diff --git a/test/core/test_loss.py b/test/core/test_loss.py
index 9ba8159f..a57e6542 100644
--- a/test/core/test_loss.py
+++ b/test/core/test_loss.py
@@ -13,6 +13,18 @@ class TestLoss(unittest.TestCase):
         b = torch.empty(3, dtype=torch.long).random_(5)
         ans = ce({"my_predict": a}, {"my_truth": b})
         self.assertEqual(ans, torch.nn.functional.cross_entropy(a, b))
+
+        ce = loss.CrossEntropyLoss(pred="my_predict", target="my_truth", class_in_dim=1)
+        a = torch.randn(3, 4, 3)
+        b = torch.randint(3, (3, 3))
+        ans = ce({"my_predict": a}, {"my_truth": b})
+        self.assertEqual(ans, torch.nn.functional.cross_entropy(a, b))
+
+        ce = loss.CrossEntropyLoss(pred="my_predict", target="my_truth", class_in_dim=2)
+        a = torch.randn(3, 4, 3)
+        b = torch.randint(3, (3, 4))
+        ans = ce({"my_predict": a}, {"my_truth": b})
+        self.assertEqual(ans, torch.nn.functional.cross_entropy(a.transpose(1, 2), b))
     
     def test_BCELoss(self):
         bce = loss.BCELoss(pred="my_predict", target="my_truth")