diff --git a/modules/dnn/test/test_backends.cpp b/modules/dnn/test/test_backends.cpp
index 2bee9e06cf..522398746a 100644
--- a/modules/dnn/test/test_backends.cpp
+++ b/modules/dnn/test/test_backends.cpp
@@ -407,7 +407,9 @@ TEST_P(DNNTestNetwork, FastNeuralStyle_eccv16)
     if (backend == DNN_BACKEND_HALIDE)
         applyTestTag(CV_TEST_TAG_DNN_SKIP_HALIDE);
     if (backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 && target == DNN_TARGET_MYRIAD)
-        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD);
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NN_BUILDER);
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH && target == DNN_TARGET_MYRIAD)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
 
 #if defined(INF_ENGINE_RELEASE)
 #if INF_ENGINE_VER_MAJOR_LE(2018050000)
diff --git a/modules/dnn/test/test_caffe_importer.cpp b/modules/dnn/test/test_caffe_importer.cpp
index 09d8745c14..e07bdefcf2 100644
--- a/modules/dnn/test/test_caffe_importer.cpp
+++ b/modules/dnn/test/test_caffe_importer.cpp
@@ -312,7 +312,9 @@ TEST_P(Reproducibility_MobileNet_SSD, Accuracy)
     }
 
     // There is something wrong with Reshape layer in Myriad plugin.
-    if (backendId == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019)
+    if (backendId == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019
+        || backendId == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH
+    )
     {
         if (targetId == DNN_TARGET_MYRIAD || targetId == DNN_TARGET_OPENCL_FP16)
             return;
@@ -644,7 +646,10 @@ TEST_P(Test_Caffe_nets, FasterRCNN_vgg16)
     if ((backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 || backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH) && (target == DNN_TARGET_OPENCL || target == DNN_TARGET_OPENCL_FP16))
         applyTestTag(target == DNN_TARGET_OPENCL ? CV_TEST_TAG_DNN_SKIP_IE_OPENCL : CV_TEST_TAG_DNN_SKIP_IE_OPENCL_FP16);
 
-    if ((backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 || backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH) && target == DNN_TARGET_MYRIAD)
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_NGRAPH, CV_TEST_TAG_DNN_SKIP_IE_VERSION);
+
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 && target == DNN_TARGET_MYRIAD)
         applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD);
 #endif
 
diff --git a/modules/dnn/test/test_darknet_importer.cpp b/modules/dnn/test/test_darknet_importer.cpp
index 9cbed0f979..237ea333f4 100644
--- a/modules/dnn/test/test_darknet_importer.cpp
+++ b/modules/dnn/test/test_darknet_importer.cpp
@@ -442,6 +442,9 @@ TEST_P(Test_Darknet_nets, YOLOv3)
 {
     applyTestTag(CV_TEST_TAG_LONG, (target == DNN_TARGET_CPU ? CV_TEST_TAG_MEMORY_1GB : CV_TEST_TAG_MEMORY_2GB));
 
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH && target == DNN_TARGET_MYRIAD)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
+
     // batchId, classId, confidence, left, top, right, bottom
     Mat ref = (Mat_<float>(9, 7) << 0, 7,  0.952983f, 0.614622f, 0.150257f, 0.901369f, 0.289251f,  // a truck
                                     0, 1,  0.987908f, 0.150913f, 0.221933f, 0.742255f, 0.74626f,   // a bicycle
diff --git a/modules/dnn/test/test_misc.cpp b/modules/dnn/test/test_misc.cpp
index 2069b97419..ca60b9111a 100644
--- a/modules/dnn/test/test_misc.cpp
+++ b/modules/dnn/test/test_misc.cpp
@@ -499,6 +499,9 @@ TEST_P(Async, create_layer_pipeline_set_and_forward_all)
     if (backendId != DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 && backendId != DNN_BACKEND_INFERENCE_ENGINE_NGRAPH)
         throw SkipTestException("No support for async forward");
 
+    if (backendId == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
+
     if (backendId == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019)
         setInferenceEngineBackendType(CV_DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_API);
     else if (backendId == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH)
diff --git a/modules/dnn/test/test_tf_importer.cpp b/modules/dnn/test/test_tf_importer.cpp
index 6bbe7603d1..d810d7279d 100644
--- a/modules/dnn/test/test_tf_importer.cpp
+++ b/modules/dnn/test/test_tf_importer.cpp
@@ -191,20 +191,58 @@ TEST_P(Test_TensorFlow_layers, concat_axis_1)
     runTensorFlowNet("concat_axis_1");
 }
 
-TEST_P(Test_TensorFlow_layers, batch_norm)
+TEST_P(Test_TensorFlow_layers, batch_norm_1)
 {
     runTensorFlowNet("batch_norm");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_2)
+{
     runTensorFlowNet("batch_norm", false, 0.0, 0.0, true);
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_3)
+{
     runTensorFlowNet("fused_batch_norm");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_4)
+{
     runTensorFlowNet("fused_batch_norm", false, 0.0, 0.0, true);
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_5)
+{
     runTensorFlowNet("batch_norm_text", true);
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_6)
+{
     runTensorFlowNet("batch_norm_text", true, 0.0, 0.0, true);
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_7)
+{
     runTensorFlowNet("unfused_batch_norm");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_8)
+{
     runTensorFlowNet("fused_batch_norm_no_gamma");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_9)
+{
     runTensorFlowNet("unfused_batch_norm_no_gamma");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_10)
+{
     runTensorFlowNet("mvn_batch_norm");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_11)
+{
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH && target == DNN_TARGET_MYRIAD)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
     runTensorFlowNet("mvn_batch_norm_1x1");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_12)
+{
     runTensorFlowNet("switch_identity");
+}
+TEST_P(Test_TensorFlow_layers, batch_norm_13)
+{
     runTensorFlowNet("keras_batch_norm_training");
 }
 
@@ -405,6 +443,8 @@ TEST_P(Test_TensorFlow_nets, MobileNet_SSD)
                              CV_TEST_TAG_DNN_SKIP_IE_NGRAPH,
                          CV_TEST_TAG_DNN_SKIP_IE_VERSION);
 #endif
+        if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH)
+            applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH, CV_TEST_TAG_DNN_SKIP_IE_VERSION);
     }
 #endif
 
@@ -631,10 +671,15 @@ TEST_P(Test_TensorFlow_nets, EAST_text_detection)
 #if defined(INF_ENGINE_RELEASE)
     if (backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 && target == DNN_TARGET_MYRIAD)
         applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NN_BUILDER);
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH && target == DNN_TARGET_MYRIAD)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
 
     if (backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 && target == DNN_TARGET_OPENCL_FP16 &&
-        INF_ENGINE_VER_MAJOR_EQ(2019020000))
+        (INF_ENGINE_VER_MAJOR_EQ(2019020000) || INF_ENGINE_VER_MAJOR_GE(2020010000))
+    )
         applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_OPENCL_FP16, CV_TEST_TAG_DNN_SKIP_IE_NN_BUILDER, CV_TEST_TAG_DNN_SKIP_IE_VERSION);
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH && target == DNN_TARGET_OPENCL_FP16)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_OPENCL_FP16, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH, CV_TEST_TAG_DNN_SKIP_IE_VERSION);
 #endif
 
     checkBackend();
diff --git a/modules/dnn/test/test_torch_importer.cpp b/modules/dnn/test/test_torch_importer.cpp
index b9da2a425e..55ce803db8 100644
--- a/modules/dnn/test/test_torch_importer.cpp
+++ b/modules/dnn/test/test_torch_importer.cpp
@@ -201,9 +201,14 @@ TEST_P(Test_Torch_layers, net_logsoftmax)
     runTorchNet("net_logsoftmax_spatial");
 }
 
-TEST_P(Test_Torch_layers, net_lp_pooling)
+TEST_P(Test_Torch_layers, net_lp_pooling_square)
 {
     runTorchNet("net_lp_pooling_square", "", false, true);
+}
+TEST_P(Test_Torch_layers, net_lp_pooling_power)
+{
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH && target == DNN_TARGET_MYRIAD)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
     runTorchNet("net_lp_pooling_power", "", false, true);
 }
 
@@ -343,6 +348,10 @@ TEST_P(Test_Torch_nets, ENet_accuracy)
     checkBackend();
     if (backend == DNN_BACKEND_OPENCV && target == DNN_TARGET_OPENCL_FP16)
         throw SkipTestException("");
+#if defined(INF_ENGINE_RELEASE) && INF_ENGINE_VER_MAJOR_EQ(2020010000)
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019)
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_NN_BUILDER, CV_TEST_TAG_DNN_SKIP_IE_VERSION);
+#else
     if (backend == DNN_BACKEND_INFERENCE_ENGINE_NN_BUILDER_2019 && target != DNN_TARGET_CPU)
     {
         if (target == DNN_TARGET_OPENCL_FP16) applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_OPENCL_FP16, CV_TEST_TAG_DNN_SKIP_IE_NN_BUILDER);
@@ -350,12 +359,10 @@ TEST_P(Test_Torch_nets, ENet_accuracy)
         if (target == DNN_TARGET_MYRIAD)      applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NN_BUILDER);
         throw SkipTestException("");
     }
-    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH && target != DNN_TARGET_CPU)
+#endif
+    if (backend == DNN_BACKEND_INFERENCE_ENGINE_NGRAPH)
     {
-        if (target == DNN_TARGET_OPENCL_FP16) applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_OPENCL_FP16, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
-        if (target == DNN_TARGET_OPENCL)      applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_OPENCL, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
-        if (target == DNN_TARGET_MYRIAD)      applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_MYRIAD, CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
-        throw SkipTestException("");
+        applyTestTag(CV_TEST_TAG_DNN_SKIP_IE_NGRAPH);
     }
 
     Net net;