diff --git a/README.md b/README.md
index a77f3a11dd6ea1b695ae2331667a788191ca2a94..fb4936df1075dd2e5ae3d605471472b945a87e8d 100644
--- a/README.md
+++ b/README.md
@@ -3,20 +3,22 @@ Mask R-CNN implementation for particle detection.
 
 The instructions for installing and applying MRCNN can be found in the manual folder.
 
+If you want to share your database (manually evaluated images of droplets) with other users, please upload it to the database folder.
+
 ## Citation
 
 Use this bibtex to cite our paper:
 
 ```
-@article{sibirtsev_2023_1,
+@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 1: A proof of concept.},
+  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 = {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}
+  journal = {Chemical Engineering Research and Design},
+  pages = {161-168},
+  volume = {202},
+  doi = {10.1016/j.cherd.2023.12.005}
+  url = {https://www.sciencedirect.com/science/article/pii/S0263876223007979?dgcid=author},
 }
 
 @article{sibirtsev_2023_2,
@@ -27,7 +29,17 @@ Use this bibtex to cite our paper:
   pages = {144826},
   volume = {473},
   doi = {10.1016/j.cej.2023.144826}
-  url = {https://www.sciencedirect.com/science/article/abs/pii/S138589472303557X},
+  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}
 }
 
 ```