diff --git a/cmake/CMakeLists.txt b/cmake/CMakeLists.txt
index c530301cf2..e7d4a66395 100644
--- a/cmake/CMakeLists.txt
+++ b/cmake/CMakeLists.txt
@@ -282,7 +282,7 @@ if (onnxruntime_BUILD_WEBASSEMBLY)
     # Build with sourcemap support
     set(CMAKE_CXX_FLAGS_DEBUG "-g4 --source-map-base ${onnxruntime_WEBASSEMBLY_SOURCEMAP_BASE}")
   else()
-    # override default "-g3" as it generates super huge (1GB+) WASM targets which fails to load 
+    # override default "-g3" as it generates super huge (1GB+) WASM targets which fails to load
     set(CMAKE_CXX_FLAGS_DEBUG "-g2")
   endif()
 
@@ -833,7 +833,7 @@ if (WIN32)
     if(onnxruntime_USE_OPENMP)
       list(APPEND ORT_WARNING_FLAGS "/wd6993") # Code analysis ignores OpenMP constructs
     endif()
-    
+
     # Treat warning as error if onnxruntime_DEV_MODE is ON
     # For cross-compiled ARM64 binaries, there are too many warnings to fix, hence ignore warnings for now
     if (onnxruntime_DEV_MODE AND NOT CMAKE_CROSSCOMPILING)
@@ -988,7 +988,7 @@ function(onnxruntime_set_compile_flags target_name)
     if (MSVC)
       target_compile_options(${target_name} PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:SHELL:--compiler-options /utf-8>" "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:/utf-8>")
       target_compile_options(${target_name} PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:SHELL:--compiler-options /sdl>" "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:/sdl>")
-      set_target_properties(${target_name} 
+      set_target_properties(${target_name}
                       PROPERTIES VS_GLOBAL_CAExcludePath "${ORT_BINARY_DIR};${ORT_SOURCE_DIR}")
       if (onnxruntime_ENABLE_STATIC_ANALYSIS)
         target_compile_options(${target_name} PRIVATE  "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:/analyze:stacksize 131072>")
@@ -997,7 +997,7 @@ function(onnxruntime_set_compile_flags target_name)
       # Enable warning
       target_compile_options(${target_name} PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:SHELL:--compiler-options -Wall>" "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:-Wall>")
       target_compile_options(${target_name} PRIVATE "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:-Wextra>")
- 
+
       if(onnxruntime_DEV_MODE)
           target_compile_options(${target_name} PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:SHELL:--compiler-options -Werror>" "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:-Werror>")
       endif()
@@ -1018,26 +1018,26 @@ function(onnxruntime_set_compile_flags target_name)
       endif()
     endif()
     foreach(ORT_FLAG ${ORT_WARNING_FLAGS})
-      target_compile_options(${target_name} PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:SHELL:--compiler-options ${ORT_FLAG}>" "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:${ORT_FLAG}>")      
+      target_compile_options(${target_name} PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:SHELL:--compiler-options ${ORT_FLAG}>" "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:${ORT_FLAG}>")
     endforeach()
 endfunction()
 
 function(onnxruntime_add_shared_library target_name)
   add_library(${target_name} SHARED ${ARGN})
-  target_link_directories(${target_name} PRIVATE ${onnxruntime_LINK_DIRS})  
-  onnxruntime_set_compile_flags(${target_name})  
+  target_link_directories(${target_name} PRIVATE ${onnxruntime_LINK_DIRS})
+  onnxruntime_set_compile_flags(${target_name})
   target_include_directories(${target_name} PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT})
   if(onnxruntime_ENABLE_LTO)
     set_target_properties(${target_name} PROPERTIES INTERPROCEDURAL_OPTIMIZATION_RELEASE TRUE)
     set_target_properties(${target_name} PROPERTIES INTERPROCEDURAL_OPTIMIZATION_RELWITHDEBINFO TRUE)
     set_target_properties(${target_name} PROPERTIES INTERPROCEDURAL_OPTIMIZATION_MINSIZEREL TRUE)
-  endif() 
+  endif()
 endfunction()
 
 function(onnxruntime_add_static_library target_name)
   add_library(${target_name} ${ARGN})
   target_link_directories(${target_name} PRIVATE ${onnxruntime_LINK_DIRS})
-  onnxruntime_set_compile_flags(${target_name})  
+  onnxruntime_set_compile_flags(${target_name})
   target_include_directories(${target_name} PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT})
   if(onnxruntime_ENABLE_LTO)
     set_target_properties(${target_name} PROPERTIES INTERPROCEDURAL_OPTIMIZATION_RELEASE TRUE)
@@ -1054,9 +1054,9 @@ function(onnxruntime_add_shared_library_module target_name)
     #On Windows, this target shouldn't generate an import lib, but I don't know how to disable it.
     add_library(${target_name} MODULE ${ARGN})
   endif()
-  
+
   target_link_directories(${target_name} PRIVATE ${onnxruntime_LINK_DIRS})
-  onnxruntime_set_compile_flags(${target_name})  
+  onnxruntime_set_compile_flags(${target_name})
   target_include_directories(${target_name} PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT})
   if(onnxruntime_ENABLE_LTO)
     set_target_properties(${target_name} PROPERTIES INTERPROCEDURAL_OPTIMIZATION_RELEASE TRUE)
@@ -1072,7 +1072,7 @@ function(onnxruntime_add_executable target_name)
   endif()
   add_executable(${target_name} ${ARGN})
   target_link_directories(${target_name} PRIVATE ${onnxruntime_LINK_DIRS})
-  onnxruntime_set_compile_flags(${target_name})  
+  onnxruntime_set_compile_flags(${target_name})
   target_include_directories(${target_name} PRIVATE ${CMAKE_CURRENT_BINARY_DIR} ${ONNXRUNTIME_ROOT})
   if(onnxruntime_ENABLE_LTO)
     set_target_properties(${target_name} PROPERTIES INTERPROCEDURAL_OPTIMIZATION_RELEASE TRUE)
@@ -1312,6 +1312,10 @@ if(onnxruntime_USE_OPENVINO)
   elseif (${VER} MATCHES "2021.4" OR $ENV{INTEL_OPENVINO_DIR} MATCHES "2021.4")
     set(OPENVINO_VERSION "2021.4")
     add_definitions(-DOPENVINO_2021_4=1)
+  elseif ($ENV{INTEL_OPENVINO_DIR} MATCHES "openvino")
+    set(OPENVINO_VERSION "2021.3")
+    add_definitions(-DOPENVINO_2021_3=1)
+    add_definitions(-DOPENVINO_2021_4=1)
   else()
     message(FATAL_ERROR "Unsupported OpenVINO version: ${INTEL_OPENVINO_DIR}")
   endif()
@@ -1609,7 +1613,7 @@ if(onnxruntime_ENABLE_EAGER_MODE)
   list(APPEND ONNXRUNTIME_TARGETS onnxruntime_eager)
 endif()
 foreach(target_name ${ONNXRUNTIME_TARGETS})
-  include(${target_name}.cmake)  
+  include(${target_name}.cmake)
 endforeach()
 
 if (CMAKE_SYSTEM_NAME STREQUAL "Android")
diff --git a/onnxruntime/core/providers/openvino/backends/basic_backend.cc b/onnxruntime/core/providers/openvino/backends/basic_backend.cc
index a3981ad08a..36976ad24f 100644
--- a/onnxruntime/core/providers/openvino/backends/basic_backend.cc
+++ b/onnxruntime/core/providers/openvino/backends/basic_backend.cc
@@ -142,9 +142,6 @@ BasicBackend::BasicBackend(const ONNX_NAMESPACE::ModelProto& model_proto,
           config["MYRIAD_HW_INJECT_STAGES"] = CONFIG_VALUE(NO);
           config["MYRIAD_COPY_OPTIMIZATION"] = CONFIG_VALUE(NO);
         }
-
-        //to check preprocessing inside model
-        config["MYRIAD_CHECK_PREPROCESSING_INSIDE_MODEL"] = CONFIG_VALUE(NO);
     #else
         if (subgraph_context_.set_vpu_config) {
           config["VPU_DETECT_NETWORK_BATCH"] = CONFIG_VALUE(NO);
@@ -153,6 +150,10 @@ BasicBackend::BasicBackend(const ONNX_NAMESPACE::ModelProto& model_proto,
           config["VPU_HW_INJECT_STAGES"] = CONFIG_VALUE(NO);
           config["VPU_COPY_OPTIMIZATION"] = CONFIG_VALUE(NO);
         }
+    #endif
+    #if defined(OPENVINO_2021_4)
+      //to check preprocessing inside model
+      config["MYRIAD_CHECK_PREPROCESSING_INSIDE_MODEL"] = CONFIG_VALUE(NO);
     #endif
       }
       try {