diff --git a/docs/_static/theme_overrides.css b/docs/_static/theme_overrides.css
deleted file mode 100644
index abc9c0f..0000000
--- a/docs/_static/theme_overrides.css
+++ /dev/null
@@ -1,14 +0,0 @@
-/* override table width restrictions */
-@media screen and (min-width: 767px) {
-
-    .wy-table-responsive table td {
-       /* !important prevents the common CSS stylesheets from overriding
-          this as on RTD they are loaded after this stylesheet */
-       white-space: normal !important;
-    }
- 
-    .wy-table-responsive {
-       overflow: visible !important;
-    }
- }
- 
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index bbd311d..d805083 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -12,13 +12,19 @@
 #
 import os
 import sys
+from unittest import mock
+
 sys.path.insert(0, os.path.abspath('../'))
 sys.setrecursionlimit(1500)
 
+MOCK_MODULES = ["plaidml", "pynvx"]
+for mod_name in MOCK_MODULES:
+    sys.modules[mod_name] = mock.Mock()
+
 # -- Project information -----------------------------------------------------
 
 project = 'faceswap'
-copyright = '2019, faceswap.dev'
+copyright = '2022, faceswap.dev'
 author = 'faceswap.dev'
 
 # The full version, including alpha/beta/rc tags
@@ -31,6 +37,7 @@ release = '0.99'
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = ['sphinx.ext.napoleon', "sphinx.ext.autosummary", ]
+napoleon_custom_sections = ['License']
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
@@ -61,12 +68,6 @@ latext_logo = '_static/logo.png'
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ['_static']
 
-html_context = {
-    'css_files': [
-        '_static/theme_overrides.css',  # override wide tables in RTD theme
-        ],
-    }
-
 master_doc = 'index'
 
 autosummary_generate = True
diff --git a/docs/full/lib/model.rst b/docs/full/lib/model.rst
index 2b8875f..3430d2d 100755
--- a/docs/full/lib/model.rst
+++ b/docs/full/lib/model.rst
@@ -64,15 +64,16 @@ be imported as :mod:`lib.model.losses` depending on the backend in use.
 .. autosummary::
    :nosignatures:
 
-   ~lib.model.loss.perceptual_loss_tf.DSSIMObjective
    ~lib.model.loss.loss_tf.FocalFrequencyLoss
    ~lib.model.loss.loss_tf.GeneralizedLoss
-   ~lib.model.loss.perceptual_loss_tf.GMSDLoss
    ~lib.model.loss.loss_tf.GradientLoss
    ~lib.model.loss.loss_tf.LaplacianPyramidLoss
    ~lib.model.loss.loss_tf.LInfNorm
    ~lib.model.loss.loss_tf.LossWrapper
    ~lib.model.loss.feature_loss_tf.LPIPSLoss
+   ~lib.model.loss.perceptual_loss_tf.DSSIMObjective
+   ~lib.model.loss.perceptual_loss_tf.GMSDLoss
+   ~lib.model.loss.perceptual_loss_tf.LDRFLIPLoss
    ~lib.model.loss.perceptual_loss_tf.MSSIMLoss
 
 .. automodule:: lib.model.loss.loss_tf
diff --git a/docs/sphinx_requirements.txt b/docs/sphinx_requirements.txt
index 2f84ab7..b4c0fc2 100755
--- a/docs/sphinx_requirements.txt
+++ b/docs/sphinx_requirements.txt
@@ -1,20 +1,21 @@
 # NB Do not install from this requirements file
 # It is for documentation purposes only
 
-tqdm==4.62
+sphinx==5.0.2
+sphinx_rtd_theme-1.0.0
+tqdm==4.64
 psutil==5.8.0
-numpy==1.18.0
-opencv-python>4.5.3.0,<4.5.4.0
+numpy>=1.18.0
+opencv-python>=4.5.5.0
 pillow==8.3.1
-scikit-learn==0.24.2
-fastcluster==1.1.26
+scikit-learn>=1.0.2
+fastcluster>=1.2.4
 matplotlib==3.5.1
 imageio==2.9.0
-imageio-ffmpeg==0.4.5
+imageio-ffmpeg==0.4.7
 ffmpy==0.2.3
-nvidia-ml-py3
-pywin32==228 ; sys_platform == "win32"
-pynvx==1.0.0 ; sys_platform == "darwin"
-plaidml-keras==0.7.0
-tensorflow==2.2.0
-typing-extensions
+nvidia-ml-py<11.515
+plaidml==0.7.0
+tensorflow>=2.8.0,<2.9.0
+tensorflow_probability<0.17
+typing-extensions>=4.0.0
diff --git a/lib/keras_utils.py b/lib/keras_utils.py
index 435c04e..aa472ad 100644
--- a/lib/keras_utils.py
+++ b/lib/keras_utils.py
@@ -180,8 +180,8 @@ class ColorSpaceConvert():  # pylint:disable=too-few-public-methods
         The conversion in both directions is the same, but the mappping matrix for XYZ to RGB is
         the inverse of RGB to XYZ.
 
-        Reference
-        ---------
+        References
+        ----------
         https://www.image-engineering.de/library/technotes/958-how-to-convert-between-srgb-and-ciexyz
 
         Parameters
diff --git a/lib/model/nets.py b/lib/model/nets.py
index 1acffe3..b4c01bc 100644
--- a/lib/model/nets.py
+++ b/lib/model/nets.py
@@ -48,8 +48,8 @@ class AlexNet(_net):  # pylint:disable=too-few-public-methods
     -----
     This port only contains the features portion of the model.
 
-    Reference
-    ---------
+    References
+    ----------
     https://papers.nips.cc/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdf
 
     Parameters
@@ -144,8 +144,8 @@ class SqueezeNet(_net):  # pylint:disable=too-few-public-methods
     -----
     This port only contains the features portion of the model.
 
-    Reference
-    ---------
+    References
+    ----------
     https://arxiv.org/abs/1602.07360
 
     Parameters