diff --git a/inference-engine/src/transformations/include/transformations/mish_fusion.hpp b/inference-engine/src/transformations/include/transformations/mish_fusion.hpp
index 24c46e57661e2f..8c8f9344dddc4c 100644
--- a/inference-engine/src/transformations/include/transformations/mish_fusion.hpp
+++ b/inference-engine/src/transformations/include/transformations/mish_fusion.hpp
@@ -1,4 +1,4 @@
-// Copyright (C) 2018-2020 Intel Corporation
+// Copyright (C) 2020 Intel Corporation
 // SPDX-License-Identifier: Apache-2.0
 //
 
@@ -9,7 +9,7 @@
 
 #include <transformations_visibility.hpp>
 
-#include <ngraph/pass/graph_rewrite.hpp>
+#include "ngraph/pattern/matcher.hpp"
 
 namespace ngraph {
 namespace pass {
@@ -19,12 +19,7 @@ class TRANSFORMATIONS_API MishFusion;
 }  // namespace pass
 }  // namespace ngraph
 
-class ngraph::pass::MishFusion: public ngraph::pass::GraphRewrite {
+class ngraph::pass::MishFusion: public ngraph::pass::MatcherPass {
 public:
-    MishFusion() : GraphRewrite() {
-        mish_fusion();
-    }
-
-private:
-    void mish_fusion();
+    MishFusion();
 };
diff --git a/inference-engine/src/transformations/src/transformations/mish_fusion.cpp b/inference-engine/src/transformations/src/transformations/mish_fusion.cpp
index 5fc95fbaa27e1d..4a389c859eb38a 100644
--- a/inference-engine/src/transformations/src/transformations/mish_fusion.cpp
+++ b/inference-engine/src/transformations/src/transformations/mish_fusion.cpp
@@ -9,51 +9,32 @@
 
 #include <ngraph/opsets/opset4.hpp>
 #include <ngraph/rt_info.hpp>
-
-void ngraph::pass::MishFusion::mish_fusion() {
-    auto input0 = std::make_shared<pattern::op::Label>(element::f64, Shape{1, 1, 1, 1});
-    auto exp = std::make_shared<ngraph::opset4::Exp>(input0);
-    auto input_const = op::Constant::create(element::f64, Shape{1}, {-1});
-    auto add = std::make_shared<ngraph::opset4::Add>(exp, input_const);
-    auto log = std::make_shared<ngraph::opset4::Log>(add);
-    auto tanh = std::make_shared<ngraph::opset4::Tanh>(log);
-    auto mul = std::make_shared<ngraph::opset4::Multiply>(input0, tanh);
-
-    ngraph::graph_rewrite_callback callback = [](pattern::Matcher& m) {
-
-        auto mul = std::dynamic_pointer_cast<ngraph::opset4::Multiply> (m.get_match_root());
-        if (!mul) {
-            return false;
-        }
-
-        auto tanh = std::dynamic_pointer_cast<ngraph::opset4::Tanh> (mul->input_value(1).get_node_shared_ptr());
-        if (!tanh) {
-            return false;
-        }
-
-        auto log = std::dynamic_pointer_cast<ngraph::opset4::Log> (tanh->input_value(0).get_node_shared_ptr());
-        if (!log) {
-            return false;
-        }
-
-        auto add = std::dynamic_pointer_cast<ngraph::opset4::Add> (log->input_value(0).get_node_shared_ptr());
-        if (!add) {
-            return false;
-        }
-
-        auto exp = std::dynamic_pointer_cast<ngraph::opset4::Exp> (add->input_value(0).get_node_shared_ptr());
-        if (!exp) {
-            return false;
-        }
-
-        auto mish = std::make_shared<ngraph::opset4::Mish>(exp->input(0).get_source_output());
-
-        mish->set_friendly_name(exp->get_friendly_name());
-        ngraph::copy_runtime_info({mul, tanh, log, add, exp}, mish);
-        ngraph::replace_node(mul, mish);
-        return true;
-    };
-
-    auto m = std::make_shared<ngraph::pattern::Matcher>(mul, "MishFusion");
-    this->add_matcher(m, callback, PassProperty::CHANGE_DYNAMIC_STATE);
+#include <ngraph/pattern/op/wrap_type.hpp>
+
+ngraph::pass::MishFusion::MishFusion() {
+    auto input = ngraph::pattern::any_input();
+        auto exp = std::make_shared<ngraph::opset4::Exp>(input);
+        auto add = std::make_shared<ngraph::opset4::Add>(exp, ngraph::pattern::wrap_type<ngraph::opset4::Constant>());
+        auto log = std::make_shared<ngraph::opset4::Log>(add);
+        auto tanh = std::make_shared<ngraph::opset4::Tanh>(log);
+        auto mul = std::make_shared<ngraph::opset4::Multiply>(input, tanh);
+
+        ngraph::graph_rewrite_callback callback = [=](ngraph::pattern::Matcher& m) {
+            auto & pattern_to_output = m.get_pattern_value_map();
+            auto exp_input = pattern_to_output.at(input);
+
+            auto mish = std::make_shared<ngraph::opset4::Mish>(exp_input);
+
+            mish->set_friendly_name(m.get_match_root()->get_friendly_name());
+            ngraph::copy_runtime_info({pattern_to_output.at(mul).get_node_shared_ptr(),
+                                       pattern_to_output.at(tanh).get_node_shared_ptr(),
+                                       pattern_to_output.at(log).get_node_shared_ptr(),
+                                       pattern_to_output.at(add).get_node_shared_ptr(),
+                                       pattern_to_output.at(exp).get_node_shared_ptr()}, mish);
+            ngraph::replace_node(m.get_match_root(), mish);
+            return true;
+        };
+
+        auto m = std::make_shared<ngraph::pattern::Matcher>(mul, "MishFusion");
+        register_matcher(m, callback);
 }