Update README.md

README.md

@@ -54,4 +54,24 @@ Each patch has an input shape of ```13 x 128 x 128``` and a corresponding mask o
 
 In total there are ```4270``` patches; ```2175``` each for 2016 and 2022.
 
-<img src="multilayer_sample_patches.png" alt="sample images" width="500"/>
+<img src="multilayer_sample_patches.png" alt="sample images" width="500"/>
+
+
+
+## OUTLOOK
+Looking ahead, we plan to expand the dataset to include additional regions in Africa, South America, and Asia where ASGM activities are prevalent. This expansion will enable the representation of cross-regional variations in ASGM practices, reflecting the diverse operational characteristics of mining activities globally
+
+
+## CITATION
+If you use the dataset or supporting code in your research, please cite `SmallMinesDS` as :
+
+```
+@article{sample-preprint,
+    author          = {},
+    month           = xxxx,
+    title           = {{SmallMinesDS: A dataset for mapping artisanal and small-scale gold mines}},
+    journal         = {Preprint Available on arxiv:xxxxxx},
+    year            = {2025}
+}
+
+```