diff --git a/README.md b/README.md
index 2d25ae6..280100e 100644
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ InstantID is a new state-of-the-art tuning-free method to achieve ID-Preserving
 <img src='assets/applications.png'>
 
 ## Release
-- [2024/07/18] 🔥 We are training InstantID for Kolor, and the model requires significant computational power, which is currently in the process of iteration. The latest checkpoint results are referenced in [kolor](#kolor).
+- [2024/07/18] 🔥 We are training InstantID for [Kolors](https://huggingface.co/Kwai-Kolors/Kolors-diffusers). The weight requires significant computational power, which is currently in the process of iteration. After the model training is completed, it will be open-sourced. The latest checkpoint results are referenced in [Kolors](#kolor). 
 - [2024/04/03] 🔥 We release our recent work [InstantStyle](https://github.com/InstantStyle/InstantStyle) for style transfer, compatible with InstantID!
 - [2024/02/01] 🔥 We have supported LCM acceleration and Multi-ControlNets on our [Huggingface Spaces Demo](https://huggingface.co/spaces/InstantX/InstantID)! Our depth estimator is supported by [Depth-Anything](https://github.com/LiheYoung/Depth-Anything).
 - [2024/01/31] 🔥 [OneDiff](https://github.com/siliconflow/onediff?tab=readme-ov-file#easy-to-use) now supports accelerated inference for InstantID, check [this](https://github.com/siliconflow/onediff/blob/main/benchmarks/instant_id.py) for details!
@@ -62,13 +62,14 @@ Comparison with pre-trained character LoRAs. We don't need multiple images and s
 
 Comparison with InsightFace Swapper (also known as ROOP or Refactor). However, in non-realistic style, our work is more flexible on the integration of face and background.
 
-### Kolor
+### Kolors Vision
+
+We have adapted InstantID for [Kolors](https://huggingface.co/Kwai-Kolors/Kolors-diffusers). Leveraging Kolors' robust text generation capabilities, InstantID can be integrated with Kolors to simultaneously generate ID and text.
 
-We have adapted InstantID for Kolor. Thanks to Kolor's powerful text generation capabilities, Kolor can be used in conjunction with InstantID to generate both IDs and text simultaneously.
 
 | demo | demo | demo |
 |:-----:|:-----:|:-----:|
-<img src="./data/demo_1.jpg" >|<img src="./data/demo_2.jpg" >|<img src="./data/demo_3.jpg" >|
+<img src="./assets/kolor/demo_1.jpg" >|<img src="./assets/kolor/demo_2.jpg" >|<img src="./assets/kolor/demo_3.jpg" >|