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README.md

@@ -4,21 +4,26 @@
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 This repository contains code for the CVPR2021 paper "Patch-NetVLAD: Multi-Scale Fusion of Locally-Global Descriptors for Place Recognition"
 
-A pre-print version of the article can be found at: https://arxiv.org/abs/2103.01486
+The article can be found on [arXiv](https://arxiv.org/abs/2103.01486) and the [official proceedings](https://openaccess.thecvf.com/content/CVPR2021/html/Hausler_Patch-NetVLAD_Multi-Scale_Fusion_of_Locally-Global_Descriptors_for_Place_Recognition_CVPR_2021_paper.html).
 
 <p style="width: 50%; display: block; margin-left: auto; margin-right: auto">
   <img src="./assets/patch_netvlad_method_diagram.png" alt="Patch-NetVLAD method diagram"/>
 </p>
 
 ## License + attribution/citation
 
-When using code within this repository, please refer the following paper in your publications:
+When using code within this repository, please refer the following [paper](https://openaccess.thecvf.com/content/CVPR2021/html/Hausler_Patch-NetVLAD_Multi-Scale_Fusion_of_Locally-Global_Descriptors_for_Place_Recognition_CVPR_2021_paper.html) in your publications:
 ```
 @inproceedings{hausler2021patchnetvlad,
   title={Patch-NetVLAD: Multi-Scale Fusion of Locally-Global Descriptors for Place Recognition},