diff --git a/configs/fcn/README.md b/configs/fcn/README.md
index 851e387a84..e72dda6a59 100644
--- a/configs/fcn/README.md
+++ b/configs/fcn/README.md
@@ -74,8 +74,8 @@
 
 | Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) |  mIoU | mIoU(ms+flip) | config                                                                                                                   | download                                                                                                                                                                                                                                                                                                                                               |
 | ------ | -------- | --------- | ------: | -------- | -------------- | ----: | ------------: | ------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
-| FCN    | R-101-D8 | 480x480   |   40000 | -        | 9.93           | 44.14 |         45.67 | [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/fcn/fcn_r101-d8_480x480_40k_pascal_context.py) | [model](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_40k_pascal_context/fcn_r101-d8_480x480_40k_pascal_context_20200911_212515-9b565a6d.pth) | [log](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_40k_pascal_context/fcn_r101-d8_480x480_40k_pascal_context-20200911_212515.log.json) |
-| FCN    | R-101-D8 | 480x480   |   80000 | -        | -              | 44.47 |         45.74 | [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/fcn/fcn_r101-d8_480x480_80k_pascal_context.py) | [model](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_80k_pascal_context/fcn_r101-d8_480x480_80k_pascal_context_20200915_032644-a3828480.pth) | [log](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_80k_pascal_context/fcn_r101-d8_480x480_80k_pascal_context-20200915_032644.log.json) |
+| FCN    | R-101-D8 | 480x480   |   40000 | -        | 9.93           | 44.43 |         45.63 | [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/fcn/fcn_r101-d8_480x480_40k_pascal_context.py) | [model](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_40k_pascal_context/fcn_r101-d8_480x480_40k_pascal_context-20210421_154757-b5e97937.pth) | [log](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_40k_pascal_context/fcn_r101-d8_480x480_40k_pascal_context-20210421_154757.log.json) |
+| FCN    | R-101-D8 | 480x480   |   80000 | -        | -              | 44.13 |         45.26 | [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/fcn/fcn_r101-d8_480x480_80k_pascal_context.py) | [model](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_80k_pascal_context/fcn_r101-d8_480x480_80k_pascal_context-20210421_163310-4711813f.pth) | [log](https://download.openmmlab.com/mmsegmentation/v0.5/fcn/fcn_r101-d8_480x480_80k_pascal_context/fcn_r101-d8_480x480_80k_pascal_context-20210421_163310.log.json) |
 
 ### Pascal Context 59
 
diff --git a/configs/fcn/fcn_r50-d8_480x480_40k_pascal_context.py b/configs/fcn/fcn_r50-d8_480x480_40k_pascal_context.py
index fdc6314f70..7c57a6f8ff 100644
--- a/configs/fcn/fcn_r50-d8_480x480_40k_pascal_context.py
+++ b/configs/fcn/fcn_r50-d8_480x480_40k_pascal_context.py
@@ -4,5 +4,6 @@
 ]
 model = dict(
     decode_head=dict(num_classes=60),
+    auxiliary_head=dict(num_classes=60),
     test_cfg=dict(mode='slide', crop_size=(480, 480), stride=(320, 320)))
 optimizer = dict(type='SGD', lr=0.004, momentum=0.9, weight_decay=0.0001)
diff --git a/configs/fcn/fcn_r50-d8_480x480_80k_pascal_context.py b/configs/fcn/fcn_r50-d8_480x480_80k_pascal_context.py
index 0870f928b8..df6d25b6a9 100644
--- a/configs/fcn/fcn_r50-d8_480x480_80k_pascal_context.py
+++ b/configs/fcn/fcn_r50-d8_480x480_80k_pascal_context.py
@@ -4,5 +4,6 @@
 ]
 model = dict(
     decode_head=dict(num_classes=60),
+    auxiliary_head=dict(num_classes=60),
     test_cfg=dict(mode='slide', crop_size=(480, 480), stride=(320, 320)))
 optimizer = dict(type='SGD', lr=0.004, momentum=0.9, weight_decay=0.0001)