diff --git a/ppcls/loss/celoss.py b/ppcls/loss/celoss.py
index a78926170c6b8edf7d85f62204f34437eeb118b2..dfc3333c2b82a35dd969547e029623b2b8a4a006 100644
--- a/ppcls/loss/celoss.py
+++ b/ppcls/loss/celoss.py
@@ -51,7 +51,6 @@ 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