BEYOND)- PyTorch
 ----------------------------------------------------
 .. autoclass:: BeyondDetectorPyTorch
    :members: