From 2c1886bc2a47a6496899ad019c73b654fe529e27 Mon Sep 17 00:00:00 2001
From: Xuebin Qin <xuebin@ualberta.ca>
Date: Tue, 8 Mar 2022 12:11:23 +0400
Subject: [PATCH] Update README.md

---
 README.md | 26 +++++++++++++++-----------
 1 file changed, 15 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index c4bd018..3fd85bd 100644
--- a/README.md
+++ b/README.md
@@ -2,31 +2,35 @@
   <img width="420" height="320" src="figures/dis-logo-official.png">
 </p>
 
-## Highly Accurate Dichotomous Image Segmentation. 
+## [Highly Accurate Dichotomous Image Segmentation.(Arxiv)](https://arxiv.org/pdf/2203.03041.pdf) 
 [Xuebin Qin](https://xuebinqin.github.io/), [Hang Dai](https://scholar.google.co.uk/citations?user=6yvjpQQAAAAJ&hl=en), [Xiaobin Hu](https://scholar.google.de/citations?user=3lMuodUAAAAJ&hl=en), [Deng-Ping Fan*](https://dengpingfan.github.io/), [Ling Shao](https://scholar.google.com/citations?user=z84rLjoAAAAJ&hl=en) and [Luc Van Gool](https://scholar.google.com/citations?user=TwMib_QAAAAJ&hl=en).
 
 This is the official repo for our new project (2022, come soon): 
 [**[Project Page]**](https://xuebinqin.github.io/dis/index.html)
+
 ## DEMO
 ![ship-demo](figures/ship-demo.gif)
 ![bg-removal](figures/bg-removal.gif)
 ![view-move](figures/view-move.gif)
 ![motor-demo](figures/motor-demo.gif)
 
+## Comparisons Against SOTAs
+![qual-comp](figures/qual-comp.jpg)
+
 ## Citation
 ```
 @misc{qin2022,
-title={Highly Accurate Dichotomous Image Segmentation},
-author={Xuebin Qin and Hang Dai and Xiaobin Hu and Deng-Ping Fan and Ling Shao and Luc Van Gool},
-year={2022},
-eprint={xxxxx},
-archivePrefix={arXiv},
-primaryClass={cs.CV}
+      title={Highly Accurate Dichotomous Image Segmentation},
+      author={Xuebin Qin and Hang Dai and Xiaobin Hu and Deng-Ping Fan and Ling Shao and Luc Van Gool},
+      year={2022},
+      eprint={2203.03041},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV}
 }
 
 @article{qin2021boundary,
-  title={Boundary-aware segmentation network for mobile and web applications},
-  author={Qin, Xuebin and Fan, Deng-Ping and Huang, Chenyang and Diagne, Cyril and Zhang, Zichen and Sant'Anna, Adri{\`a} Cabeza and Suarez, Albert and Jagersand, Martin and Shao, Ling},
-  journal={arXiv preprint arXiv:2101.04704},
-  year={2021}
+         title={Boundary-aware segmentation network for mobile and web applications},
+         author={Qin, Xuebin and Fan, Deng-Ping and Huang, Chenyang and Diagne, Cyril and Zhang, Zichen and Sant'Anna, Adri{\`a} Cabeza and Suarez, Albert and Jagersand, Martin and Shao, Ling},
+         journal={arXiv preprint arXiv:2101.04704},
+         year={2021}
 }