diff --git a/python/paddle/nn/layer/common.py b/python/paddle/nn/layer/common.py
index f608f20feef55ef526884eb10eff44cdcdae93ec..1d7f7c6589986bdf478347d428c5ec689a7be882 100644
--- a/python/paddle/nn/layer/common.py
+++ b/python/paddle/nn/layer/common.py
@@ -1428,8 +1428,13 @@ class Unfold(layers.Layer):
         self.name = name
 
     def forward(self, input):
-        return F.unfold(input, self.kernel_sizes, self.dilations, self.paddings,
-                        self.strides, self.name)
+        return F.unfold(
+            input,
+            kernel_sizes=self.kernel_sizes,
+            strides=self.strides,
+            paddings=self.paddings,
+            dilations=self.dilations,
+            name=self.name)
 
     def extra_repr(self):
         name_str = ', name={}'.format(self.name) if self.name else ''