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README.md

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+<div align="center">
+
+<div align="center">
+    <a href="https://huggingface.co/spaces/teowu/Q-Instruct-on-mPLUG-Owl-2"><img src="https://huggingface.co/datasets/huggingface/badges/raw/main/open-in-hf-spaces-sm-dark.svg" alt="Open in Spaces"></a>
+<a href="https://arxiv.org/abs/2311.06783"><img src="https://img.shields.io/badge/Arxiv-2311:06783-red"></a>
+    <a href="https://huggingface.co/datasets/teowu/Q-Instruct"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-green"></a>
+    <a href="https://hits.seeyoufarm.com"><img src="https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fgithub.com%2FQ-Future%2FQ-Instruct&count_bg=%23E97EBA&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=visitors&edge_flat=false" alt="Hits"></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>
+    
+  <h1>Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models</h1>
+
+
+
+  <div>
+      <a href="https://teowu.github.io/" target="_blank">Haoning Wu</a><sup>1</sup><sup>*</sup>,
+      <a href="https://github.com/zzc-1998" target="_blank">Zicheng Zhang</a><sup>2</sup><sup>*</sup>,
+      <a href="https://github.com/ZhangErliCarl/" target="_blank">Erli Zhang</a><sup>1</sup><sup>*</sup>,
+      <a href="https://chaofengc.github.io" target="_blank">Chaofeng Chen</a><sup>1</sup>,
+      <a href="https://liaoliang92.github.io" target="_blank">Liang Liao</a><sup>1</sup>,
+      <a href="https://github.com/AnnanWangDaniel" target="_blank">Annan Wang</a><sup>1</sup>,
+      <a href="https://scholar.google.com/citations?user=NBIqaHQAAAAJ&hl=en" target="_blank">Kaixin Xu</a><sup>4</sup>,
+  </div>
+
+<div>
+      <a href="https://github.com/lcysyzxdxc" target="_blank">Chunyi Li</a><sup>2</sup>,
+      <a href="https://scholar.google.com.sg/citations?user=NlNOyiQAAAAJ&hl=en" target="_blank">Jingwen Hou</a><sup>1</sup>,
+      <a href="https://ee.sjtu.edu.cn/en/FacultyDetail.aspx?id=24&infoid=153&flag=153" target="_blank">Guangtao Zhai</a><sup>2</sup>,
+      <a href="https://scholar.google.com/citations?user=ZYVZ1bgAAAAJ&hl=en" target="_blank">Geng Xue</a><sup>4</sup>,
+      <a href="https://wenxiusun.com" target="_blank">Wenxiu Sun</a><sup>3</sup>,
+      <a href="https://scholar.google.com/citations?user=uT9CtPYAAAAJ&hl=en" target="_blank">Qiong Yan</a><sup>3</sup>,
+      <a href="https://personal.ntu.edu.sg/wslin/Home.html" target="_blank">Weisi Lin</a><sup>1</sup><sup>#</sup>
+  </div>
+  <div>
+  <sup>1</sup>Nanyang Technological University, <sup>2</sup>Shanghai Jiaotong University, <sup>3</sup>Sensetime Research, <sup>4</sup>I2R@A*STAR
+       </div>   
+<div>
+<sup>*</sup>Equal contribution. <sup>#</sup>Corresponding author. 
+   </div>
+<div>
+   <a href="https://HuggingFace.co/datasets/teowu/Q-Instruct"><strong>Dataset</strong></a> | <a href="https://github.com/Q-Future/Q-Instruct/tree/main/model_zoo"><strong>Model Zoo</strong></a> |  <a href="https://github.com/Q-Future/Q-Instruct/tree/main/fig/Q_Instruct_v0_1_preview.pdf"><strong>Paper (Preview)</strong></a> | <a href="https://huggingface.co/spaces/teowu/Q-Instruct-on-mPLUG-Owl-2"><strong>Demo (Hugging Face)</strong></a>
+   </div>   
+
+    
+  <div style="width: 100%; text-align: center; margin:auto;">
+      <img style="width:100%" src="https://raw.githubusercontent.com/Q-Future/Q-Instruct/main/new_q_instruct.png">
+  </div>
+  </div>   
+
 <div align="center">
   <h1>Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels</h1>