diff --git a/docs/annotators.md b/docs/annotators.md
index 11bdfc17d..2fb1ccee3 100644
--- a/docs/annotators.md
+++ b/docs/annotators.md
@@ -124,6 +124,27 @@
 
     </div>
 
+=== "Blur"
+
+    ```python
+    >>> import supervision as sv
+
+    >>> image = ...
+    >>> detections = sv.Detections(...)
+
+    >>> blur_annotator = sv.BlurAnnotator()
+    >>> annotated_frame = blur_annotator.annotate(
+    ...     scene=image.copy(),
+    ...     detections=detections
+    ... )
+    ```
+
+    <div class="result" markdown>
+
+    ![blur-annotator-example](https://media.roboflow.com/supervision-annotator-examples/blur-annotator-example-2.png){ align=center width="800" }
+
+    </div>
+
 === "Trace"
 
     ```python
@@ -172,3 +193,7 @@
 ## TraceAnnotator
 
 :::supervision.annotators.core.TraceAnnotator
+
+## BlurAnnotator
+
+:::supervision.annotators.core.BlurAnnotator
diff --git a/docs/changelog.md b/docs/changelog.md
index 98f00178d..b55bc85b8 100644
--- a/docs/changelog.md
+++ b/docs/changelog.md
@@ -12,6 +12,8 @@
 
 - Added [#354](https://github.com/roboflow/supervision/pull/354): [`sv.TraceAnnotator`](https://supervision.roboflow.com/annotators/#supervision.annotators.core.TraceAnnotator) allowing to draw path of moving objects on videos.
 
+- Added [#405](https://github.com/roboflow/supervision/pull/405): [`sv.BlurAnnotator`](https://supervision.roboflow.com/annotators/#supervision.annotators.core.TraceAnnotator) allowing to blur objects on images and videos.
+
 ```python
 >>> import supervision as sv
 
diff --git a/pyproject.toml b/pyproject.toml
index b21a92270..0573dac5e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "supervision"
-version = "0.15.0rc3"
+version = "0.15.0rc4"
 description = "A set of easy-to-use utils that will come in handy in any Computer Vision project"
 authors = ["Piotr Skalski <piotr.skalski92@gmail.com>"]
 maintainers = ["Piotr Skalski <piotr.skalski92@gmail.com>"]
diff --git a/supervision/annotators/core.py b/supervision/annotators/core.py
index f285b4ed0..8edca92b5 100644
--- a/supervision/annotators/core.py
+++ b/supervision/annotators/core.py
@@ -567,13 +567,13 @@ def annotate(
 
 class BlurAnnotator(BaseAnnotator):
     """
-    A class for blurring annotator.
+    A class for blurring regions in an image using provided detections.
     """
 
     def __init__(self, kernel_size: int = 15):
         """
         Args:
-            kernel_size: the size of the average pooling kernel used for blurring
+            kernel_size (int): The size of the average pooling kernel used for blurring.
         """
         self.kernel_size: int = kernel_size
 
@@ -583,25 +583,31 @@ def annotate(
         detections: Detections,
     ) -> np.ndarray:
         """
-        Annotates the given scene with circles based on the provided detections.
+        Annotates the given scene by blurring regions based on the provided detections.
+
         Args:
-            scene (np.ndarray): The image where box corners will be drawn.
+            scene (np.ndarray): The image where blurring will be applied.
             detections (Detections): Object detections to annotate.
+
         Returns:
             np.ndarray: The annotated image.
+
         Example:
             ```python
             >>> import supervision as sv
+
             >>> image = ...
             >>> detections = sv.Detections(...)
-            >>> blue_annotator = sv.BlurAnnotator()
+
+            >>> blur_annotator = sv.BlurAnnotator()
             >>> annotated_frame = blur_annotator.annotate(
             ...     scene=image.copy(),
             ...     detections=detections
             ... )
             ```
-        ![circle-annotator-example](https://media.roboflow.com/
-        supervision-annotator-examples/circle-annotator-example.png)
+
+        ![blur-annotator-example](https://media.roboflow.com/
+        supervision-annotator-examples/blur-annotator-example-2.png)
         """
         for detection_idx in range(len(detections)):
             x1, y1, x2, y2 = detections.xyxy[detection_idx].astype(int)