diff --git a/README.md b/README.md
index fca5c2f..0702d61 100644
--- a/README.md
+++ b/README.md
@@ -10,6 +10,7 @@ Speckle noise seriously limits the interpretability of synthetic aperture radar
 
 [![PyPI version](https://badge.fury.io/py/deepdespeckling.svg)](https://badge.fury.io/py/deepdespeckling)
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+[![Inline docs](icons/doc.svg)](https://inch-ci.org/github/dwyl/hapi-auth-jwt2)
 
 ## Installation
 
@@ -149,7 +150,7 @@ image = cos2mat(image_path).astype(np.float32)
 # Denoise the image with SAR2SAR
 denoiser = Sar2SarDenoiser()
 denoised_image = denoiser.denoise_image(
-                image, model_weights_path, patch_size=PATCH_SIZE, stride_size=STRIDE_SIZE)
+                image, patch_size=PATCH_SIZE, stride_size=STRIDE_SIZE)
 ```
 
 - Example of result with SAR2SAR :
diff --git a/deepdespeckling/merlin/merlin_denoiser.py b/deepdespeckling/merlin/merlin_denoiser.py
index 8693ec4..2700603 100644
--- a/deepdespeckling/merlin/merlin_denoiser.py
+++ b/deepdespeckling/merlin/merlin_denoiser.py
@@ -23,7 +23,7 @@ def __init__(self, model_name, symetrise, **params):
         """Initialize MerlinDenoiser class
 
         Args:
-            model_name (str): name to be used, can be "spotlight", "stripmap" or "Sentinel_TOPS"
+            model_name (str): name to be used, can be "spotlight", "stripmap" or "Sentinel-TOPS"
         """
         super().__init__(**params)
         self.model_name = model_name
@@ -42,7 +42,7 @@ def init_model_weights_path(self) -> str:
         elif self.model_name == "stripmap":
             model_weights_path = os.path.join(
                 current_dir, "saved_models/stripmap.pth")
-        elif self.model_name == "Sentinel_TOPS":
+        elif self.model_name == "Sentinel-TOPS":
             model_weights_path = os.path.join(
                 current_dir, "saved_models/sentinel_tops.pth")
         else:
diff --git a/deepdespeckling/utils/utils.py b/deepdespeckling/utils/utils.py
index b9bc3ee..cb8e23c 100644
--- a/deepdespeckling/utils/utils.py
+++ b/deepdespeckling/utils/utils.py
@@ -234,7 +234,7 @@ def symetrise_real_and_imaginary_parts(real_part: np.array, imag_part: np.array)
     shift_az_2 = int(
         round(-(d1 - 1 - p.shape[0]) / 2)) % p.shape[0] + int(p.shape[0] / 2)
     p2_2 = np.roll(p, shift_az_2)
-    window = signal.gaussian(p.shape[0], std=0.2 * p.shape[0])
+    window = signal.windows.gaussian(p.shape[0], std=0.2 * p.shape[0])
     test_1 = np.sum(window * p2_1)
     test_2 = np.sum(window * p2_2)
     # make sure the spectrum is symetrized and zeo-Doppler centered
@@ -260,7 +260,7 @@ def symetrise_real_and_imaginary_parts(real_part: np.array, imag_part: np.array)
     shift_range_2 = int(
         round(-(d2 - 1 - q.shape[0]) / 2)) % q.shape[0] + int(q.shape[0] / 2)
     q2_2 = np.roll(q, shift_range_2)
-    window_r = signal.gaussian(q.shape[0], std=0.2 * q.shape[0])
+    window_r = signal.windows.gaussian(q.shape[0], std=0.2 * q.shape[0])
     test_1 = np.sum(window_r * q2_1)
     test_2 = np.sum(window_r * q2_2)
     if test_1 >= test_2:
diff --git a/setup.py b/setup.py
index d24b941..db896e8 100644
--- a/setup.py
+++ b/setup.py
@@ -40,6 +40,6 @@
     name='deepdespeckling',
     packages=find_packages(include=['deepdespeckling', 'deepdespeckling.*']),
     url='https://github.com/hi-paris/deepdespeckling',
-    version='0.5',
+    version='0.6',
     zip_safe=False,
 )