diff --git a/configs/rec/ch_ppocr_v2.0/rec_chinese_lite_train_distillation_v2.1.yml b/configs/rec/ch_ppocr_v2.0/rec_chinese_lite_train_distillation_v2.1.yml
index a1ff0d67d09d355c9a98bea2391c13e757c47180..8e8acd8b107384dd79ed28b8d3588ff0e76b3679 100644
--- a/configs/rec/ch_ppocr_v2.0/rec_chinese_lite_train_distillation_v2.1.yml
+++ b/configs/rec/ch_ppocr_v2.0/rec_chinese_lite_train_distillation_v2.1.yml
@@ -98,7 +98,7 @@ Loss:
 
 PostProcess:
   name: DistillationCTCLabelDecode
-  model_name: ["Student", "Teacher"]
+  model_name: ["Student"]
   key: head_out
 
 Metric:
diff --git a/ppocr/metrics/distillation_metric.py b/ppocr/metrics/distillation_metric.py
new file mode 100644
index 0000000000000000000000000000000000000000..a7d3d095a7d384bf8cdc69b97f8109c359ac2b5b
--- /dev/null
+++ b/ppocr/metrics/distillation_metric.py
@@ -0,0 +1,76 @@
+# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import importlib
+import copy
+
+from .rec_metric import RecMetric
+from .det_metric import DetMetric
+from .e2e_metric import E2EMetric
+from .cls_metric import ClsMetric
+
+
+class DistillationMetric(object):
+    def __init__(self,
+                 key=None,
+                 base_metric_name="RecMetric",
+                 main_indicator='acc',
+                 **kwargs):
+        self.main_indicator = main_indicator
+        self.key = key
+        self.main_indicator = main_indicator
+        self.base_metric_name = base_metric_name
+        self.kwargs = kwargs
+        self.metrics = None
+
+    def _init_metrcis(self, preds):
+        self.metrics = dict()
+        mod = importlib.import_module(__name__)
+        for key in preds:
+            self.metrics[key] = getattr(mod, self.base_metric_name)(
+                main_indicator=self.main_indicator, **self.kwargs)
+            self.metrics[key].reset()
+
+    def __call__(self, preds, *args, **kwargs):
+        assert isinstance(preds, dict)
+        if self.metrics is None:
+            self._init_metrcis(preds)
+        output = dict()
+        for key in preds:
+            metric = self.metrics[key].__call__(preds[key], *args, **kwargs)
+            for sub_key in metric:
+                output["{}_{}".format(key, sub_key)] = metric[sub_key]
+        return output
+
+    def get_metric(self):
+        """
+        return metrics {
+                 'acc': 0,
+                 'norm_edit_dis': 0,
+            }
+        """
+        output = dict()
+        for key in self.metrics:
+            metric = self.metrics[key].get_metric()
+            # main indicator
+            if key == self.key:
+                output.update(metric)
+            else:
+                for sub_key in metric:
+                    output["{}_{}".format(key, sub_key)] = metric[sub_key]
+        return output
+
+    def reset(self):
+        for key in self.metrics:
+            self.metrics[key].reset()
diff --git a/tools/infer_rec.py b/tools/infer_rec.py
index 2563f5a8197ed39b1b5d44c7cfee32797e760758..6bd8f1429072e533e8c449c8c8a439ed51f521a3 100755
--- a/tools/infer_rec.py
+++ b/tools/infer_rec.py
@@ -46,8 +46,14 @@ def main():
 
     # build model
     if hasattr(post_process_class, 'character'):
-        config['Architecture']["Head"]['out_channels'] = len(
-            getattr(post_process_class, 'character'))
+        char_num = len(getattr(post_process_class, 'character'))
+        if config['Architecture']["algorithm"] in ["Distillation",
+                                                   ]:  # distillation model
+            for key in config['Architecture']["Models"]:
+                config['Architecture']["Models"][key]["Head"][
+                    'out_channels'] = char_num
+        else:  # base rec model
+            config['Architecture']["Head"]['out_channels'] = char_num
 
     model = build_model(config['Architecture'])