diff --git a/tensorflow/c/kernels/BUILD b/tensorflow/c/kernels/BUILD
index 93b82b2396f..6bb2b347a30 100644
--- a/tensorflow/c/kernels/BUILD
+++ b/tensorflow/c/kernels/BUILD
@@ -132,6 +132,23 @@ tf_cc_test(
     ],
 )
 
+tf_cc_test(
+    name = "summary_op_benchmark_test",
+    size = "small",
+    srcs = ["summary_op_benchmark_test.cc"],
+    deps = [
+        ":summary_op",
+        "//tensorflow/c:kernels",
+        "//tensorflow/core:core_cpu",
+        "//tensorflow/core:framework",
+        "//tensorflow/core:lib",
+        "//tensorflow/core:protos_all_cc",
+        "//tensorflow/core:test",
+        "//tensorflow/core:test_main",
+        "//tensorflow/core:testlib",
+    ],
+)
+
 cc_library(
     name = "tensor_shape_utils",
     srcs = ["tensor_shape_utils.cc"],
diff --git a/tensorflow/c/kernels/summary_op_benchmark_test.cc b/tensorflow/c/kernels/summary_op_benchmark_test.cc
new file mode 100644
index 00000000000..887a86066d3
--- /dev/null
+++ b/tensorflow/c/kernels/summary_op_benchmark_test.cc
@@ -0,0 +1,71 @@
+/* Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+==============================================================================*/
+
+#include <string>
+
+#include "tensorflow/core/common_runtime/kernel_benchmark_testlib.h"
+#include "tensorflow/core/framework/tensor.h"
+#include "tensorflow/core/framework/tensor_shape.h"
+#include "tensorflow/core/graph/node_builder.h"
+#include "tensorflow/core/platform/test.h"
+#include "tensorflow/core/platform/test_benchmark.h"
+
+namespace tensorflow {
+namespace {
+
+Graph* BM_ScalarSummaryOp(TensorShape shape, std::string tag, float value) {
+  Graph* g = new Graph(OpRegistry::Global());
+  Tensor tags(DT_STRING, shape);
+  Tensor values(DT_FLOAT, shape);
+  for (int i = 0; i < tags.NumElements(); ++i) {
+    tags.flat<tstring>()(i) = tag;
+    values.flat<float>()(i) = value;
+  }
+  Node* ret;
+  TF_CHECK_OK(NodeBuilder(g->NewName("dummy"), "ScalarSummary")
+                  .Input(test::graph::Constant(g, tags))
+                  .Input(test::graph::Constant(g, values))
+                  .Attr("T", DT_FLOAT)
+                  .Finalize(g, &ret));
+  return g;
+}
+
+// Macro used to parse initializer list for tensorshape
+#define DIMARGS(...) \
+  { __VA_ARGS__ }
+// // Random parameters for testing
+constexpr char longTagParam[] = "LONGTAG____________________________";
+constexpr float largeValueParam = 2352352.2623433;
+
+#define BM_ScalarSummaryDev(device, dims, name, tag, value) \
+  void BM_ScalarSummary##name##device(int iters) {          \
+    testing::StopTiming();                                  \
+    TensorShape tensorshape(DIMARGS dims);                  \
+    auto g = BM_ScalarSummaryOp(tensorshape, #tag, value);  \
+    testing::StartTiming();                                 \
+    test::Benchmark("cpu", g).Run(iters);                   \
+  }                                                         \
+  BENCHMARK(BM_ScalarSummary##name##device);
+
+BM_ScalarSummaryDev(Cpu, (5, 10, 100), Base, Tag, 5.2);
+// Benchmark for large shapes
+BM_ScalarSummaryDev(Cpu, (500, 100, 100), LargeShape, Tag, 5.2);
+// Benchmark for large tag tstring
+BM_ScalarSummaryDev(Cpu, (5, 10, 100), LongTag, longTagParam, 5.2);
+// Benchmark for large values
+BM_ScalarSummaryDev(Cpu, (500, 100, 100), LargeValue, Tag, largeValueParam);
+
+}  // namespace
+}  // namespace tensorflow