diff --git a/src/plugins/auto/plugin.cpp b/src/plugins/auto/plugin.cpp
index c5472151fcc..28402109c8e 100644
--- a/src/plugins/auto/plugin.cpp
+++ b/src/plugins/auto/plugin.cpp
@@ -20,7 +20,7 @@
 #include "plugin.hpp"
 #include <ie_algorithm.hpp>
 #include <ie_icore.hpp>
-
+#include <ie_ngraph_utils.hpp>
 #include "itt.hpp"
 // ------------------------------MultiDeviceInferencePlugin----------------------------
 namespace MultiDevicePlugin {
@@ -345,7 +345,10 @@ IExecutableNetworkInternal::Ptr MultiDeviceInferencePlugin::LoadNetworkImpl(cons
              strDevices += ((iter + 1) == supportDevices.end()) ? "" : ",";
              LOG_INFO("[AUTOPLUGIN]:device:%s, priority:%ld", iter->deviceName.c_str(), iter->devicePriority);
         }
-        return std::make_shared<MultiDeviceExecutableNetwork>(modelPath, network, supportDevices, strDevices, this, context, context.needPerfCounters);
+        // clone the network, in case of reshape conflict
+        CNNNetwork clonedNetwork = InferenceEngine::details::cloneNetwork(network);
+
+        return std::make_shared<MultiDeviceExecutableNetwork>(modelPath, clonedNetwork, supportDevices, strDevices, this, context, context.needPerfCounters);
     }
     OV_ITT_SCOPED_TASK(itt::domains::MULTIPlugin, "MultiDeviceInferencePlugin::LoadNetworkImpl:MultiMode");
     if (priorities == fullConfig.end()) {