diff --git a/ngraph/frontend/onnx/onnx_import/src/editor.cpp b/ngraph/frontend/onnx/onnx_import/src/editor.cpp
index 172f0748a42cfa..81737b8a9ed6cd 100644
--- a/ngraph/frontend/onnx/onnx_import/src/editor.cpp
+++ b/ngraph/frontend/onnx/onnx_import/src/editor.cpp
@@ -385,9 +385,9 @@ std::vector<std::string> onnx_editor::ONNXModelEditor::model_inputs() const
 {
     const auto& graph = m_pimpl->m_model_proto->graph();
     std::vector<std::string> inputs;
-    inputs.reserve(graph.input_size() - graph.initializer_size());
     for (const auto& in : graph.input())
     {
+        // ignore inputs which are initializers
         if (std::find_if(graph.initializer().begin(),
                          graph.initializer().end(),
                          [&in](const TensorProto& initializer) {
diff --git a/ngraph/test/onnx/onnx_editor.cpp b/ngraph/test/onnx/onnx_editor.cpp
index c08db423744a72..707a121bea1a3e 100644
--- a/ngraph/test/onnx/onnx_editor.cpp
+++ b/ngraph/test/onnx/onnx_editor.cpp
@@ -1508,6 +1508,15 @@ NGRAPH_TEST(onnx_editor, model_inputs)
     EXPECT_TRUE(inputs == (std::vector<std::string>{"in1", "in2", "in3"})); // in4 is initializer
 }
 
+NGRAPH_TEST(onnx_editor, model_inputs_with_non_input_initializers)
+{
+    ONNXModelEditor editor{file_util::path_join(
+        SERIALIZED_ZOO, "onnx/instance_norm_dynamic.prototxt")};
+
+    const auto inputs = editor.model_inputs();
+    EXPECT_TRUE(inputs == (std::vector<std::string>{"input"}));
+}
+
 NGRAPH_TEST(onnx_editor, model_output)
 {
     ONNXModelEditor editor{file_util::path_join(