diff --git a/src/core/NEON/kernels/NEDirectConvolutionLayerOutputStageKernel.cpp b/src/core/NEON/kernels/NEDirectConvolutionLayerOutputStageKernel.cpp
index a571d54..d3ab549 100644
--- a/src/core/NEON/kernels/NEDirectConvolutionLayerOutputStageKernel.cpp
+++ b/src/core/NEON/kernels/NEDirectConvolutionLayerOutputStageKernel.cpp
@@ -498,6 +498,8 @@
     ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
     INEKernel::configure(win_config.second);
 
+    const bool has_bias = bias != nullptr;
+
     // Set appropriate function
     if(input->info()->data_layout() == DataLayout::NCHW)
     {
@@ -511,13 +513,27 @@
 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
             case DataType::F16:
             {
-                _func = (output == nullptr) ? &output_stage_nchw<float16_t, float16_t, true, true> : &output_stage_nchw<float16_t, float16_t, false, true>;
+                if(has_bias)
+                {
+                    _func = (output == nullptr) ? &output_stage_nchw<float16_t, float16_t, true, true> : &output_stage_nchw<float16_t, float16_t, false, true>;
+                }
+                else
+                {
+                    _func = (output == nullptr) ? &output_stage_nchw<float16_t, float16_t, true, false> : &output_stage_nchw<float16_t, float16_t, false, false>;
+                }
                 break;
             }
 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
             case DataType::F32:
             {
-                _func = (output == nullptr) ? &output_stage_nchw<float, float, true, true> : &output_stage_nchw<float, float, false, true>;
+                if(has_bias)
+                {
+                    _func = (output == nullptr) ? &output_stage_nchw<float, float, true, true> : &output_stage_nchw<float, float, false, true>;
+                }
+                else
+                {
+                    _func = (output == nullptr) ? &output_stage_nchw<float, float, true, false> : &output_stage_nchw<float, float, false, false>;
+                }
                 break;
             }
             default:
@@ -532,19 +548,33 @@
         {
             case DataType::S32:
             {
-                _func = (output == nullptr) ? &output_stage_nhwc<int32_t, uint8_t, false, false> : &output_stage_nhwc<int32_t, uint8_t, false, true>;
+                _func = (bias == nullptr) ? &output_stage_nhwc<int32_t, uint8_t, false, false> : &output_stage_nhwc<int32_t, uint8_t, false, true>;
                 break;
             }
 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
             case DataType::F16:
             {
-                _func = (output == nullptr) ? &output_stage_nhwc<float16_t, float16_t, true, true> : &output_stage_nhwc<float16_t, float16_t, false, true>;
+                if(has_bias)
+                {
+                    _func = (output == nullptr) ? &output_stage_nhwc<float16_t, float16_t, true, true> : &output_stage_nhwc<float16_t, float16_t, false, true>;
+                }
+                else
+                {
+                    _func = (output == nullptr) ? &output_stage_nhwc<float16_t, float16_t, true, false> : &output_stage_nhwc<float16_t, float16_t, false, false>;
+                }
                 break;
             }
 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
             case DataType::F32:
             {
-                _func = (output == nullptr) ? &output_stage_nhwc<float, float, true, true> : &output_stage_nhwc<float, float, false, true>;
+                if(has_bias)
+                {
+                    _func = (output == nullptr) ? &output_stage_nhwc<float, float, true, true> : &output_stage_nhwc<float, float, false, true>;
+                }
+                else
+                {
+                    _func = (output == nullptr) ? &output_stage_nhwc<float, float, true, false> : &output_stage_nhwc<float, float, false, false>;
+                }
                 break;
             }
             default: