Update app.py

app.py

@@ -151,19 +151,28 @@ with gr.Blocks(title="Co-Instruct-Plus🧑‍🏫🖌️") as demo:
 
 <h1 align="center"><a href="https://github.com/Q-Future/Co-Instruct"><img src="https://raw.githubusercontent.com/Q-Future/Co-Instruct/main/co-instruct.png", alt="Co-Instruct" border="0" style="margin: 0 auto; height: 85px;" /></a> </h1>
 
-<div align="center">Built upon <strong>Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models</strong></div>
+<div align="center">Built upon <strong>Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models (CVPR 2024)</strong></div>
 
-<div align="center">Built upon Co-Instruct: <strong>Towards Open-ended Visual Quality Comparison</strong></div>   
+<div align="center">Built upon the Upgraded Version, Co-Instruct, supporting up to 4 images: <strong>Towards Open-ended Visual Quality Comparison (Arxiv 2024)</strong></div>   
 
-<div align="center">Co-Instruct is the Upgraded Version of Q-Instruct with Multi-image (up to 4, same as GPT-4V) Support! We also support <a href='https://huggingface.co/marcosv/InstructIR'>InstructIR</a> as PLUGIN!</div>
+<div align="center">We also support <a href='https://huggingface.co/marcosv/InstructIR'>InstructIR</a> as PLUGIN to restore image!</div>
 <h5 align="center"> Please find our more accurate visual scoring demo on <a href='https://huggingface.co/spaces/teowu/OneScorer'>[OneScorer]</a> (Q-Align)!</h2>
 <div align="center">
     <div style="display:flex; gap: 0.25rem;" align="center">
+    <strong>Q-Instruct Resources:</strong>
         <a href='https://github.com/Q-Future/Q-Instruct'><img src='https://img.shields.io/badge/Github-Code-blue'></a>
         <a href="https://Q-Instruct.github.io/Q-Instruct/fig/Q_Instruct_v0_1_preview.pdf"><img src="https://img.shields.io/badge/Technical-Report-red"></a>
         <a href='https://github.com/Q-Future/Q-Instruct/stargazers'><img src='https://img.shields.io/github/stars/Q-Future/Q-Instruct.svg?style=social'></a>
     </div>
 </div>
+<div align="center">
+    <div style="display:flex; gap: 0.25rem;" align="center">
+    <strong>Co-Instruct Resources:</strong>
+        <a href='https://github.com/Q-Future/Co-Instruct'><img src='https://img.shields.io/badge/Github-Code-blue'></a>
+        <a href="https://arxiv.org/pdf/2402.16641.pdf"><img src="https://img.shields.io/badge/Technical-Report-red"></a>
+        <a href='https://github.com/Q-Future/Co-Instruct/stargazers'><img src='https://img.shields.io/github/stars/Q-Future/Co-Instruct.svg?style=social'></a>
+    </div>
+</div>
 """)
     gr.Markdown(title_markdown)
     with gr.Row():