diff --git a/README.md b/README.md
index 63836324bf23b219b3199e8bf0ccc931f83c157d..04411b58631e7901c9e3467d1b1b2d9499033e14 100644
--- a/README.md
+++ b/README.md
@@ -99,6 +99,7 @@ Other features
 - [x] Weight Standardization
 - [x] OHEM
 - [x] Soft-NMS
+- [ ] Mixed Precision (FP16) Training (coming soon)
 
 
 ## Installation
@@ -106,7 +107,7 @@ Other features
 Please refer to [INSTALL.md](INSTALL.md) for installation and dataset preparation.
 
 
-## Inference with pretrained models
+## Get Started
 
 Please see [GETTING_STARTED.md](GETTING_STARTED.md) for the basic usage of mmdetection.