Update README.md

README.md

@@ -35,3 +35,28 @@ configs:
   - split: train
     path: data/train-*
 ---
+# Weedy Rice Segmentation
+
+A dataset for semantic segmentation of weedy rice. The dataset contains 734 images with pixel-level mask annotations.
+
+This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.
+
+The original train/test/val split has been preserved in the `split` column.
+
+## Citation
+
+```bibtex
+@article{nguyen2025dataset,
+  title={A dataset of aligned RGB and multispectral UAV imagery for semantic segmentation of weedy rice},
+  author={Nguyen, Van-Hoa and Le, Cong-Doan and Truong, Minh-Tuyen and Bui, Mai-Phung Thi and Le, Thanh-Phong},
+  journal={Data in Brief},
+  volume={63},
+  pages={112237},
+  year={2025},
+  publisher={Elsevier}
+}
+```
+
+Nguyen, Van Hoa; Le, Cong-Doan; Truong, Minh-Tuyen; Bui, Mai-Phung; Le, Thanh-Phong (2025), “A Dataset of Aligned RGB and Multispectral UAV Imagery for Semantic Segmentation of Weedy Rice”, Mendeley Data, V1, doi: 10.17632/vt4s83pxx6.1
+
+*This dataset was reformatted from its original format to match HuggingFace standards.*