diff --git a/src/core/include/ngraph/coordinate_diff.hpp b/src/core/include/ngraph/coordinate_diff.hpp
deleted file mode 100644
index b8d85b0b2717b2..00000000000000
--- a/src/core/include/ngraph/coordinate_diff.hpp
+++ /dev/null
@@ -1,26 +0,0 @@
-// Copyright (C) 2018-2023 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#pragma once
-
-#if !defined(IN_OV_COMPONENT) && !defined(NGRAPH_LEGACY_HEADER_INCLUDED)
-#    define NGRAPH_LEGACY_HEADER_INCLUDED
-#    ifdef _MSC_VER
-#        pragma message( \
-            "The nGraph API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
-#    else
-#        warning("The nGraph API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
-#    endif
-#endif
-
-#include <cstddef>
-#include <ostream>
-#include <vector>
-
-#include "openvino/core/coordinate_diff.hpp"
-
-namespace ngraph {
-/// \brief A difference (signed) of tensor element coordinates.
-using ov::CoordinateDiff;
-}  // namespace ngraph
diff --git a/src/core/include/ngraph/enum_names.hpp b/src/core/include/ngraph/enum_names.hpp
deleted file mode 100644
index 098f9bb1547668..00000000000000
--- a/src/core/include/ngraph/enum_names.hpp
+++ /dev/null
@@ -1,23 +0,0 @@
-// Copyright (C) 2018-2023 Intel Corporation
-// SPDX-License-Identifier: Apache-2.0
-//
-
-#pragma once
-
-#if !defined(IN_OV_COMPONENT) && !defined(NGRAPH_LEGACY_HEADER_INCLUDED)
-#    define NGRAPH_LEGACY_HEADER_INCLUDED
-#    ifdef _MSC_VER
-#        pragma message( \
-            "The nGraph API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
-#    else
-#        warning("The nGraph API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
-#    endif
-#endif
-
-#include "openvino/core/enum_names.hpp"
-
-namespace ngraph {
-using ov::as_enum;
-using ov::as_string;
-using ov::EnumNames;
-}  // namespace ngraph
diff --git a/src/core/include/ngraph/validation_util.hpp b/src/core/include/ngraph/validation_util.hpp
index bca2e67234bdc4..ef9233ee72d348 100644
--- a/src/core/include/ngraph/validation_util.hpp
+++ b/src/core/include/ngraph/validation_util.hpp
@@ -16,12 +16,13 @@
 
 #include <tuple>
 
-#include "ngraph/coordinate_diff.hpp"
+#include "openvino/core/coordinate_diff.hpp"
 #include "openvino/op/constant.hpp"
 #include "openvino/op/util/attr_types.hpp"
 #include "openvino/op/util/variable_context.hpp"
 
 namespace ngraph {
+using ov::CoordinateDiff;
 using ov::op::v0::Constant;
 
 namespace element {
diff --git a/src/frontends/onnx/frontend/src/op/conv_transpose.cpp b/src/frontends/onnx/frontend/src/op/conv_transpose.cpp
index 2e0276ada0172f..125e9dcbedeec2 100644
--- a/src/frontends/onnx/frontend/src/op/conv_transpose.cpp
+++ b/src/frontends/onnx/frontend/src/op/conv_transpose.cpp
@@ -5,6 +5,7 @@
 #include "op/conv_transpose.hpp"
 
 #include "exceptions.hpp"
+#include "openvino/core/coordinate_diff.hpp"
 #include "openvino/op/add.hpp"
 #include "openvino/op/broadcast.hpp"
 #include "openvino/op/concat.hpp"
@@ -19,6 +20,7 @@
 #include "utils/convpool.hpp"
 
 using namespace ov::op;
+using ov::CoordinateDiff;
 
 OPENVINO_SUPPRESS_DEPRECATED_START
 namespace ngraph {
diff --git a/src/frontends/onnx/frontend/src/op/quant_conv.cpp b/src/frontends/onnx/frontend/src/op/quant_conv.cpp
index 4ecab311eb33c3..eb624cfb8719f8 100644
--- a/src/frontends/onnx/frontend/src/op/quant_conv.cpp
+++ b/src/frontends/onnx/frontend/src/op/quant_conv.cpp
@@ -16,7 +16,6 @@
 #    include "default_opset.hpp"
 #    include "exceptions.hpp"
 #    include "ngraph/builder/quantization/quantized_linear_convolution.hpp"
-#    include "ngraph/coordinate_diff.hpp"
 #    include "ngraph/frontend/onnx_import/utils/convpool.hpp"
 #    include "ngraph/op/util/attr_types.hpp"
 #    include "ngraph/opsets/opset0.hpp"
diff --git a/src/frontends/onnx/frontend/src/utils/convpool.cpp b/src/frontends/onnx/frontend/src/utils/convpool.cpp
index 80e68dc2975530..4dc590dae189a1 100644
--- a/src/frontends/onnx/frontend/src/utils/convpool.cpp
+++ b/src/frontends/onnx/frontend/src/utils/convpool.cpp
@@ -17,6 +17,7 @@
 
 using namespace ov;
 using namespace ov::op;
+using ov::CoordinateDiff;
 
 OPENVINO_SUPPRESS_DEPRECATED_START
 
diff --git a/src/frontends/onnx/frontend/src/utils/convpool.hpp b/src/frontends/onnx/frontend/src/utils/convpool.hpp
index 91ddad14c00fc6..b1159204460abe 100644
--- a/src/frontends/onnx/frontend/src/utils/convpool.hpp
+++ b/src/frontends/onnx/frontend/src/utils/convpool.hpp
@@ -5,6 +5,7 @@
 #pragma once
 
 #include "onnx_import/core/node.hpp"
+#include "openvino/core/coordinate_diff.hpp"
 #include "openvino/core/deprecated.hpp"
 #include "openvino/core/shape.hpp"
 #include "openvino/core/strides.hpp"
diff --git a/src/frontends/onnx/frontend/src/utils/pooling_factory.cpp b/src/frontends/onnx/frontend/src/utils/pooling_factory.cpp
index 32a4ba1f1cbdb3..9a7663a691c226 100644
--- a/src/frontends/onnx/frontend/src/utils/pooling_factory.cpp
+++ b/src/frontends/onnx/frontend/src/utils/pooling_factory.cpp
@@ -6,6 +6,7 @@
 
 #include <iterator>
 
+#include "openvino/core/coordinate_diff.hpp"
 #include "openvino/frontend/exception.hpp"
 #include "openvino/op/avg_pool.hpp"
 #include "openvino/op/constant.hpp"