diff --git a/README.md b/README.md
index e7509c6202..820fbc9947 100644
--- a/README.md
+++ b/README.md
@@ -46,7 +46,7 @@ This project is released under the [Apache 2.0 license](LICENSE).
 
 ## Changelog
 
-v0.9.0 was released in 30/11/2020.
+v0.10.0 was released in 01/01/2021.
 Please refer to [changelog.md](docs/changelog.md) for details and release history.
 
 ## Benchmark and model zoo
diff --git a/docs/changelog.md b/docs/changelog.md
index 7b9c6ffb7b..75ae339640 100644
--- a/docs/changelog.md
+++ b/docs/changelog.md
@@ -1,5 +1,29 @@
 ## Changelog
 
+### V0.10 (01/01/2021)
+
+**Highlights**
+
+- Support MobileNetV3, DMNet, APCNet. Add models of ResNet18V1b, ResNet18V1c, ResNet50V1b.
+
+**Bug Fixes**
+
+- Fixed CPU TTA ([#276](https://github.com/open-mmlab/mmsegmentation/pull/276))
+- Fixed CI for pip 20.3 ([#307](https://github.com/open-mmlab/mmsegmentation/pull/307))
+
+**New Features**
+
+- Add ResNet18V1b, ResNet18V1c, ResNet50V1b OS16 models ([#316](https://github.com/open-mmlab/mmsegmentation/pull/316))
+- Support MobileNetV3 ([#268](https://github.com/open-mmlab/mmsegmentation/pull/268))
+- Add 4 retinal vessel segmentation benchmark  ([#315](https://github.com/open-mmlab/mmsegmentation/pull/315))
+- Support DMNet ([#313](https://github.com/open-mmlab/mmsegmentation/pull/313))
+- Support APCNet ([#299](https://github.com/open-mmlab/mmsegmentation/pull/299))
+
+**Improvements**
+
+- Refactor Documentation page ([#311](https://github.com/open-mmlab/mmsegmentation/pull/311))
+- Support resize data augmentation according to original image size ([#291](https://github.com/open-mmlab/mmsegmentation/pull/291))
+
 ### V0.9 (30/11/2020)
 
 **Highlights**
diff --git a/docs/tutorials/training_tricks.md b/docs/tutorials/training_tricks.md
index 14ed8b3d12..98a201fa64 100644
--- a/docs/tutorials/training_tricks.md
+++ b/docs/tutorials/training_tricks.md
@@ -1,4 +1,4 @@
-# Tutorial 6: Training Tricks
+# Tutorial 5: Training Tricks
 
 MMSegmentation support following training tricks out of box.
 
diff --git a/mmseg/version.py b/mmseg/version.py
index 48c1ac9eb5..8242f19a71 100644
--- a/mmseg/version.py
+++ b/mmseg/version.py
@@ -1,6 +1,6 @@
 # Copyright (c) Open-MMLab. All rights reserved.
 
-__version__ = '0.9.0'
+__version__ = '0.10.0'
 
 
 def parse_version_info(version_str):