diff --git a/src/armnnTfLiteParser/test/Gather.cpp b/src/armnnTfLiteParser/test/Gather.cpp
new file mode 100644
index 0000000..498d56d
--- /dev/null
+++ b/src/armnnTfLiteParser/test/Gather.cpp
@@ -0,0 +1,121 @@
+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include <boost/test/unit_test.hpp>
+#include "ParserFlatbuffersFixture.hpp"
+#include "../TfLiteParser.hpp"
+
+#include <string>
+#include <iostream>
+
+BOOST_AUTO_TEST_SUITE(TensorflowLiteParser)
+
+struct GatherFixture : public ParserFlatbuffersFixture
+{
+    explicit GatherFixture(const std::string& paramsShape,
+                           const std::string& outputShape,
+                           const std::string& indicesShape,
+                           const std::string& dataType = "FLOAT32",
+                           const std::string& scale = "1.0",
+                           const std::string& offset = "0")
+    {
+        m_JsonString = R"(
+            {
+                "version": 3,
+                "operator_codes": [ { "builtin_code": "GATHER" } ],
+                "subgraphs": [ {
+                    "tensors": [
+                        {
+                            "shape": )" + paramsShape + R"(,
+                            "type": )" + dataType + R"(,
+                            "buffer": 0,
+                            "name": "inputTensor",
+                            "quantization": {
+                                "min": [ 0.0 ],
+                                "max": [ 255.0 ],
+                                "scale": [ )" + scale + R"( ],
+                                "zero_point": [ )" + offset + R"( ],
+                            }
+                        },
+                        {
+                             "shape": )" + indicesShape + R"( ,
+                             "type": "INT32",
+                             "buffer": 1,
+                             "name": "indices",
+                             "quantization": {
+                                "min": [ 0.0 ],
+                                "max": [ 255.0 ],
+                                "scale": [ 1.0 ],
+                                "zero_point": [ 0 ],
+                             }
+                        },
+                        {
+                             "shape": )" + outputShape + R"(,
+                             "type": )" + dataType + R"(,
+                             "buffer": 2,
+                             "name": "outputTensor",
+                             "quantization": {
+                                "min": [ 0.0 ],
+                                "max": [ 255.0 ],
+                                "scale": [ )" + scale + R"( ],
+                                "zero_point": [ )" + offset + R"( ],
+                            }
+                        }
+                    ],
+                    "inputs": [ 0, 1 ],
+                    "outputs": [ 2 ],
+                    "operators": [
+                        {
+                            "opcode_index": 0,
+                            "inputs": [ 0, 1 ],
+                            "outputs": [ 2 ],
+                            "builtin_options_type": "GatherOptions",
+                            "builtin_options": {
+                              "axis": 0
+                            },
+                            "custom_options_format": "FLEXBUFFERS"
+                        }
+                    ],
+                } ],
+                "buffers" : [
+                    { },
+                    { },
+                    { },
+                ]
+            }
+        )";
+        Setup();
+    }
+};
+
+struct SimpleGatherFixture : public GatherFixture
+{
+    SimpleGatherFixture() : GatherFixture("[ 5, 2 ]", "[ 3, 2 ]", "[ 3 ]") {}
+};
+
+BOOST_FIXTURE_TEST_CASE(ParseGather, SimpleGatherFixture)
+{
+    RunTest<2, armnn::DataType::Float32, armnn::DataType::Signed32, armnn::DataType::Float32>
+        (0,
+         {{ "inputTensor",  { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 }}},
+         {{ "indices", { 1, 3, 4 }}},
+         {{ "outputTensor", { 3, 4, 7, 8, 9, 10 }}});
+}
+
+struct GatherUint8Fixture : public GatherFixture
+{
+    GatherUint8Fixture() : GatherFixture("[ 8 ]", "[ 3 ]", "[ 3 ]", "UINT8") {}
+};
+
+BOOST_FIXTURE_TEST_CASE(ParseGatherUint8, GatherUint8Fixture)
+{
+    RunTest<1, armnn::DataType::QAsymmU8, armnn::DataType::Signed32, armnn::DataType::QAsymmU8>
+        (0,
+         {{ "inputTensor",  { 1, 2, 3, 4, 5, 6, 7, 8 }}},
+         {{ "indices", { 7, 6, 5 }}},
+         {{ "outputTensor", { 8, 7, 6 }}});
+}
+
+BOOST_AUTO_TEST_SUITE_END()