Update README.md

README.md

@@ -1,12 +1,13 @@
-# Official Code Release for TiP-Adapter
-
-Tip-Adapter provides faster convergence and better performance by initializing the adapter with a cache model.
+# TiP-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling
+This is the official code release for the paper ['TiP-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling'](https://arxiv.org/abs/2111.03930).
+## Introduction
+Tip-Adapter provides faster convergence and better performance than CLIP-Adapter by initializing the adapter with a cache model.
 
 <div align="center">
   <img src="cache_model.png"/>
 </div>
 
-# Implementation
+## Implementation
 Put ``tip_adapter_ImageNet.py`` into clip's folder and run 
 
     python tip_adapter_ImageNet.py
@@ -16,8 +17,8 @@ you will get 65.51% on ImageNet validation set.
 This repo will be completed in a few days.
 
 
-# Contributor
+## Contributors
 Peng Gao, Renrui Zhang
 
-# Acknowledgment
-CLIP and CoOp
+## Acknowledgment
+CLIP, CoOp and CLIP-Adapter