diff --git a/mmdnn/conversion/mxnet/mxnet_parser.py b/mmdnn/conversion/mxnet/mxnet_parser.py
index 189a21fc..e08d74a2 100644
--- a/mmdnn/conversion/mxnet/mxnet_parser.py
+++ b/mmdnn/conversion/mxnet/mxnet_parser.py
@@ -809,7 +809,7 @@ def rename_Embedding(self, source_node):
         self.set_output_shape(source_node, IR_node)
 
 
-    # IR only support elu from {'elu', 'leaky', 'prelu', 'rrelu'}
+    # IR only support elu and prelu from {'elu', 'leaky', 'prelu', 'rrelu'}
     def rename_LeakyReLU(self, source_node):
         # judge whether meaningful
         assert "attr"
@@ -817,14 +817,19 @@ def rename_LeakyReLU(self, source_node):
         layer_attr = self._get_layer_attr(source_node)
 
         if "act_type" in layer_attr:
-            if not layer_attr["act_type"] == "elu":
+            if not layer_attr["act_type"] == "elu" and not layer_attr["act_type"] == "prelu":
                 print("Warning: Activation Type %s is not supported yet." % layer_attr["act_type"])
                 # return
 
         IR_node = self.IR_graph.node.add()
 
         # name, op
-        self._copy_and_reop(source_node, IR_node, "Elu")
+        if layer_attr['act_type'] == 'prelu':
+            self._copy_and_reop(source_node, IR_node, "PRelu")
+            # gamma
+            self.set_weight(source_node.name, "gamma", self.weight_data.get(source_node.name + "_gamma").asnumpy())
+        else:  # All other cases set to 'Elu'
+            self._copy_and_reop(source_node, IR_node, "Elu")
 
         # input edge
         self.convert_inedge(source_node, IR_node)