diff --git a/cmake/toolchains/oecore.arm64.toolchain.cmake b/cmake/toolchains/oecore.arm64.toolchain.cmake
new file mode 100644
index 00000000000..940b7b64741
--- /dev/null
+++ b/cmake/toolchains/oecore.arm64.toolchain.cmake
@@ -0,0 +1,50 @@
+#
+# Copyright 2020 Intel Corporation.
+#
+# LEGAL NOTICE: Your use of this software and any required dependent software
+# (the "Software Package") is subject to the terms and conditions of
+# the Intel(R) OpenVINO(TM) Distribution License for the Software Package,
+# which may also include notices, disclaimers, or license terms for
+# third party or open source software included in or with the Software Package,
+# and your use indicates your acceptance of all such terms. Please refer
+# to the "third-party-programs.txt" or other similarly-named text file
+# included with the Software Package for additional details.
+#
+
+if(DEFINED OECORE_BASE_DIR)
+    # OECORE_BASE_DIR was passed via CMake command line, nothing to do
+elseif(DEFINED ENV{OECORE_BASE_DIR})
+    # User sets OECORE_BASE_DIR environment variable
+    set(OECORE_BASE_DIR $ENV{OECORE_BASE_DIR})
+elseif(DEFINED ENV{OECORE_NATIVE_SYSROOT})
+    # OECORE_NATIVE_SYSROOT is a default environment variable for the OECore toolchain
+    set(OECORE_BASE_DIR "$ENV{OECORE_NATIVE_SYSROOT}/../..")
+else()
+    # Use default value
+    set(OECORE_BASE_DIR "/usr/local/oecore-x86_64")
+endif()
+
+set(OECORE_TARGET_NAME              "aarch64-ese-linux")
+set(OECORE_TARGET_SYSROOT           "${OECORE_BASE_DIR}/sysroots/${OECORE_TARGET_NAME}")
+set(OECORE_HOST_SYSROOT             "${OECORE_BASE_DIR}/sysroots/x86_64-pokysdk-linux")
+set(OECORE_HOST_COMPILER_BIN_DIR    "${OECORE_HOST_SYSROOT}/usr/bin/${OECORE_TARGET_NAME}")
+
+set(CMAKE_SYSTEM_NAME       "Linux")
+set(CMAKE_SYSTEM_PROCESSOR  "aarch64")
+
+set(CMAKE_SYSROOT "${OECORE_TARGET_SYSROOT}")
+
+set(CMAKE_C_COMPILER    "${OECORE_HOST_COMPILER_BIN_DIR}/aarch64-ese-linux-gcc")
+set(CMAKE_CXX_COMPILER  "${OECORE_HOST_COMPILER_BIN_DIR}/aarch64-ese-linux-g++")
+
+set(CMAKE_C_FLAGS_INIT      "-mcpu=cortex-a53 -mtune=cortex-a53 --sysroot=${OECORE_TARGET_SYSROOT}")
+set(CMAKE_CXX_FLAGS_INIT    "-mcpu=cortex-a53 -mtune=cortex-a53 --sysroot=${OECORE_TARGET_SYSROOT}")
+
+set(CMAKE_EXE_LINKER_FLAGS_INIT     "-Wl,-O1 -Wl,--hash-style=gnu -Wl,--as-needed --sysroot=${OECORE_TARGET_SYSROOT}")
+set(CMAKE_SHARED_LINKER_FLAGS_INIT  "-Wl,-O1 -Wl,--hash-style=gnu -Wl,--as-needed --sysroot=${OECORE_TARGET_SYSROOT}")
+set(CMAKE_MODULE_LINKER_FLAGS_INIT  "-Wl,-O1 -Wl,--hash-style=gnu -Wl,--as-needed --sysroot=${OECORE_TARGET_SYSROOT}")
+
+set(CMAKE_FIND_ROOT_PATH_MODE_PROGRAM NEVER)
+set(CMAKE_FIND_ROOT_PATH_MODE_LIBRARY ONLY)
+set(CMAKE_FIND_ROOT_PATH_MODE_INCLUDE ONLY)
+set(CMAKE_FIND_ROOT_PATH_MODE_PACKAGE ONLY)