diff --git a/README.md b/README.md
index 157a57b36..c864afbce 100644
--- a/README.md
+++ b/README.md
@@ -71,6 +71,7 @@ Supported methods:
 - [x] [GCNet](configs/gcnet)
 - [x] [ANN](configs/ann)
 - [x] [OCRNet](configs/ocrnet)
+- [x] [Fast-SCNN](configs/fastscnn)
 - [x] [Mixed Precision (FP16) Training](configs/fp16/README.md)
 
 ## Installation