diff --git a/src/graph/GraphBuilder.cpp b/src/graph/GraphBuilder.cpp
index a395332..ff85000 100644
--- a/src/graph/GraphBuilder.cpp
+++ b/src/graph/GraphBuilder.cpp
@@ -139,6 +139,12 @@
     return create_simple_single_input_output_node<ActivationLayerNode>(g, params, input, act_info, out_quant_info);
 }
 
+NodeID GraphBuilder::add_arg_min_max_node(Graph &g, NodeParams params, NodeIdxPair input, ReductionOperation op, unsigned int axis,
+                                          DataType out_data_type, const QuantizationInfo &out_quant_info)
+{
+    return create_simple_single_input_output_node<ArgMinMaxLayerNode>(g, params, input, op, axis, out_data_type, out_quant_info);
+}
+
 NodeID GraphBuilder::add_batch_normalization_node(Graph &g, NodeParams params, NodeIdxPair input, float epsilon,
                                                   ITensorAccessorUPtr mean_accessor, ITensorAccessorUPtr var_accessor,
                                                   ITensorAccessorUPtr beta_accessor, ITensorAccessorUPtr gamma_accessor)
diff --git a/src/graph/backends/CL/CLFunctionsFactory.cpp b/src/graph/backends/CL/CLFunctionsFactory.cpp
index 594ad0a..5d40744 100644
--- a/src/graph/backends/CL/CLFunctionsFactory.cpp
+++ b/src/graph/backends/CL/CLFunctionsFactory.cpp
@@ -238,6 +238,8 @@
     {
         case NodeType::ActivationLayer:
             return detail::create_activation_layer<CLActivationLayer, CLTargetInfo>(*polymorphic_downcast<ActivationLayerNode *>(node));
+        case NodeType::ArgMinMaxLayer:
+            return detail::create_arg_min_max_layer<CLArgMinMaxLayer, CLTargetInfo>(*polymorphic_downcast<ArgMinMaxLayerNode *>(node));
         case NodeType::BatchNormalizationLayer:
             return detail::create_batch_normalization_layer<CLBatchNormalizationLayer, CLTargetInfo>(*polymorphic_downcast<BatchNormalizationLayerNode *>(node));
         case NodeType::BoundingBoxTransformLayer:
diff --git a/src/graph/backends/CL/CLNodeValidator.cpp b/src/graph/backends/CL/CLNodeValidator.cpp
index 08d2f91..83e6dd2 100644
--- a/src/graph/backends/CL/CLNodeValidator.cpp
+++ b/src/graph/backends/CL/CLNodeValidator.cpp
@@ -63,6 +63,8 @@
     NodeType type = node->type();
     switch(type)
     {
+        case NodeType::ArgMinMaxLayer:
+            return detail::validate_arg_min_max_layer<CLArgMinMaxLayer>(*polymorphic_downcast<ArgMinMaxLayerNode *>(node));
         case NodeType::BoundingBoxTransformLayer:
             return detail::validate_bounding_box_transform_layer<CLBoundingBoxTransform>(*polymorphic_downcast<BoundingBoxTransformLayerNode *>(node));
         case NodeType::ChannelShuffleLayer:
diff --git a/src/graph/backends/NEON/NEFunctionFactory.cpp b/src/graph/backends/NEON/NEFunctionFactory.cpp
index 82f1abb..953697f 100644
--- a/src/graph/backends/NEON/NEFunctionFactory.cpp
+++ b/src/graph/backends/NEON/NEFunctionFactory.cpp
@@ -131,6 +131,8 @@
     {
         case NodeType::ActivationLayer:
             return detail::create_activation_layer<NEActivationLayer, NETargetInfo>(*polymorphic_downcast<ActivationLayerNode *>(node));
+        case NodeType::ArgMinMaxLayer:
+            return detail::create_arg_min_max_layer<NEArgMinMaxLayer, NETargetInfo>(*polymorphic_downcast<ArgMinMaxLayerNode *>(node));
         case NodeType::BatchNormalizationLayer:
             return detail::create_batch_normalization_layer<NEBatchNormalizationLayer, NETargetInfo>(*polymorphic_downcast<BatchNormalizationLayerNode *>(node));
         case NodeType::ChannelShuffleLayer:
diff --git a/src/graph/backends/NEON/NENodeValidator.cpp b/src/graph/backends/NEON/NENodeValidator.cpp
index 46f0051..5cc14c2 100644
--- a/src/graph/backends/NEON/NENodeValidator.cpp
+++ b/src/graph/backends/NEON/NENodeValidator.cpp
@@ -63,6 +63,8 @@
     NodeType type = node->type();
     switch(type)
     {
+        case NodeType::ArgMinMaxLayer:
+            return detail::validate_arg_min_max_layer<NEArgMinMaxLayer>(*polymorphic_downcast<ArgMinMaxLayerNode *>(node));
         case NodeType::BoundingBoxTransformLayer:
             return ARM_COMPUTE_CREATE_ERROR(arm_compute::ErrorCode::RUNTIME_ERROR, "Unsupported operation : BoundingBoxTransformLayer");
         case NodeType::ChannelShuffleLayer:
diff --git a/src/graph/nodes/ArgMinMaxLayerNode.cpp b/src/graph/nodes/ArgMinMaxLayerNode.cpp
new file mode 100644
index 0000000..63163b9
--- /dev/null
+++ b/src/graph/nodes/ArgMinMaxLayerNode.cpp
@@ -0,0 +1,104 @@
+/*
+ * Copyright (c) 2020 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/graph/nodes/ArgMinMaxLayerNode.h"
+
+#include "arm_compute/graph/Graph.h"
+#include "arm_compute/graph/INodeVisitor.h"
+
+#include "arm_compute/core/utils/misc/ShapeCalculator.h"
+
+namespace arm_compute
+{
+namespace graph
+{
+ArgMinMaxLayerNode::ArgMinMaxLayerNode(ReductionOperation op, unsigned int axis, DataType out_data_type, QuantizationInfo out_quant_info)
+    : _op(op), _axis(axis), _out_data_type(out_data_type), _out_quant_info(std::move(out_quant_info))
+{
+    _input_edges.resize(1, EmptyEdgeID);
+    _outputs.resize(1, NullTensorID);
+}
+
+ReductionOperation ArgMinMaxLayerNode::reduction_operation() const
+{
+    return _op;
+}
+
+unsigned int ArgMinMaxLayerNode::axis() const
+{
+    return _axis;
+}
+
+DataType ArgMinMaxLayerNode::out_data_type() const
+{
+    return _out_data_type;
+}
+
+bool ArgMinMaxLayerNode::forward_descriptors()
+{
+    if((input_id(0) != NullTensorID) && (output_id(0) != NullTensorID))
+    {
+        Tensor *dst = output(0);
+        ARM_COMPUTE_ERROR_ON(dst == nullptr);
+        dst->desc() = configure_output(0);
+        return true;
+    }
+    return false;
+}
+
+TensorDescriptor ArgMinMaxLayerNode::configure_output(size_t idx) const
+{
+    ARM_COMPUTE_UNUSED(idx);
+    ARM_COMPUTE_ERROR_ON(idx >= _outputs.size());
+
+    const Tensor *src = input(0);
+    ARM_COMPUTE_ERROR_ON(src == nullptr);
+
+    TensorDescriptor output_info = src->desc();
+    if(!_out_quant_info.empty())
+    {
+        output_info.quant_info = _out_quant_info;
+    }
+
+    if(_out_data_type != DataType::UNKNOWN)
+    {
+        output_info.data_type = _out_data_type;
+    }
+
+    TensorShape output_shape = arm_compute::misc::shape_calculator::compute_reduced_shape(output_info.shape, _axis, false);
+    output_info.set_shape(output_shape);
+
+    return output_info;
+}
+
+NodeType ArgMinMaxLayerNode::type() const
+{
+    return ArgMinMaxLayerNode::node_type;
+}
+
+void ArgMinMaxLayerNode::accept(INodeVisitor &v)
+{
+    v.visit(*this);
+}
+} // namespace graph
+} // namespace arm_compute