diff --git a/README.md b/README.md
index fb4936df1075dd2e5ae3d605471472b945a87e8d..410f5760b28a78719c8b82c70891783701812ecc 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@ Use this bibtex to cite our paper:
 ```
 @article{sibirtsev_2023_3,
   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 3: Model generalization for accurate processing performance independent of image quality},
+  title = {{Mask R-CNN} based droplet detection in liquid--liquid systems, {Part 3}: Model generalization for accurate processing performance independent of image quality},
   year = {2023},
   journal = {Chemical Engineering Research and Design},
   pages = {161-168},
@@ -21,25 +21,27 @@ Use this bibtex to cite our paper:
   url = {https://www.sciencedirect.com/science/article/pii/S0263876223007979?dgcid=author},
 }
 
-@article{sibirtsev_2023_2,
-  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 2: Methodology for determining training and image processing parameter values improving droplet detection accuracy},
-  year = {2023},
-  journal = {Chemical Engineering Journal},
-  pages = {144826},
-  volume = {473},
-  doi = {10.1016/j.cej.2023.144826}
-  url = {https://www.sciencedirect.com/science/article/abs/pii/S138589472303557X}
+@article{Sibirtsev2023_2,
+ author = {Sibirtsev, Stepan and Zhai, Song and Neufang, Mathias and Seiler, Jakob and Jupke, Andreas},
+ year = {2023},
+ title = {{Mask R-CNN} based droplet detection in liquid--liquid systems, {Part 2}: Methodology for determining training and image processing parameter values improving droplet detection accuracy},
+ pages = {144826},
+ volume = {473},
+ issn = {13858947},
+ journal = {Chemical Engineering Journal},
+ doi = {10.1016/j.cej.2023.144826},
+ url = {https://www.sciencedirect.com/science/article/abs/pii/S138589472303557X}
 }
 
-@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.},
-  year = {2023},
-  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}
+@inproceedings{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},
+ year = {2023},
+ publisher = {ISEC},
+ booktitle = {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}
 }
 
 ```