diff --git a/docs/model_zoo/index.rst b/docs/model_zoo/index.rst
index 8b8d5f0f7f..d6e7ba65c6 100644
--- a/docs/model_zoo/index.rst
+++ b/docs/model_zoo/index.rst
@@ -60,19 +60,19 @@ Besides the listed, we provide more models trained on ImageNet in the upstream
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
 | Model             | Top-1  | Top-5  | Training Command                                                                                                                | Training Log                                                                                                                  |
 +===================+========+========+=================================================================================================================================+===============================================================================================================================+
-| ResNet18_v1 [1]_  | 0.6803 | 0.8818 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet18_v1.sh>`_    |                                                                                                                               |
+| ResNet18_v1 [1]_  | 0.7039 | 0.8959 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet18_v1.sh>`_    | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet18_v1.log>`_          |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
-| ResNet34_v1 [1]_  | 0.7202 | 0.9066 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet34_v1.sh>`_    |                                                                                                                               |
+| ResNet34_v1 [1]_  | 0.7411 | 0.9184 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet34_v1.sh>`_    | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet34_v1.log>`_          |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
-| ResNet50_v1 [1]_  | 0.7540 | 0.9266 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet50_v1.sh>`_    |                                                                                                                               |
+| ResNet50_v1 [1]_  | 0.7540 | 0.9266 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet50_v1.sh>`_    | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet50_v1.log>`_          |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
 | ResNet101_v1 [1]_ | 0.7693 | 0.9334 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet101_v1.sh>`_   |                                                                                                                               |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
 | ResNet152_v1 [2]_ | 0.7727 | 0.9353 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet152_v1.sh>`_   |                                                                                                                               |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
-| ResNet18_v2 [3]_  | 0.6961 | 0.8901 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet18_v2.sh>`_    |                                                                                                                               |
+| ResNet18_v2 [3]_  | 0.7037 | 0.8962 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet18_v2.sh>`_    | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet18_v2.log>`_          |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
-| ResNet34_v2 [2]_  | 0.7324 | 0.9125 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet34_v2.sh>`_    |                                                                                                                               |
+| ResNet34_v2 [2]_  | 0.7389 | 0.9178 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet34_v2.sh>`_    | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet34_v2.log>`_          |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+
 | ResNet50_v2 [2]_  | 0.7622 | 0.9297 | `shell script <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet50_v2.sh>`_    | `log <https://raw.githubusercontent.com/dmlc/web-data/master/gluoncv/logs/classification/imagenet/resnet50_v2.log>`_          |
 +-------------------+--------+--------+---------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------+