diff --git a/develop/_modules/openvino_xai/explainer/explanation.html b/develop/_modules/openvino_xai/explainer/explanation.html
index 7a36bd4b..278d1f4e 100644
--- a/develop/_modules/openvino_xai/explainer/explanation.html
+++ b/develop/_modules/openvino_xai/explainer/explanation.html
@@ -404,8 +404,10 @@ <h1>Source code for openvino_xai.explainer.explanation</h1><div class="highlight
 <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span>
 
 <span class="kn">import</span> <span class="nn">cv2</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 
+<span class="kn">from</span> <span class="nn">openvino_xai.common.utils</span> <span class="kn">import</span> <span class="n">logger</span>
 <span class="kn">from</span> <span class="nn">openvino_xai.explainer.utils</span> <span class="kn">import</span> <span class="p">(</span>
     <span class="n">convert_targets_to_numpy</span><span class="p">,</span>
     <span class="n">explains_all</span><span class="p">,</span>
@@ -549,7 +551,98 @@ <h1>Source code for openvino_xai.explainer.explanation</h1><div class="highlight
                     <span class="n">target_name</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">cls_idx</span><span class="p">)</span>
             <span class="n">image_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">save_name</span><span class="si">}</span><span class="s2">_target_</span><span class="si">{</span><span class="n">target_name</span><span class="si">}</span><span class="s2">.jpg&quot;</span> <span class="k">if</span> <span class="n">save_name</span> <span class="k">else</span> <span class="sa">f</span><span class="s2">&quot;target_</span><span class="si">{</span><span class="n">target_name</span><span class="si">}</span><span class="s2">.jpg&quot;</span>
             <span class="n">cv2</span><span class="o">.</span><span class="n">imwrite</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dir_path</span><span class="p">,</span> <span class="n">image_name</span><span class="p">),</span> <span class="n">img</span><span class="o">=</span><span class="n">map_to_save</span><span class="p">)</span></div>
-</div>
+
+
+<div class="viewcode-block" id="Explanation.plot">
+<a class="viewcode-back" href="../../../api-manual.html#openvino_xai.explainer.Explanation.plot">[docs]</a>
+    <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">targets</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span> <span class="o">|</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span> <span class="o">|</span> <span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">backend</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;matplotlib&quot;</span><span class="p">,</span>
+        <span class="n">max_num_plots</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">24</span><span class="p">,</span>
+        <span class="n">num_columns</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">4</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Plots saliency maps using the specified backend.</span>
+
+<span class="sd">        This function plots available saliency maps using the specified backend. Targets to plot</span>
+<span class="sd">        can be specified by passing a list of target class indices or names. If a provided class is</span>
+<span class="sd">        not available among the saliency maps, it is omitted.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            targets (np.ndarray | List[int | str] | None): A list or array of target class indices or names to plot.</span>
+<span class="sd">                By default, it&#39;s None, and all available saliency maps are plotted.</span>
+<span class="sd">            backend (str): The plotting backend to use. Can be either &#39;matplotlib&#39; (recommended for Jupyter)</span>
+<span class="sd">                or &#39;cv&#39; (recommended for Python scripts). Default is &#39;matplotlib&#39;.</span>
+<span class="sd">            max_num_plots (int): Max number of images to plot. Default is 24 to avoid memory issues.</span>
+<span class="sd">            num_columns (int): Number of columns in the saliency maps visualization grid for the matplotlib backend.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">targets</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">explains_all</span><span class="p">(</span><span class="n">targets</span><span class="p">):</span>
+            <span class="n">checked_targets</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">targets</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">target_indices</span> <span class="o">=</span> <span class="n">get_target_indices</span><span class="p">(</span><span class="n">targets</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">label_names</span><span class="p">)</span>
+            <span class="n">checked_targets</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">target_index</span> <span class="ow">in</span> <span class="n">target_indices</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">target_index</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">saliency_map</span><span class="p">:</span>
+                    <span class="n">checked_targets</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">target_index</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Provided class index </span><span class="si">{</span><span class="n">target_index</span><span class="si">}</span><span class="s2"> is not available among saliency maps.&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">checked_targets</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">max_num_plots</span><span class="p">:</span>
+            <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;Decrease the number of plotted saliency maps from </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">checked_targets</span><span class="p">)</span><span class="si">}</span><span class="s2"> to </span><span class="si">{</span><span class="n">max_num_plots</span><span class="si">}</span><span class="s2">&quot;</span>
+                <span class="s2">&quot; to avoid the memory issue. To avoid this, increase the &#39;max_num_plots&#39; argument.&quot;</span>
+            <span class="p">)</span>
+            <span class="n">checked_targets</span> <span class="o">=</span> <span class="n">checked_targets</span><span class="p">[:</span><span class="n">max_num_plots</span><span class="p">]</span>
+
+        <span class="k">if</span> <span class="n">backend</span> <span class="o">==</span> <span class="s2">&quot;matplotlib&quot;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_plot_matplotlib</span><span class="p">(</span><span class="n">checked_targets</span><span class="p">,</span> <span class="n">num_columns</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">backend</span> <span class="o">==</span> <span class="s2">&quot;cv&quot;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_plot_cv</span><span class="p">(</span><span class="n">checked_targets</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown backend </span><span class="si">{</span><span class="n">backend</span><span class="si">}</span><span class="s2">. Use &#39;matplotlib&#39; or &#39;cv&#39;.&quot;</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span> <span class="nf">_plot_matplotlib</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">checked_targets</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">int</span> <span class="o">|</span> <span class="nb">str</span><span class="p">],</span> <span class="n">num_cols</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Plots saliency maps using matplotlib.&quot;&quot;&quot;</span>
+        <span class="n">num_rows</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">checked_targets</span><span class="p">)</span> <span class="o">/</span> <span class="n">num_cols</span><span class="p">))</span>
+        <span class="n">_</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">num_rows</span><span class="p">,</span> <span class="n">num_cols</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span> <span class="o">*</span> <span class="n">num_cols</span><span class="p">,</span> <span class="mi">6</span> <span class="o">*</span> <span class="n">num_rows</span><span class="p">))</span>
+        <span class="n">axes</span> <span class="o">=</span> <span class="n">axes</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
+
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">target_index</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">checked_targets</span><span class="p">):</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">label_names</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">target_index</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int64</span><span class="p">):</span>
+                <span class="n">label_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">label_names</span><span class="p">[</span><span class="n">target_index</span><span class="p">]</span><span class="si">}</span><span class="s2"> (</span><span class="si">{</span><span class="n">target_index</span><span class="si">}</span><span class="s2">)&quot;</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">label_name</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">target_index</span><span class="p">)</span>
+
+            <span class="n">map_to_plot</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">saliency_map</span><span class="p">[</span><span class="n">target_index</span><span class="p">]</span>
+
+            <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">map_to_plot</span><span class="p">)</span>
+            <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s2">&quot;off&quot;</span><span class="p">)</span>  <span class="c1"># Hide the axis</span>
+            <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Class </span><span class="si">{</span><span class="n">label_name</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="c1"># Hide remaining axes</span>
+        <span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="n">axes</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">checked_targets</span><span class="p">)</span> <span class="p">:]:</span>
+            <span class="n">ax</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+
+        <span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
+        <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_plot_cv</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">checked_targets</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">int</span> <span class="o">|</span> <span class="nb">str</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Plots saliency maps using OpenCV.&quot;&quot;&quot;</span>
+        <span class="k">for</span> <span class="n">target_index</span> <span class="ow">in</span> <span class="n">checked_targets</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">label_names</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">target_index</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int64</span><span class="p">):</span>
+                <span class="n">label_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">label_names</span><span class="p">[</span><span class="n">target_index</span><span class="p">]</span><span class="si">}</span><span class="s2"> (</span><span class="si">{</span><span class="n">target_index</span><span class="si">}</span><span class="s2">)&quot;</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">label_name</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">target_index</span><span class="p">)</span>
+
+            <span class="n">map_to_plot</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">saliency_map</span><span class="p">[</span><span class="n">target_index</span><span class="p">]</span>
+            <span class="n">map_to_plot</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">map_to_plot</span><span class="p">,</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2RGB</span><span class="p">)</span>
+
+            <span class="n">cv2</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Class </span><span class="si">{</span><span class="n">label_name</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">map_to_plot</span><span class="p">)</span>
+            <span class="n">cv2</span><span class="o">.</span><span class="n">waitKey</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+        <span class="n">cv2</span><span class="o">.</span><span class="n">destroyAllWindows</span><span class="p">()</span></div>
 
 
 
diff --git a/develop/_sources/user-guide.md.txt b/develop/_sources/user-guide.md.txt
index 93ee4cf8..23db8cf4 100644
--- a/develop/_sources/user-guide.md.txt
+++ b/develop/_sources/user-guide.md.txt
@@ -13,12 +13,16 @@ Content:
 - [OpenVINO™ Explainable AI Toolkit User Guide](#openvino-explainable-ai-toolkit-user-guide)
   - [OpenVINO XAI Architecture](#openvino-xai-architecture)
   - [`Explainer`: the main interface to XAI algorithms](#explainer-the-main-interface-to-xai-algorithms)
+    - [Create Explainer for OpenVINO Model instance](#create-explainer-for-openvino-model-instance)
+    - [Create Explainer from OpenVINO IR file](#create-explainer-from-openvino-ir-file)
+    - [Create Explainer from ONNX model file](#create-explainer-from-onnx-model-file)
   - [Basic usage: Auto mode](#basic-usage-auto-mode)
     - [Running without `preprocess_fn`](#running-without-preprocess_fn)
     - [Specifying `preprocess_fn`](#specifying-preprocess_fn)
   - [White-Box mode](#white-box-mode)
   - [Black-Box mode](#black-box-mode)
   - [XAI insertion (white-box usage)](#xai-insertion-white-box-usage)
+  - [Plot saliency maps](#plot-saliency-maps)
   - [Example scripts](#example-scripts)
 
 
@@ -97,12 +101,12 @@ Here's the example how we can avoid passing `preprocess_fn` by preprocessing dat
 import cv2
 import numpy as np
 import openvino.runtime as ov
-from openvino.runtime.utils.data_helpers.wrappers import OVDict
+from from typing import Mapping
 
 import openvino_xai as xai
 
 
-def postprocess_fn(x: OVDict):
+def postprocess_fn(x: Mapping):
     # Implementing our own post-process function based on the model's implementation
     # Return "logits" model output
     return x["logits"]
@@ -143,7 +147,7 @@ explanation.save("output_path", "name")
 import cv2
 import numpy as np
 import openvino.runtime as ov
-from openvino.runtime.utils.data_helpers.wrappers import OVDict
+from typing import Mapping
 
 import openvino_xai as xai
 
@@ -154,7 +158,7 @@ def preprocess_fn(x: np.ndarray) -> np.ndarray:
     x = np.expand_dims(x, 0)
     return x
 
-def postprocess_fn(x: OVDict):
+def postprocess_fn(x: Mapping):
     # Implementing our own post-process function based on the model's implementation
     # Return "logits" model output
     return x["logits"]
@@ -327,6 +331,65 @@ model_xai = xai.insert_xai(
 # ***** Downstream task: user's code that infers model_xai and picks 'saliency_map' output *****
 ```
 
+## Plot saliency maps
+
+To visualize saliency maps, use the `explanation.plot` function.
+
+The `matplotlib` backend is more convenient for plotting saliency maps in Jupyter notebooks, as it uses the Matplotlib library. By default it generates the grid with 4 images per row (can be agjusted by `num_collumns` parameter).
+
+The `cv` backend is better for visualization in Python scripts, as it opens extra windows to display the generated saliency maps.
+
+```python
+import cv2
+import numpy as np
+import openvino.runtime as ov
+import openvino_xai as xai
+
+def preprocess_fn(image: np.ndarray) -> np.ndarray:
+    """Preprocess the input image."""
+    resized_image = cv2.resize(src=image, dsize=(224, 224))
+    expanded_image = np.expand_dims(resized_image, 0)
+    return expanded_image
+
+# Create ov.Model
+MODEL_PATH = "path/to/model.xml"
+model = ov.Core().read_model(MODEL_PATH)  # type: ov.Model
+
+# The Explainer object will prepare and load the model once in the beginning
+explainer = xai.Explainer(
+    model,
+    task=xai.Task.CLASSIFICATION,
+    preprocess_fn=preprocess_fn,
+)
+
+voc_labels = [
+    'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus', 'car', 'cat', 'chair', 'cow', 'diningtable',
+    'dog', 'horse', 'motorbike', 'person', 'pottedplant', 'sheep', 'sofa', 'train', 'tvmonitor'
+]
+
+# Generate and process saliency maps (as many as required, sequentially)
+image = cv2.imread("path/to/image.jpg")
+
+# Run explanation
+explanation = explainer(
+    image,
+    explain_mode=ExplainMode.WHITEBOX,
+    label_names=voc_labels,
+    target_explain_labels=[7, 11],  # ['cat', 'dog'] also possible as target classes to explain
+)
+
+# Use matplotlib (recommended for Jupyter) - default backend
+explanation.plot() # plot all saliency map
+explanation.plot(targets=[7], backend="matplotlib")
+explanation.plot(targets=["cat"], backend="matplotlib")
+# Plots a grid with 5 images per row
+explanation.plot(num_columns=5, backend="matplotlib")
+
+# Use OpenCV (recommended for Python) - will open new windows with saliency maps
+explanation.plot(backend="cv") # plot all saliency map
+explanation.plot(targets=[7], backend="cv")
+explanation.plot(targets=["cat"], backend="cv")
+```
 
 ## Example scripts
 
diff --git a/develop/api-manual.html b/develop/api-manual.html
index 90a219d8..7add6137 100644
--- a/develop/api-manual.html
+++ b/develop/api-manual.html
@@ -530,7 +530,7 @@ <h2>Explanation<a class="headerlink" href="#explanation" title="Link to this hea
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="openvino_xai.explainer.Explainer.__call__">
-<span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">original_input_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Tuple" title="(in Python v3.12)"><span class="pre">Tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colormap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><span class="pre">float</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openvino_xai.explainer.Explanation" title="openvino_xai.explainer.explanation.Explanation"><span class="pre">Explanation</span></a></span></span><a class="reference internal" href="_modules/openvino_xai/explainer/explainer.html#Explainer.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#openvino_xai.explainer.Explainer.__call__" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">original_input_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Tuple" title="(in Python v3.12)"><span class="pre">Tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colormap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><span class="pre">float</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openvino_xai.explainer.Explanation" title="openvino_xai.explainer.explanation.Explanation"><span class="pre">Explanation</span></a></span></span><a class="reference internal" href="_modules/openvino_xai/explainer/explainer.html#Explainer.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#openvino_xai.explainer.Explainer.__call__" title="Link to this definition">#</a></dt>
 <dd><p>Call self as a function.</p>
 </dd></dl>
 
@@ -550,7 +550,7 @@ <h2>Explanation<a class="headerlink" href="#explanation" title="Link to this hea
 
 <dl class="py method">
 <dt class="sig sig-object py" id="openvino_xai.explainer.Explainer.explain">
-<span class="sig-name descname"><span class="pre">explain</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">original_input_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Tuple" title="(in Python v3.12)"><span class="pre">Tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colormap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><span class="pre">float</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openvino_xai.explainer.Explanation" title="openvino_xai.explainer.explanation.Explanation"><span class="pre">Explanation</span></a></span></span><a class="reference internal" href="_modules/openvino_xai/explainer/explainer.html#Explainer.explain"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#openvino_xai.explainer.Explainer.explain" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">explain</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">original_input_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Tuple" title="(in Python v3.12)"><span class="pre">Tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colormap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><span class="pre">float</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openvino_xai.explainer.Explanation" title="openvino_xai.explainer.explanation.Explanation"><span class="pre">Explanation</span></a></span></span><a class="reference internal" href="_modules/openvino_xai/explainer/explainer.html#Explainer.explain"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#openvino_xai.explainer.Explainer.explain" title="Link to this definition">#</a></dt>
 <dd><p>Interface that generates explanation result.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -582,7 +582,7 @@ <h2>Explanation<a class="headerlink" href="#explanation" title="Link to this hea
 
 <dl class="py class">
 <dt class="sig sig-object py" id="openvino_xai.explainer.Explanation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openvino_xai.explainer.</span></span><span class="sig-name descname"><span class="pre">Explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">saliency_map</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Dict" title="(in Python v3.12)"><span class="pre">Dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/openvino_xai/explainer/explanation.html#Explanation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#openvino_xai.explainer.Explanation" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openvino_xai.explainer.</span></span><span class="sig-name descname"><span class="pre">Explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">saliency_map</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Dict" title="(in Python v3.12)"><span class="pre">Dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/openvino_xai/explainer/explanation.html#Explanation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#openvino_xai.explainer.Explanation" title="Link to this definition">#</a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.12)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
 <p>Explanation selects target saliency maps, holds it and its layout.</p>
 <dl class="field-list simple">
@@ -595,6 +595,26 @@ <h2>Explanation<a class="headerlink" href="#explanation" title="Link to this hea
 </ul>
 </dd>
 </dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="openvino_xai.explainer.Explanation.plot">
+<span class="sig-name descname"><span class="pre">plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">targets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.0)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.12)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">backend</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'matplotlib'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_num_plots</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">24</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_columns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><span class="pre">None</span></a></span></span><a class="reference internal" href="_modules/openvino_xai/explainer/explanation.html#Explanation.plot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#openvino_xai.explainer.Explanation.plot" title="Link to this definition">#</a></dt>
+<dd><p>Plots saliency maps using the specified backend.</p>
+<p>This function plots available saliency maps using the specified backend. Targets to plot
+can be specified by passing a list of target class indices or names. If a provided class is
+not available among the saliency maps, it is omitted.</p>
+<dl>
+<dt>Args:</dt><dd><dl class="simple">
+<dt>targets (np.ndarray | List[int | str] | None): A list or array of target class indices or names to plot.</dt><dd><p>By default, it’s None, and all available saliency maps are plotted.</p>
+</dd>
+<dt>backend (str): The plotting backend to use. Can be either ‘matplotlib’ (recommended for Jupyter)</dt><dd><p>or ‘cv’ (recommended for Python scripts). Default is ‘matplotlib’.</p>
+</dd>
+</dl>
+<p>max_num_plots (int): Max number of images to plot. Default is 24 to avoid memory issues.
+num_columns (int): Number of columns in the saliency maps visualization grid for the matplotlib backend.</p>
+</dd>
+</dl>
+</dd></dl>
+
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@@ -1009,6 +1029,7 @@ <h2>Methods<a class="headerlink" href="#methods" title="Link to this heading">#<
 </ul>
 </li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#openvino_xai.explainer.Explanation"><code class="docutils literal notranslate"><span class="pre">Explanation</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#openvino_xai.explainer.Explanation.plot"><code class="docutils literal notranslate"><span class="pre">Explanation.plot()</span></code></a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#openvino_xai.explainer.Explanation.save"><code class="docutils literal notranslate"><span class="pre">Explanation.save()</span></code></a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#openvino_xai.explainer.Explanation.saliency_map"><code class="docutils literal notranslate"><span class="pre">Explanation.saliency_map</span></code></a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#openvino_xai.explainer.Explanation.shape"><code class="docutils literal notranslate"><span class="pre">Explanation.shape</span></code></a></li>
diff --git a/develop/genindex.html b/develop/genindex.html
index 8681f19e..67766ebb 100644
--- a/develop/genindex.html
+++ b/develop/genindex.html
@@ -570,6 +570,10 @@ <h2 id="O">O</h2>
 
 <h2 id="P">P</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="api-manual.html#openvino_xai.explainer.Explanation.plot">plot() (openvino_xai.explainer.Explanation method)</a>
+</li>
+  </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api-manual.html#openvino_xai.methods.WhiteBoxMethod.prepare_model">prepare_model() (openvino_xai.methods.WhiteBoxMethod method)</a>
 </li>
diff --git a/develop/index.html b/develop/index.html
index 1d885ce5..73c1b5f8 100644
--- a/develop/index.html
+++ b/develop/index.html
@@ -392,6 +392,7 @@ <h1>Welcome to OpenVINO™ Explainable AI Toolkit’s documentation!<a class="he
 <li class="toctree-l2"><a class="reference internal" href="user-guide.html#white-box-mode">White-Box mode</a></li>
 <li class="toctree-l2"><a class="reference internal" href="user-guide.html#black-box-mode">Black-Box mode</a></li>
 <li class="toctree-l2"><a class="reference internal" href="user-guide.html#xai-insertion-white-box-usage">XAI insertion (white-box usage)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="user-guide.html#plot-saliency-maps">Plot saliency maps</a></li>
 <li class="toctree-l2"><a class="reference internal" href="user-guide.html#example-scripts">Example scripts</a></li>
 </ul>
 </li>
diff --git a/develop/objects.inv b/develop/objects.inv
index 1e24d9cd..682051d2 100644
Binary files a/develop/objects.inv and b/develop/objects.inv differ
diff --git a/develop/searchindex.js b/develop/searchindex.js
index c346609d..ebe7b824 100644
--- a/develop/searchindex.js
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\ No newline at end of file
+Search.setIndex({"alltitles": {"1 Introduction": [[1, "introduction"]], "2 Automating Code Formatting": [[1, "automating-code-formatting"]], "3 Python Language Rules": [[1, "python-language-rules"]], "3.1 Type Annotated Code": [[1, "type-annotated-code"]], "3.2 Avoid using mutable default arguments": [[1, "avoid-using-mutable-default-arguments"]], "4 Python Style Rules": [[1, "python-style-rules"]], "API": [[0, "api"]], "Basic usage: Auto mode": [[4, "basic-usage-auto-mode"]], "Black-Box mode": [[4, "black-box-mode"]], "Common": [[0, "common"]], "Contents:": [[3, null]], "Contributing": [[2, "contributing"]], "Create Explainer for OpenVINO Model instance": [[4, "create-explainer-for-openvino-model-instance"]], "Create Explainer from ONNX model file": [[4, "create-explainer-from-onnx-model-file"]], "Create Explainer from OpenVINO IR file": [[4, "create-explainer-from-openvino-ir-file"]], "Disclaimer": [[2, "disclaimer"]], "Example scripts": [[4, "example-scripts"]], "Explainer: the main interface to XAI algorithms": [[4, "explainer-the-main-interface-to-xai-algorithms"]], "Explanation": [[0, "explanation"]], "Features": [[2, "features"]], "Hello, OpenVINO XAI": [[2, "hello-openvino-xai"]], "Indices and tables": [[3, "indices-and-tables"]], "Installation": [[2, "installation"]], "License": [[2, "license"]], "Methods": [[0, "methods"]], "More advanced use-cases": [[2, "more-advanced-use-cases"]], "OpenVINO XAI Architecture": [[4, "openvino-xai-architecture"]], "OpenVINO-XAI Python API": [[0, null]], "OpenVINO\u2122 Explainable AI Toolkit - OpenVINO XAI": [[2, null]], "OpenVINO\u2122 Explainable AI Toolkit User Guide": [[4, null]], "Playing with the examples": [[2, "playing-with-the-examples"]], "Plot saliency maps": [[4, "plot-saliency-maps"]], "Quick Start": [[2, "quick-start"]], "Running without preprocess_fn": [[4, "running-without-preprocess-fn"]], "Specifying preprocess_fn": [[4, "specifying-preprocess-fn"]], "Style Guide for Python Code": [[1, null]], "Supported XAI methods": [[2, "supported-xai-methods"]], "Supported explainable models": [[2, "supported-explainable-models"]], "Welcome to OpenVINO\u2122 Explainable AI Toolkit\u2019s documentation!": [[3, null]], "What\u2019s new in v1.0.0": [[2, "what-s-new-in-v1-0-0"]], "White-Box mode": [[4, "white-box-mode"]], "XAI insertion (white-box usage)": [[4, "xai-insertion-white-box-usage"]]}, "docnames": ["api-manual", "coding-guide", "getting-started", "index", "user-guide"], "envversion": {"sphinx": 63, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.viewcode": 1}, "filenames": ["api-manual.rst", "coding-guide.md", "getting-started.md", "index.rst", "user-guide.md"], "indexentries": {"__call__() 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\ No newline at end of file
diff --git a/develop/user-guide.html b/develop/user-guide.html
index 99c1dcb4..b209009c 100644
--- a/develop/user-guide.html
+++ b/develop/user-guide.html
@@ -346,6 +346,7 @@ <h3><a href="index.html">Table of Contents</a></h3>
 <li class="toctree-l2"><a class="reference internal" href="#white-box-mode">White-Box mode</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#black-box-mode">Black-Box mode</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#xai-insertion-white-box-usage">XAI insertion (white-box usage)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#plot-saliency-maps">Plot saliency maps</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#example-scripts">Example scripts</a></li>
 </ul>
 </li>
@@ -416,7 +417,13 @@ <h1>OpenVINO™ Explainable AI Toolkit User Guide<a class="headerlink" href="#op
 <li><p><a class="reference internal" href="#openvino-explainable-ai-toolkit-user-guide"><span class="xref myst">OpenVINO™ Explainable AI Toolkit User Guide</span></a></p>
 <ul>
 <li><p><a class="reference internal" href="#openvino-xai-architecture"><span class="xref myst">OpenVINO XAI Architecture</span></a></p></li>
-<li><p><a class="reference internal" href="#explainer-the-main-interface-to-xai-algorithms"><span class="xref myst"><code class="docutils literal notranslate"><span class="pre">Explainer</span></code>: the main interface to XAI algorithms</span></a></p></li>
+<li><p><a class="reference internal" href="#explainer-the-main-interface-to-xai-algorithms"><span class="xref myst"><code class="docutils literal notranslate"><span class="pre">Explainer</span></code>: the main interface to XAI algorithms</span></a></p>
+<ul>
+<li><p><a class="reference internal" href="#create-explainer-for-openvino-model-instance"><span class="xref myst">Create Explainer for OpenVINO Model instance</span></a></p></li>
+<li><p><a class="reference internal" href="#create-explainer-from-openvino-ir-file"><span class="xref myst">Create Explainer from OpenVINO IR file</span></a></p></li>
+<li><p><a class="reference internal" href="#create-explainer-from-onnx-model-file"><span class="xref myst">Create Explainer from ONNX model file</span></a></p></li>
+</ul>
+</li>
 <li><p><a class="reference internal" href="#basic-usage-auto-mode"><span class="xref myst">Basic usage: Auto mode</span></a></p>
 <ul>
 <li><p><a class="reference internal" href="#running-without-preprocess_fn"><span class="xref myst">Running without <code class="docutils literal notranslate"><span class="pre">preprocess_fn</span></code></span></a></p></li>
@@ -426,6 +433,7 @@ <h1>OpenVINO™ Explainable AI Toolkit User Guide<a class="headerlink" href="#op
 <li><p><a class="reference internal" href="#white-box-mode"><span class="xref myst">White-Box mode</span></a></p></li>
 <li><p><a class="reference internal" href="#black-box-mode"><span class="xref myst">Black-Box mode</span></a></p></li>
 <li><p><a class="reference internal" href="#xai-insertion-white-box-usage"><span class="xref myst">XAI insertion (white-box usage)</span></a></p></li>
+<li><p><a class="reference internal" href="#plot-saliency-maps"><span class="xref myst">Plot saliency maps</span></a></p></li>
 <li><p><a class="reference internal" href="#example-scripts"><span class="xref myst">Example scripts</span></a></p></li>
 </ul>
 </li>
@@ -495,12 +503,12 @@ <h3>Running without <code class="docutils literal notranslate"><span class="pre"
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">cv2</span>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">import</span> <span class="nn">openvino.runtime</span> <span class="k">as</span> <span class="nn">ov</span>
-<span class="kn">from</span> <span class="nn">openvino.runtime.utils.data_helpers.wrappers</span> <span class="kn">import</span> <span class="n">OVDict</span>
+<span class="kn">from</span> <span class="nn">from</span> <span class="n">typing</span> <span class="kn">import</span> <span class="nn">Mapping</span>
 
 <span class="kn">import</span> <span class="nn">openvino_xai</span> <span class="k">as</span> <span class="nn">xai</span>
 
 
-<span class="k">def</span> <span class="nf">postprocess_fn</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">OVDict</span><span class="p">):</span>
+<span class="k">def</span> <span class="nf">postprocess_fn</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">):</span>
     <span class="c1"># Implementing our own post-process function based on the model&#39;s implementation</span>
     <span class="c1"># Return &quot;logits&quot; model output</span>
     <span class="k">return</span> <span class="n">x</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span>
@@ -540,7 +548,7 @@ <h3>Specifying <code class="docutils literal notranslate"><span class="pre">prep
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">cv2</span>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">import</span> <span class="nn">openvino.runtime</span> <span class="k">as</span> <span class="nn">ov</span>
-<span class="kn">from</span> <span class="nn">openvino.runtime.utils.data_helpers.wrappers</span> <span class="kn">import</span> <span class="n">OVDict</span>
+<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Mapping</span>
 
 <span class="kn">import</span> <span class="nn">openvino_xai</span> <span class="k">as</span> <span class="nn">xai</span>
 
@@ -551,7 +559,7 @@ <h3>Specifying <code class="docutils literal notranslate"><span class="pre">prep
     <span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
     <span class="k">return</span> <span class="n">x</span>
 
-<span class="k">def</span> <span class="nf">postprocess_fn</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">OVDict</span><span class="p">):</span>
+<span class="k">def</span> <span class="nf">postprocess_fn</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">):</span>
     <span class="c1"># Implementing our own post-process function based on the model&#39;s implementation</span>
     <span class="c1"># Return &quot;logits&quot; model output</span>
     <span class="k">return</span> <span class="n">x</span><span class="p">[</span><span class="s2">&quot;logits&quot;</span><span class="p">]</span>
@@ -715,6 +723,63 @@ <h2>XAI insertion (white-box usage)<a class="headerlink" href="#xai-insertion-wh
 </pre></div>
 </div>
 </section>
+<section id="plot-saliency-maps">
+<h2>Plot saliency maps<a class="headerlink" href="#plot-saliency-maps" title="Link to this heading">#</a></h2>
+<p>To visualize saliency maps, use the <code class="docutils literal notranslate"><span class="pre">explanation.plot</span></code> function.</p>
+<p>The <code class="docutils literal notranslate"><span class="pre">matplotlib</span></code> backend is more convenient for plotting saliency maps in Jupyter notebooks, as it uses the Matplotlib library. By default it generates the grid with 4 images per row (can be agjusted by <code class="docutils literal notranslate"><span class="pre">num_collumns</span></code> parameter).</p>
+<p>The <code class="docutils literal notranslate"><span class="pre">cv</span></code> backend is better for visualization in Python scripts, as it opens extra windows to display the generated saliency maps.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">cv2</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">openvino.runtime</span> <span class="k">as</span> <span class="nn">ov</span>
+<span class="kn">import</span> <span class="nn">openvino_xai</span> <span class="k">as</span> <span class="nn">xai</span>
+
+<span class="k">def</span> <span class="nf">preprocess_fn</span><span class="p">(</span><span class="n">image</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Preprocess the input image.&quot;&quot;&quot;</span>
+    <span class="n">resized_image</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">src</span><span class="o">=</span><span class="n">image</span><span class="p">,</span> <span class="n">dsize</span><span class="o">=</span><span class="p">(</span><span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">))</span>
+    <span class="n">expanded_image</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">resized_image</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">expanded_image</span>
+
+<span class="c1"># Create ov.Model</span>
+<span class="n">MODEL_PATH</span> <span class="o">=</span> <span class="s2">&quot;path/to/model.xml&quot;</span>
+<span class="n">model</span> <span class="o">=</span> <span class="n">ov</span><span class="o">.</span><span class="n">Core</span><span class="p">()</span><span class="o">.</span><span class="n">read_model</span><span class="p">(</span><span class="n">MODEL_PATH</span><span class="p">)</span>  <span class="c1"># type: ov.Model</span>
+
+<span class="c1"># The Explainer object will prepare and load the model once in the beginning</span>
+<span class="n">explainer</span> <span class="o">=</span> <span class="n">xai</span><span class="o">.</span><span class="n">Explainer</span><span class="p">(</span>
+    <span class="n">model</span><span class="p">,</span>
+    <span class="n">task</span><span class="o">=</span><span class="n">xai</span><span class="o">.</span><span class="n">Task</span><span class="o">.</span><span class="n">CLASSIFICATION</span><span class="p">,</span>
+    <span class="n">preprocess_fn</span><span class="o">=</span><span class="n">preprocess_fn</span><span class="p">,</span>
+<span class="p">)</span>
+
+<span class="n">voc_labels</span> <span class="o">=</span> <span class="p">[</span>
+    <span class="s1">&#39;aeroplane&#39;</span><span class="p">,</span> <span class="s1">&#39;bicycle&#39;</span><span class="p">,</span> <span class="s1">&#39;bird&#39;</span><span class="p">,</span> <span class="s1">&#39;boat&#39;</span><span class="p">,</span> <span class="s1">&#39;bottle&#39;</span><span class="p">,</span> <span class="s1">&#39;bus&#39;</span><span class="p">,</span> <span class="s1">&#39;car&#39;</span><span class="p">,</span> <span class="s1">&#39;cat&#39;</span><span class="p">,</span> <span class="s1">&#39;chair&#39;</span><span class="p">,</span> <span class="s1">&#39;cow&#39;</span><span class="p">,</span> <span class="s1">&#39;diningtable&#39;</span><span class="p">,</span>
+    <span class="s1">&#39;dog&#39;</span><span class="p">,</span> <span class="s1">&#39;horse&#39;</span><span class="p">,</span> <span class="s1">&#39;motorbike&#39;</span><span class="p">,</span> <span class="s1">&#39;person&#39;</span><span class="p">,</span> <span class="s1">&#39;pottedplant&#39;</span><span class="p">,</span> <span class="s1">&#39;sheep&#39;</span><span class="p">,</span> <span class="s1">&#39;sofa&#39;</span><span class="p">,</span> <span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="s1">&#39;tvmonitor&#39;</span>
+<span class="p">]</span>
+
+<span class="c1"># Generate and process saliency maps (as many as required, sequentially)</span>
+<span class="n">image</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">&quot;path/to/image.jpg&quot;</span><span class="p">)</span>
+
+<span class="c1"># Run explanation</span>
+<span class="n">explanation</span> <span class="o">=</span> <span class="n">explainer</span><span class="p">(</span>
+    <span class="n">image</span><span class="p">,</span>
+    <span class="n">explain_mode</span><span class="o">=</span><span class="n">ExplainMode</span><span class="o">.</span><span class="n">WHITEBOX</span><span class="p">,</span>
+    <span class="n">label_names</span><span class="o">=</span><span class="n">voc_labels</span><span class="p">,</span>
+    <span class="n">target_explain_labels</span><span class="o">=</span><span class="p">[</span><span class="mi">7</span><span class="p">,</span> <span class="mi">11</span><span class="p">],</span>  <span class="c1"># [&#39;cat&#39;, &#39;dog&#39;] also possible as target classes to explain</span>
+<span class="p">)</span>
+
+<span class="c1"># Use matplotlib (recommended for Jupyter) - default backend</span>
+<span class="n">explanation</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span> <span class="c1"># plot all saliency map</span>
+<span class="n">explanation</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">targets</span><span class="o">=</span><span class="p">[</span><span class="mi">7</span><span class="p">],</span> <span class="n">backend</span><span class="o">=</span><span class="s2">&quot;matplotlib&quot;</span><span class="p">)</span>
+<span class="n">explanation</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">targets</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;cat&quot;</span><span class="p">],</span> <span class="n">backend</span><span class="o">=</span><span class="s2">&quot;matplotlib&quot;</span><span class="p">)</span>
+<span class="c1"># Plots a grid with 5 images per row</span>
+<span class="n">explanation</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">num_columns</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">backend</span><span class="o">=</span><span class="s2">&quot;matplotlib&quot;</span><span class="p">)</span>
+
+<span class="c1"># Use OpenCV (recommended for Python) - will open new windows with saliency maps</span>
+<span class="n">explanation</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">backend</span><span class="o">=</span><span class="s2">&quot;cv&quot;</span><span class="p">)</span> <span class="c1"># plot all saliency map</span>
+<span class="n">explanation</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">targets</span><span class="o">=</span><span class="p">[</span><span class="mi">7</span><span class="p">],</span> <span class="n">backend</span><span class="o">=</span><span class="s2">&quot;cv&quot;</span><span class="p">)</span>
+<span class="n">explanation</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">targets</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;cat&quot;</span><span class="p">],</span> <span class="n">backend</span><span class="o">=</span><span class="s2">&quot;cv&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</section>
 <section id="example-scripts">
 <h2>Example scripts<a class="headerlink" href="#example-scripts" title="Link to this heading">#</a></h2>
 <p>More usage scenarios that can be used with your own models and images as arguments are available in <a class="reference internal" href="#../../examples"><span class="xref myst">examples</span></a>.</p>
@@ -792,6 +857,7 @@ <h2>Example scripts<a class="headerlink" href="#example-scripts" title="Link to
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#white-box-mode">White-Box mode</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#black-box-mode">Black-Box mode</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#xai-insertion-white-box-usage">XAI insertion (white-box usage)</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#plot-saliency-maps">Plot saliency maps</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#example-scripts">Example scripts</a></li>
 </ul>
   </nav></div>