diff --git a/src/backends/neon/workloads/NeonPooling2dBaseWorkload.cpp b/src/backends/neon/workloads/NeonPooling2dBaseWorkload.cpp
index 109e856..054f9c5 100644
--- a/src/backends/neon/workloads/NeonPooling2dBaseWorkload.cpp
+++ b/src/backends/neon/workloads/NeonPooling2dBaseWorkload.cpp
@@ -17,8 +17,8 @@
     const TensorInfo& output,
     const Pooling2dDescriptor& descriptor)
 {
-    const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input);
-    const arm_compute::TensorInfo aclOutputInfo = BuildArmComputeTensorInfo(output);
+    const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input, descriptor.m_DataLayout);
+    const arm_compute::TensorInfo aclOutputInfo = BuildArmComputeTensorInfo(output, descriptor.m_DataLayout);
 
     arm_compute::PoolingLayerInfo layerInfo = BuildArmComputePoolingLayerInfo(descriptor);
 
@@ -35,6 +35,10 @@
     arm_compute::ITensor& input = boost::polymorphic_downcast<INeonTensorHandle*>(m_Data.m_Inputs[0])->GetTensor();
     arm_compute::ITensor& output = boost::polymorphic_downcast<INeonTensorHandle*>(m_Data.m_Outputs[0])->GetTensor();
 
+    arm_compute::DataLayout aclDataLayout = ConvertDataLayout(m_Data.m_Parameters.m_DataLayout);
+    input.info()->set_data_layout(aclDataLayout);
+    output.info()->set_data_layout(aclDataLayout);
+
     arm_compute::PoolingLayerInfo layerInfo = BuildArmComputePoolingLayerInfo(m_Data.m_Parameters);
 
     m_PoolingLayer.configure(&input, &output, layerInfo);