Update README.md

README.md

@@ -41,9 +41,10 @@ Additionally, our repository provides more tools to benefit the research communi
 
 ## 🔥 Updates
 - [x] **\[2025.03.26\]** Release inference and training code.
-- [ ] **\[2025.03.27\]** Upload gradio demo usage video.
-- [ ] **\[2025.03.29\]** Release MC-Bench and evaluation code.
-- [ ] **\[2025.03.30\]** Upload annotation tool for image-trajectory pair construction.
+- [x] **\[2025.04.08\]** Release MC-Bench and evaluation code.
+- [ ] Upload gradio demo usage video.
+- [ ] Upload annotation tool for image-trajectory pair construction.
+
 
 ## 🏃🏼 Inference
 <details open>
@@ -129,7 +130,7 @@ Additionally, `./data/dot_single_video` contains code for processing raw videos
 
 Simply run the following command to train MotionPro:
 ```
-train_server_1.sh
+bash train_server_1.sh
 ```
 In addition to loading video data from folders, we also support [WebDataset](https://rom1504.github.io/webdataset/), allowing videos to be read directly from tar files for training. This can be enabled by modifying the config file:
 ```
@@ -140,14 +141,30 @@ Furthermore, to train the **MotionPro-Dense** model, simply modify the `train_de
 
 </details>
 
+
+## 📝Evaluation
+
+
+<summary><strong>MC-Bench</strong></summary>
+
+Simply download 🤗[MC-Bench](https://huggingface.co/HiDream-ai/MotionPro/blob/main/data/MC-Bench.tar), extract the files, and place them in the `./data` directory.
+
+<summary><strong>Run eval script</strong></summary>
+
+Simply execute the following command to evaluate MotionPro on MC-Bench and Webvid:
+```
+bash eval_model.sh
+```
+
+
 ## 🌟 Star and Citation
-If you find our work helpful for your research, please consider giving a star⭐ on this repository and citing our work📝.
+If you find our work helpful for your research, please consider giving a star⭐ on this repository and citing our work.
 ```
 @inproceedings{2025motionpro,
-  title={MotionPro: A Precise Motion Controller for Image-to-Video Generation},
-  author={Zhongwei Zhang, Fuchen Long, Zhaofan Qiu, Yingwei Pan, Wu Liu, Ting Yao and Tao Mei},
-  booktitle={CVPR},
-  year={2025}
+ title={{MotionPro: A Precise Motion Controller for Image-to-Video Generation}},
+ author={Zhongwei Zhang and Fuchen Long and Zhaofan Qiu and Yingwei Pan and Wu Liu and Ting Yao and Tao Mei},
+ booktitle={CVPR},
+ year={2025}
 }
 ```
 
@@ -155,4 +172,5 @@ If you find our work helpful for your research, please consider giving a star⭐
 ## 💖 Acknowledgement
 <span id="acknowledgement"></span>
 
-Our code is inspired by several works, including [SVD](https://github.com/Stability-AI/generative-models), [DragNUWA](https://github.com/ProjectNUWA/DragNUWA), [DOT](https://github.com/16lemoing/dot), [Cotracker](https://github.com/facebookresearch/co-tracker). Thanks to all the contributors!
+Our code is inspired by several works, including [SVD](https://github.com/Stability-AI/generative-models), [DragNUWA](https://github.com/ProjectNUWA/DragNUWA), [DOT](https://github.com/16lemoing/dot), [Cotracker](https://github.com/facebookresearch/co-tracker). Thanks to all the contributors! 
+