diff --git a/README.md b/README.md
index 47156f360ddc423dfc6f8670d14877d7f7bc1060..4748098f088661886c590eb8c6fc5b3195e3bbe7 100644
--- a/README.md
+++ b/README.md
@@ -17,16 +17,19 @@ Workshop AVVision : Autonomous Vehicle Vision
 # Table of content
 - [Overview](#overview)
 - [Dataset](#dataset)
+- [Networks](#networks)
 - [Evaluation](#evaluation)
-- [Training](#training)
 - [Citation](#citation)
 - [Acknowledgements](#acknowledgements)
 
 # Overview
-This repository contains link to download the DriPE dataset,
-along with trained weights for the three networks presented in this paper: 
+This repository contains materials from the paper
+[DriPE: A Dataset for Human Pose Estimation in Real-World Driving Settings](https://openaccess.thecvf.com/content/ICCV2021W/AVVision/papers/Guesdon_DriPE_A_Dataset_for_Human_Pose_Estimation_in_Real-World_Driving_ICCVW_2021_paper.pdf).
+
+We provide the link to download the DriPE [dataset](#dataset),
+along with trained weights for the three [networks](#networks) presented in this paper: 
 SBl, MSPN and RSN.
-Furthermore, we provide the code to evaluate HPE networks with mAPK metric, our keypoint-centered metric.
+Furthermore, we provide the code to evaluate HPE networks with [mAPK metric](#evaluation), our keypoint-centered metric.
 
 # Dataset
 DriPE dataset can be found [here](). We provide the 10k images, 
@@ -76,9 +79,6 @@ AP  | 0.30 |  0.86 |  0.78 |  0.92 | 0.91 | 0.76 |  0.13 | 0.68 | 0.67 | 0.29
 AR  | 0.87 |  0.92 |  0.93 |  0.96 | 0.88 | 0.61 |  0.05 | 0.80 | 0.75 | 0.31
 
 # Citation
-
-
-
 If you use this dataset or code in your research, please cite the paper:
 ```
 @InProceedings{Guesdon_2021_ICCV,
@@ -91,4 +91,12 @@ If you use this dataset or code in your research, please cite the paper:
 }
 ```
 
-# Acknowledgments
\ No newline at end of file
+# Acknowledgments
+This work was supported by the Pack Ambition
+Recherche 2019 funding of the French AURA Region in
+the context of the AutoBehave project.
+<p style="text-align:center">
+<img style="margin-right: 20px" src="https://eric.univ-lyon2.fr/eda2017/images/logo_liris.png" alt="LIRIS logo" height="75" width="160"/>
+<img style="margin-left: 20px" src="https://www.auvergnerhonealpes.fr/cms_viewFile.php?idtf=7479&path=Logo-Region-Gris-pastille-Bleue-PNG-RVB.png" alt="RA logo" height="60" width="262"/>
+</p>
+