diff --git a/ppcls/loss/celoss.py b/ppcls/loss/celoss.py
index 134797fbfb480ff9ac204a0d3a56f57b01d9e91f..bf532f3dc295a39276a9330d40e22667710e13f9 100644
--- a/ppcls/loss/celoss.py
+++ b/ppcls/loss/celoss.py
@@ -47,7 +47,6 @@ class CELoss(nn.Layer):
             loss = paddle.sum(x * label, axis=-1)
         else:
             if label.shape[-1] == x.shape[-1]:
-                label = F.softmax(label, axis=-1)
                 soft_label = True
             else:
                 soft_label = False