Add dataset citation to readme with DOI

README.md

@@ -388,9 +388,13 @@ Our dataset is licensed under [CC-BY-NC 4.0](https://creativecommons.org/license
 <!--[More Information Needed]
 -->
 
+If you use Fish-Vista in your research, please cite both our paper and the dataset.
+Please be sure to also cite the original data sources using the citations provided in [metadata/data-bib.bib](https://huggingface.co/datasets/imageomics/fish-vista/blob/main/metadata/data-bib.bib).
+
+
 **BibTeX:**
 
-**Data**
+**Paper**
 ```
 @misc{mehrab2024fishvista,
       title={Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images}, 
@@ -402,23 +406,19 @@ Our dataset is licensed under [CC-BY-NC 4.0](https://creativecommons.org/license
       url={https://arxiv.org/abs/2407.08027}, 
 }
 ```
-<!--
--for an associated paper:
-**Paper**
+
+
+**Data**
 ```
-@article{<ref_code>,
-  title    = {Fish-Vista: A Multi-Purpose Dataset for Understanding \& Identification of Traits from Images},
+@dataset{fishvistaData,
+  title    = {Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images},
   author   = {Kazi Sajeed Mehrab and M. Maruf and Arka Daw and Harish Babu Manogaran and Abhilash Neog and Mridul Khurana and Bahadir Altintas and Yasin Bakış and Elizabeth G Campolongo and Matthew J Thompson and Xiaojun Wang and Hilmar Lapp and Wei-Lun Chao and Paula M. Mabee and Henry L. Bart Jr. and Wasila Dahdul and Anuj Karpatne},
-  journal  = {<journal_name>},
-  year     =  <year>,
-  url      = {<DOI_URL>},
-  doi      = {<DOI>}
+  year     = {2024},
+  url      = {https://huggingface.co/datasets/imageomics/fish-vista},
+  doi      = {10.57967/hf/3471},
+  publisher = {Hugging Face}
 }
 ```
--->
-
-
-Please be sure to also cite the original data sources using the citations provided in [metadata/data-bib.bib](https://huggingface.co/datasets/imageomics/fish-vista/blob/main/metadata/data-bib.bib).