diff --git a/ethosu/regor/architecture/ethosu55/ethos_u55.cpp b/ethosu/regor/architecture/ethosu55/ethos_u55.cpp
index f9d30105e7ee59e89e500880f1d174d511faa924..d92b74e7c0e01f8ee627305ad83b8c4acea34ab5 100644
--- a/ethosu/regor/architecture/ethosu55/ethos_u55.cpp
+++ b/ethosu/regor/architecture/ethosu55/ethos_u55.cpp
@@ -275,7 +275,7 @@ Flags<WeightFormat> ArchEthosU55::SupportedWeightFormat(OpType)
 
 bool ArchEthosU55::UseAvgPoolNop(OpType type)
 {
-    return IsActivation(type) || type == OpType::Quantize || type == OpType::MemoryCopy;
+    return IsActivation(type) || type == OpType::Quantize || type == OpType::MemoryCopy || type == OpType::Reverse;
 }
 
 static bool ChooseKernelMethod(const Shape &ifmShape, int ifmBits, const Kernel *kernel)
diff --git a/ethosu/regor/architecture/ethosu55/ethos_u55_constraints.cpp b/ethosu/regor/architecture/ethosu55/ethos_u55_constraints.cpp
index 5849e0be313f810703ca9fdbae928d4cb6a18f82..47817262aee4e7aa154c523301defa0982197b28 100644
--- a/ethosu/regor/architecture/ethosu55/ethos_u55_constraints.cpp
+++ b/ethosu/regor/architecture/ethosu55/ethos_u55_constraints.cpp
@@ -258,6 +258,12 @@ bool EthosU55Constraints::SupportedDtypes(OpType opType, DataType ifmType, DataT
                 }
             }
             break;
+            case OpType::Reverse:
+            {
+                validIfmTypes = {DataType::UInt8, DataType::Int8, DataType::Int16};
+                validOfmTypes = {DataType::UInt8, DataType::Int8, DataType::Int16};
+            }
+            break;
             default:
                 assert(false && "Unkown elementwise type");
                 break;
diff --git a/ethosu/regor/tflite/tflite_supported_operators_u55.cpp b/ethosu/regor/tflite/tflite_supported_operators_u55.cpp
index 1c9fdc3c5e536eb72e1bffabee249da4dfe90978..56a53d089ae50bd688fc7e67d296cddd1441a31b 100644
--- a/ethosu/regor/tflite/tflite_supported_operators_u55.cpp
+++ b/ethosu/regor/tflite/tflite_supported_operators_u55.cpp
@@ -216,7 +216,7 @@ bool TfLiteSupportedOperatorsU55::ConstraintResize(const Operation *op)
 
 bool TfLiteSupportedOperatorsU55::ConstraintReverse(const Operation *op)
 {
-    if ( op->Type() != OpType::Reverse && op->Type() != OpType::ReverseV2 )
+    if ( op->Type() != OpType::ReverseV2 )
     {
         return true;
     }