Update README.md

README.md

@@ -83,6 +83,7 @@ This dataset comprises 1.3 cm resolution aerial images of grasslands in western
 Please visit out
 # Data loading and pre-processing
 
+```python
 #datasets module documentation at:
 #https://huggingface.co/docs/datasets/en/quickstart
 from datasets import load_dataset
@@ -110,21 +111,18 @@ print("Metadata for the first observation:")
 for key, value in metadata.items():
     print(f"{key}: {value}")
 ```
-<img src="https://huggingface.co/datasets/mpg-ranch/leafy_spurge/resolve/main/data/crop/train/present/0_0.tif" width="39px" height="39px">
 
 # Suggested Citation
 
-Please cite our dataset using the following BibTex entry:
+This dataset accompanies our manuscript entitled “Ground-truthed and high-resolution drone images of the leafy spurge weed plant (*Euphorbia esula*)”, which has been provisionally accepted (pending minor revisions) at Scientific Data. Upon final publication, we will update this citation to reflect the journal-assigned DOI.
 
 ```bibtex
-@misc{huggingface2025leafyspurge,
-  title = {Leafy Spurge Dataset},
-  author = {{Doherty, Kyle} and {Gurinas, Max} and {Samsoe, Erik} and {Casper, Charles} and {Larkin, Beau} and {Ramsey, Philip} and {Trabucco, Brandon} and {Salakhutdinov, Ruslan}},
+@article{doherty2025leafyspurge,
+  title = {Ground-truthed and high-resolution drone images of the leafy spurge weed plant (Euphorbia esula)},
+  author = {Doherty, Kyle and Gurinas, Max and Samsoe, Erik and Casper, Charles and Larkin, Beau and Ramsey, Philip and Trabucco, Brandon and Salakhutdinov, Ruslan},
+  journal = {Scientific Data},
   year = {2025},
-  howpublished = {\url{https://huggingface.co/datasets/kylewdoherty/leafy-spurge}},
-  doi = {10.57967/hf/2508},
+  doi = {10.57967/hf/2508}
 }
 ```
 
-Note:
-This dataset accompanies our manuscript entitled “Ground-truthed and high-resolution drone images of the leafy spurge weed plant (\textit{Euphorbia esula})”, which has been provisionally accepted (pending minor revisions) at Scientific Data. Upon final publication, we will update this citation to reflect the journal-assigned DOI.