Update README.md

README.md

@@ -1,21 +1,21 @@
----
-title: >-
-  DeepSlide - Landslide Detection and Mapping Using Deep Learning Across
-  Multi-Source Satellite Data and Geographic Regions
-emoji: 🌍
-colorFrom: blue
-colorTo: green
-sdk: docker
-app_port: 8501
-tags:
-- streamlit
-- pytorch
-- deep-learning
-- landslide-detection
-pinned: false
-short_description: Landslide Detection using Deep Learning
-license: apache-2.0
----
+---
+title: >-
+  DeepSlide - Landslide Detection and Mapping Using Deep Learning Across
+  Multi-Source Satellite Data and Geographic Regions
+emoji: 🌍
+colorFrom: blue
+colorTo: green
+sdk: docker
+app_port: 8501
+tags:
+- streamlit
+- pytorch
+- deep-learning
+- landslide-detection
+pinned: true
+short_description: Landslide Detection using Deep Learning
+license: apache-2.0
+---
 
 # DeepSlide: Landslide Detection Models
 
@@ -53,4 +53,41 @@ All models are trained on satellite imagery data and are optimized for landslide
 - Dataset [harshinde/LandSlide4Sense](https://huggingface.co/datasets/harshinde/LandSlide4Sense).
 
 ## Author
-- Harsh Shinde
+- Harsh Shinde
+
+#  *DeepSlide: Landslide Detection and Mapping Using Deep Learning Across Multi-Source Satellite Data and Geographic Regions*
+
+Landslide4sense Dataset:
+
+```Landslide4sense Dataset
+from datasets import load_dataset
+
+ds = load_dataset("harshinde/LandSlide4Sense")
+```
+Deepslide Models - [harshinde/DeepSlide_Models](https://huggingface.co/harshinde/DeepSlide_Models)
+
+Dataset [harshinde/LandSlide4Sense](https://huggingface.co/datasets/harshinde/LandSlide4Sense)
+
+Wandb Results - https://wandb.ai/Silvamillion/Land4Sense
+
+Paper - https://dx.doi.org/10.2139/ssrn.5225437
+
+## 📄 Citation
+
+If you use **DeepSlide-L4S-Code** or reference our work in your research, please cite our paper:
+
+> Harsh Shinde, et al. *Landslide Detection and Mapping Using Deep Learning Across Multi-Source Satellite Data and Geographic Regions*, SSRN, 2024.  
+> DOI: [10.2139/ssrn.5225437](https://dx.doi.org/10.2139/ssrn.5225437)
+
+BibTeX:
+```bibtex
+@article{burange2025landslide,
+  title={Landslide Detection and Mapping Using Deep Learning Across Multi-Source Satellite Data and Geographic Regions},
+  author={Burange, Rahul and Shinde, Harsh and Mutyalwar, Omkar},
+  journal={Available at SSRN 5225437},
+  year={2025}
+  eprint={5225437},
+  archivePrefix={SSRN},
+  doi={10.2139/ssrn.5225437},
+  url={https://dx.doi.org/10.2139/ssrn.5225437}
+}