diff --git a/README.md b/README.md
index eb9640bef6d780a4b12c541417b84a2ea856c431..3f1afd86790967ebaab00983932380d9c087d301 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# MRCNN-droplet-detection
+# MRCNN-particle-detection
 Mask R-CNN implementation for particle detection.
 
 MANUAL WILL BE PROVIDED SOON
@@ -9,19 +9,20 @@ Use this bibtex to cite our paper:
 
 ```
 @article{sibirtsev_2023_1,
-  author = {Sibirtsev, Stepan and Zhai, Song and Neufang, Mathias and Seiler, Jakob and Jupke, Andreas},
-  title = {Mask R-CNN based droplet detection in liquid-liquid systems. Part 1: A proof of concept.},
-  journal = {Proceedings of International Solvent Extraction Conference},
-  pages = {133--139},
-  doi = {10.5281/zendo.7907607}
-  year = {2023}
+author = {Sibirtsev, Stepan and Zhai, Song and Neufang, Mathias and Seiler, Jakob and Jupke, Andreas},
+title = {Mask R-CNN based droplet detection in liquid-liquid systems. Part 1: A proof of concept.},
+journal = {Proceedings of International Solvent Extraction Conference},
+pages = {133--139},
+doi = {10.5281/zendo.7907607},
+url = {http://media.isec2022.com/2023/05/Final-collected-Proceedings-ISEC-2022.pdf},
+year = {2023}
 }
 ```
 Use this bibtex to cite this repository:
 
 ```
 @misc{sibirtsev_gitlab_mrcnn,
-  title={MRCNN PArticle Detection},
+  title={MRCNN Particle Detection},
   author={Sibirtsev, Stepan},
   year={2023},
   publisher={Github},