Update README.md

README.md

@@ -9,54 +9,68 @@ tags:
 - diffusers
 ---
 
-# cogvideox-2b-img2vid
 
-You can try it for free on nim.video!!
+# 🎥 CogVideoX-2B-Img2Vid 🚀
+
+### Fine-tuned on 10 million videos for high-quality generation at SBS levels comparable to CogVideoX-5B! 🌟
+
+
+# Model Highlights 🌟
+
+- Fine-tuned on 10 million videos for exceptional image-to-video generation quality.
+
+- Performance benchmarked to match SBS standards at CogVideoX-5B i2v level.
+
+
+## Usage Examples 🔥
+
+### Try it for free on [nim.video](https://nim.video)
 
 <video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/63fde49f6315a264aba6a7ed/8vOYgS-Wm51BgOKv4Jnpp.mp4"></video>
 
-### ComfyUI Example
-<p>
-    <img src="cogvideox-2b-img2vid-workflow.png" width="800" height="400" title="preview"/>
+### CLI Inference 🌐
+```bash
+python -m inference.cli_demo \
+    --video_path "resources/truck.jpg" \
+    --prompt "A truck is driving through a dirt road, showcasing its capability for off-roading." \
+    --model_path NimVideo/cogvideox-2b-img2vid
+
+```
+## Gradio Inference with Web Demo 🖥️
+```bash
+python -m inference.gradio_web_demo \
+    --model_path NimVideo/cogvideox-2b-img2vid
+```
+### ComfyUI Example 💡
+
+<p align="center">
+    <img src="cogvideox-2b-img2vid-workflow.png" width="800" height="400" alt="Workflow Preview" title="Workflow Example Preview"/>
 </p>
-<p>
-    <a href="cogvideox-2b-img2vid-workflow.json">JSON Workflow Example</a>
+<p align="center">
+    <a href="cogvideox-2b-img2vid-workflow.json">🔗 JSON Workflow Example</a>
 </p>
-ComfyUI custom node can be found <a href="https://github.com/Nim-Video/ComfyUI-CogVideoXWrapper">here</a>.
 
-### How to
-Clone repo 
+
+### 🔧 [Find the custom ComfyUI node here.](https://github.com/Nim-Video/ComfyUI-CogVideoXWrapper)
+
+## Quick Start 🚀
+
+1️⃣ Clone the Repository
 ```bash
 git clone https://github.com/Nim-Video/cogvideox-2b-img2vid.git
 cd cogvideox-2b-img2vid
 ```
-  
-Create venv  
+2️⃣ Set up a Virtual Environment
 ```bash
 python -m venv venv
 source venv/bin/activate
 ```
-  
-Install requirements
+3️⃣ Install Requirements
 ```bash
 pip install -r requirements.txt
 ```
-  
-### Simple examples
-#### Inference with cli
-```bash
-python -m inference.cli_demo \
-    --video_path "resources/truck.jpg" \
-    --prompt "A truck is driving through a dirt road, showcasing its capability for off-roading." \
-    --model_path NimVideo/cogvideox-2b-img2vid
-```
 
-#### Inference with Gradio
-```bash
-python -m inference.gradio_web_demo \
-    --model_path NimVideo/cogvideox-2b-img2vid
-```
+## Acknowledgements 🙏
 
-## Acknowledgements
-Original code and models [CogVideoX](https://github.com/THUDM/CogVideo/tree/main).  
+This project builds on the foundational work of [CogVideoX](https://github.com/THUDM/CogVideo/tree/main).