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@@ -469,7 +469,7 @@ <h1>netcal.regression.GPBeta<a class="headerlink" href="#netcal-regression-gpbet
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
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 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
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index dded080..3ecb600 100644
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@@ -467,7 +467,7 @@ <h1>netcal.regression.GPCauchy<a class="headerlink" href="#netcal-regression-gpc
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 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
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 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
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index 503d19b..5861d0b 100644
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@@ -474,7 +474,7 @@ <h1>netcal.regression.GPNormal<a class="headerlink" href="#netcal-regression-gpn
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 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
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 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
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index 0ac9bb6..43bb11a 100644
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@@ -484,7 +484,7 @@ <h1>netcal.regression.gp.AbstractGP<a class="headerlink" href="#netcal-regressio
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
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 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
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index b715773..a302f13 100644
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@@ -477,7 +477,7 @@ <h1>netcal.regression.gp.GPBeta<a class="headerlink" href="#netcal-regression-gp
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
 </tr>
 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
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index 484b1a5..a3544b6 100644
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@@ -35,7 +35,7 @@
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@@ -475,7 +475,7 @@ <h1>netcal.regression.gp.GPCauchy<a class="headerlink" href="#netcal-regression-
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 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
 </tr>
 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html
index b9c9de8..ec3a88b 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp/netcal.regression.gp.GPNormal.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
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@@ -482,7 +482,7 @@ <h1>netcal.regression.gp.GPNormal<a class="headerlink" href="#netcal-regression-
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
 </tr>
 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html
index 4c0f89c..a532f06 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html
+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_kernel/netcal.regression.gp.kernel.GaussianRBFKernel.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    '../../../../',
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+            VERSION:     '1.3.5',
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@@ -403,7 +403,7 @@ <h1>netcal.regression.gp.kernel.GaussianRBFKernel<a class="headerlink" href="#ne
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">sub_kernels</span></code>()</p></td>
 <td><p></p></td>
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index e039b95..16c2963 100644
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+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.BetaLikelihood.html
@@ -35,7 +35,7 @@
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diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.CauchyLikelihood.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.CauchyLikelihood.html
index 3a4b18c..d04f24a 100644
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@@ -35,7 +35,7 @@
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diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledMultivariateNormalLikelihood.html b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledMultivariateNormalLikelihood.html
index da99616..e8786cd 100644
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index a136c5c..800fd69 100644
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+++ b/docs/build/html/_autosummary/_autosummary_regression_gp/_autosummary_regression_gp_submodules/_autosummary_regression_gp_likelihood/netcal.regression.gp.likelihood.ScaledNormalLikelihood.html
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index 4521a6b..13bbef2 100644
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@@ -35,7 +35,7 @@
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   var DOCUMENTATION_OPTIONS = {
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             FILE_SUFFIX: '.html',
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index e00bd1f..0c3b035 100644
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@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
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diff --git a/docs/build/html/_autosummary/_autosummary_regression_gp/netcal.regression.gp.html b/docs/build/html/_autosummary/_autosummary_regression_gp/netcal.regression.gp.html
index 4555dbe..bf349ff 100644
--- a/docs/build/html/_autosummary/_autosummary_regression_gp/netcal.regression.gp.html
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@@ -35,7 +35,7 @@
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diff --git a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.ConfidencePenalty.html b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.ConfidencePenalty.html
index 2b9aa1f..2c94d50 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.ConfidencePenalty.html
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@@ -35,7 +35,7 @@
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@@ -330,7 +330,7 @@ <h1>netcal.regularization.ConfidencePenalty<a class="headerlink" href="#netcal-r
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
diff --git a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.DCAPenalty.html b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.DCAPenalty.html
index 0dcacc7..27b85a8 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.DCAPenalty.html
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@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
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+            VERSION:     '1.3.5',
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             FILE_SUFFIX: '.html',
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@@ -322,7 +322,7 @@ <h1>netcal.regularization.DCAPenalty<a class="headerlink" href="#netcal-regulari
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
 </tr>
 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
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index 4820cf1..845dafa 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.MMCEPenalty.html
+++ b/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.MMCEPenalty.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    '../../',
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+            VERSION:     '1.3.5',
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             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
@@ -326,7 +326,7 @@ <h1>netcal.regularization.MMCEPenalty<a class="headerlink" href="#netcal-regular
 <td><p>See <code class="xref py py-meth docutils literal notranslate"><span class="pre">torch.Tensor.share_memory_()</span></code></p></td>
 </tr>
 <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">state_dict</span></code>(*args[, destination, prefix, ...])</p></td>
-<td><p>Returns a dictionary containing a whole state of the module.</p></td>
+<td><p>Returns a dictionary containing references to the whole state of the module.</p></td>
 </tr>
 <tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">to</span></code>(*args, **kwargs)</p></td>
 <td><p>Moves and/or casts the parameters and buffers.</p></td>
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index acc674b..b49a888 100644
--- a/docs/build/html/_autosummary/_autosummary_regularization_func/netcal.regularization.confidence_penalty.html
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@@ -35,7 +35,7 @@
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index 0fbbcf1..dbc6701 100644
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index 2086a55..380eef7 100644
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index de35d9a..7ed27ca 100644
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index a99ba25..6d58700 100644
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index ac2b26f..4feee38 100644
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index 9cd3c25..dd4fc31 100644
--- a/docs/build/html/_autosummary/netcal.regression.html
+++ b/docs/build/html/_autosummary/netcal.regression.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    '../',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/docs/build/html/_autosummary/netcal.regularization.html b/docs/build/html/_autosummary/netcal.regularization.html
index a884ad4..b9756b7 100644
--- a/docs/build/html/_autosummary/netcal.regularization.html
+++ b/docs/build/html/_autosummary/netcal.regularization.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    '../',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/docs/build/html/_autosummary/netcal.scaling.html b/docs/build/html/_autosummary/netcal.scaling.html
index 0990402..952d2f7 100644
--- a/docs/build/html/_autosummary/netcal.scaling.html
+++ b/docs/build/html/_autosummary/netcal.scaling.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    '../',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html b/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html
index a6c08b1..1faf6d0 100644
--- a/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html
+++ b/docs/build/html/_autosummary_abstract_calibration/netcal.AbstractCalibration.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    '../',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/docs/build/html/_static/documentation_options.js b/docs/build/html/_static/documentation_options.js
index 4f540df..fb5e90b 100644
--- a/docs/build/html/_static/documentation_options.js
+++ b/docs/build/html/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '1.3.4',
+    VERSION: '1.3.5',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index e7f838f..332fdfa 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -34,7 +34,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    './',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index dd227d7..5e43824 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    './',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index b1ce7a2..f71e5f1 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -34,7 +34,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    './',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index cb4ef1d..b641f11 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -35,7 +35,7 @@
 <script type="text/javascript">
   var DOCUMENTATION_OPTIONS = {
             URL_ROOT:    './',
-            VERSION:     '1.3.4',
+            VERSION:     '1.3.5',
             COLLAPSE_INDEX: false,
             FILE_SUFFIX: '.html',
             HAS_SOURCE:  true
diff --git a/netcal/__init__.py b/netcal/__init__.py
index 72c5e88..543a962 100644
--- a/netcal/__init__.py
+++ b/netcal/__init__.py
@@ -42,7 +42,7 @@
 """
 
 name = 'netcal'
-__version__ = '1.3.4'
+__version__ = '1.3.5'
 
 from .AbstractCalibration import AbstractCalibration
 from .Decorator import accepts, dimensions, global_accepts, global_dimensions
diff --git a/netcal/presentation/ReliabilityDiagram.py b/netcal/presentation/ReliabilityDiagram.py
index a852227..3aa71cd 100644
--- a/netcal/presentation/ReliabilityDiagram.py
+++ b/netcal/presentation/ReliabilityDiagram.py
@@ -106,6 +106,7 @@ def plot(
             tikz: bool = False,
             title_suffix: str = None,
             feature_names: List[str] = None,
+            fig: plt.Figure = None,
             **save_args
     ) -> Union[plt.Figure, str]:
         """
@@ -150,6 +151,9 @@ def plot(
             Suffix for plot title.
         feature_names : list, optional, default: None
             Names of the additional features that are attached to the axes of a reliability diagram.
+        fig: plt.Figure, optional, default: None
+            If given, the figure instance is used to draw the reliability diagram.
+            If fig is None, a new one will be created.
         **save_args : args
             Additional arguments passed to 'matplotlib.pyplot.Figure.savefig' function if 'tikz' is False.
             If 'tikz' is True, the argument are passed to 'tikzplotlib.get_tikz_code' function.
@@ -208,15 +212,15 @@ def plot(
 
         # no additional dimensions? compute standard reliability diagram
         if num_features == 1:
-            fig = self.__plot_confidence_histogram(X, matched, histograms, num_samples_hist, bin_bounds, title_suffix)
+            fig = self.__plot_confidence_histogram(X, matched, histograms, num_samples_hist, bin_bounds, title_suffix, fig)
 
         # one additional feature? compute 1D-plot
         elif num_features == 2:
-            fig = self.__plot_1d(histograms, num_samples_hist, bin_bounds, title_suffix, feature_names)
+            fig = self.__plot_1d(histograms, num_samples_hist, bin_bounds, title_suffix, feature_names, fig)
 
         # two additional features? compute 2D plot
         elif num_features == 3:
-            fig = self.__plot_2d(histograms, num_samples_hist, bin_bounds, title_suffix, feature_names)
+            fig = self.__plot_2d(histograms, num_samples_hist, bin_bounds, title_suffix, feature_names, fig)
 
         # number of dimensions exceeds 3? quit
         else:
@@ -262,7 +266,8 @@ def __plot_confidence_histogram(
             histograms: List[np.ndarray],
             num_samples_hist: List[np.ndarray],
             bin_bounds: List,
-            title_suffix: str = None
+            title_suffix: str = None,
+            fig: plt.Figure = None,
     ) -> plt.Figure:
         """ Plot confidence histogram and reliability diagram to visualize miscalibration for condidences only. """
 
@@ -313,7 +318,16 @@ def __plot_confidence_histogram(
 
         # -----------------------------------------
         # plot data distribution histogram first
-        fig, axes = plt.subplots(2, squeeze=True, figsize=(7, 6))
+        if fig is None:
+            fig, axes = plt.subplots(2, squeeze=True, figsize=(7, 6))
+
+        # use an existing figure object if given
+        else:
+            axes = [
+                fig.add_subplot(2, 1, 1),
+                fig.add_subplot(2, 1, 2),
+            ]
+
         ax = axes[0]
 
         # set title suffix is given
@@ -369,7 +383,8 @@ def __plot_1d(
             num_samples_hist: List[np.ndarray],
             bin_bounds: List,
             title_suffix: str = None,
-            feature_names: List[str] = None
+            feature_names: List[str] = None,
+            fig: plt.Figure = None,
     ) -> plt.Figure:
         """ Plot 1-D miscalibration w.r.t. one additional feature. """
 
@@ -399,7 +414,13 @@ def __plot_1d(
         uncertainty = np.sqrt(np.mean([result[3] for result in results], axis=0))
 
         # draw routines
-        fig, ax1 = plt.subplots()
+        if fig is None:
+            fig, ax1 = plt.subplots()
+
+        # use an existing figure object if given
+        else:
+            ax1 = fig.add_subplot(1, 1, 1)
+
         conf_color = 'tab:blue'
 
         # set name of the additional feature
@@ -461,7 +482,8 @@ def __plot_2d(
             num_samples_hist: List[np.ndarray],
             bin_bounds: List[np.ndarray],
             title_suffix: str = None,
-            feature_names: List[str] = None
+            feature_names: List[str] = None,
+            fig: plt.Figure = None,
     ) -> plt.Figure:
         """ Plot 2D miscalibration reliability diagram heatmap. """
 
@@ -522,11 +544,23 @@ def set_axis(ax, map, vmin=None, vmax=None):
 
         # create only two subplots if no additional uncertainty is given
         if np.count_nonzero(uncertainty) == 0:
-            fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15, 5))
+            if fig is None:
+                fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15, 5))
+            else:
+                ax1 = fig.add_subplot(1, 3, 1)
+                ax2 = fig.add_subplot(1, 3, 2)
+                ax3 = fig.add_subplot(1, 3, 3)
 
         # process additional uncertainty if given
         else:
-            fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, squeeze=True, figsize=(10, 10))
+            if fig is None:
+                fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, squeeze=True, figsize=(10, 10))
+            else:
+                ax1 = fig.add_subplot(2, 2, 1)
+                ax2 = fig.add_subplot(2, 2, 2)
+                ax3 = fig.add_subplot(2, 2, 3)
+                ax4 = fig.add_subplot(2, 2, 4)
+
             ax4, img4 = set_axis(ax4, uncertainty)
 
             if title_suffix is not None:
diff --git a/netcal/presentation/ReliabilityQCE.py b/netcal/presentation/ReliabilityQCE.py
index 3e011d8..b1b2558 100644
--- a/netcal/presentation/ReliabilityQCE.py
+++ b/netcal/presentation/ReliabilityQCE.py
@@ -55,6 +55,7 @@ def plot(
             filename: str = None,
             tikz: bool = False,
             title_suffix: str = None,
+            fig: plt.Figure = None,
             **save_args
     ) -> Union[plt.Figure, str]:
         """
@@ -93,6 +94,9 @@ def plot(
             If True, use 'tikzplotlib' package to return tikz-code for Latex rather than a Matplotlib figure.
         title_suffix : str, optional, default: None
             Suffix for plot title.
+        fig: plt.Figure, optional, default: None
+            If given, the figure instance is used to draw the reliability diagram.
+            If fig is None, a new one will be created.
         **save_args : args
             Additional arguments passed to 'matplotlib.pyplot.Figure.savefig' function if 'tikz' is False.
             If 'tikz' is True, the argument are passed to 'tikzplotlib.get_tikz_code' function.
@@ -122,7 +126,15 @@ def plot(
         assert len(self.qce._bin_edges) != 0, "Fatal error: could not compute bin_edges for ReliabilityQCE."
 
         # initialize plot and create an own chart for each dimension
-        fig, axes = plt.subplots(nrows=2, ncols=ndims, figsize=(7 * ndims, 6), squeeze=False)
+        if fig is None:
+            fig, axes = plt.subplots(nrows=2, ncols=ndims, figsize=(7 * ndims, 6), squeeze=False)
+        else:
+
+            axes = [
+                [fig.add_subplot(2, ndims, idx) for idx in range(1, ndims + 1)],
+                [fig.add_subplot(2, ndims, idx) for idx in range(ndims + 1, 2 * ndims + 1)],
+            ]
+
         for dim in range(ndims):
 
             # convert absolute number of samples to relative amount
diff --git a/netcal/presentation/ReliabilityRegression.py b/netcal/presentation/ReliabilityRegression.py
index 0ee8b75..a784b47 100644
--- a/netcal/presentation/ReliabilityRegression.py
+++ b/netcal/presentation/ReliabilityRegression.py
@@ -63,6 +63,7 @@ def plot(
             tikz: bool = False,
             title_suffix: str = None,
             feature_names: List[str] = None,
+            fig: plt.Figure = None,
             **save_args
     ) -> Union[plt.Figure, str]:
         """
@@ -100,6 +101,9 @@ def plot(
             Suffix for plot title.
         feature_names : list, optional, default: None
             Names of the additional features that are attached to the axes of a reliability diagram.
+        fig: plt.Figure, optional, default: None
+            If given, the figure instance is used to draw the reliability diagram.
+            If fig is None, a new one will be created.
         **save_args : args
             Additional arguments passed to 'matplotlib.pyplot.Figure.savefig' function if 'tikz' is False.
             If 'tikz' is True, the argument are passed to 'tikzplotlib.get_tikz_code' function.
@@ -132,7 +136,11 @@ def plot(
                                                  "as n_features=1."
 
         # initialize plot and create an own chart for each dimension
-        fig, axes = plt.subplots(nrows=n_dims, figsize=(7, 3 * n_dims), squeeze=False)
+        if fig is None:
+            fig, axes = plt.subplots(nrows=n_dims, figsize=(7, 3 * n_dims), squeeze=False)
+        else:
+            axes = [fig.add_subplot(n_dims, 1, idx) for idx in range(1, n_dims + 1)]
+
         for dim, ax in enumerate(axes):
 
             # ax object also has an extra dim for columns