Add cleaned citation and BibTeX section

README.md

@@ -1,3 +1,114 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+task_categories:
+- Image-classification
+- Object-detection
+- Semantic-segmentation
+- Instance-segmentation
+- Image-captioning
+- Visual-question-answering
+---
+
+# AIWD16
+
+Multi-task weather dataset containing annotations for following:
+- Image Classification (weather transitions)
+- Object Detection
+- Semantic Segmentation
+- Instance Segmentation
+- VQA
+
+## Classification Labels
+- Cloudy_to_Rainy
+- Rainy_to_Cloudy
+- Rainy_to_Sunny
+- Sunny_to_Foggy
+- Foggy_to_Sunny
+- Sunny_to_Rainy
+
+## Directory Structure
+images/ — Image data  
+metadata.csv — classification labels  
+Det_annotations/ — Detection annotations
+SS_annotations/ - Semantic segmentation annotations 
+Inseg_annotations/ - Instance segmentation annotations
+VQA_annotations/ — VQA labels
+
+## 📚 Citations
+
+If you use this dataset, please cite the following works:
+
+### Journal Articles
+
+1. **Madhavi Kondapally**, K. Naveen Kumar, C. Krishna Mohan,
+   *Towards a Transitional Weather Scene Recognition Approach for Autonomous Vehicles*,
+   **IEEE Transactions on Intelligent Transportation Systems**, Vol. 25, No. 6, pp. 5201–5210, 2024.
+
+2. **Madhavi Kondapally**, K. Naveen Kumar, C. Gayathri,
+   *TWFNet: Introducing Transitional Weather Conditions for Autonomous Driving with a Spatio-temporal Forecasting Network*,
+   **Pattern Recognition**, Vol. 171, Article 112154, 2026.
+
+3. **Madhavi Kondapally**, K. Naveen Kumar, C. Krishna Mohan,
+   *Eyes on the Road, Words in the Changing Skies: Vision-Language Assistance for Autonomous Driving in Transitional Weather*,
+   **Transactions on Machine Learning Research (TMLR)**, 2026.
+
+---
+
+### Conference Papers
+
+4. **Madhavi Kondapally**, K. Naveen Kumar, C. Krishna Mohan,
+   *Object Detection in Transitional Weather Conditions for Autonomous Vehicles*,
+   **International Joint Conference on Neural Networks (IJCNN)**, IEEE, Yokohama, Japan, 2024.
+
+5. **Madhavi Kondapally**, K. Naveen Kumar, C. Krishna Mohan,
+   *CaRS: A Causal Intervention Segmentation Framework and Benchmark Dataset for Autonomous Driving under Transitional Weather Conditions*,
+   **IEEE Winter Conference on Applications of Computer Vision (WACV)**, Arizona, USA, 2026.
+
+6. **Madhavi Kondapally**, K. Naveen Kumar, C. Krishna Mohan,
+   *TransWardX: An Explainable Black-box Object Detection Attack for Autonomous Driving in Transitional Weather Conditions*,
+   **International Conference on Pattern Recognition (ICPR)**, Springer LNCS, 2024.
+
+7. **Madhavi Kondapally**, C. Krishna Mohan,
+   *Weather Scene Perception for Autonomous Vehicles*,
+   **International Workshop on Computer Vision and Artificial Intelligence**, IEICE Proceedings, Japan.
+
+---
+
+## 📎 BibTeX
+
+```bibtex
+@ARTICLE{10323218,
+  author    = {Kondapally, Madhavi and Kumar, K. Naveen and Vishnu, Chalavadi and Mohan, C. Krishna},
+  journal   = {IEEE Transactions on Intelligent Transportation Systems},
+  title     = {Towards a Transitional Weather Scene Recognition Approach for Autonomous Vehicles},
+  year      = {2024},
+  volume    = {25},
+  number    = {6},
+  pages     = {5201--5210},
+  doi       = {10.1109/TITS.2023.3331882}
+}
+
+@article{MADHAVI2026112154,
+  title   = {TWFNet: Introducing transitional weather conditions for autonomous driving with a spatio-temporal forecasting network},
+  journal = {Pattern Recognition},
+  volume  = {171},
+  pages   = {112154},
+  year    = {2026},
+  author  = {Kondapally, Madhavi and Kumar, K. Naveen and Gayathri, C.},
+  doi     = {10.1016/j.patcog.2025.112154}
+}
+
+@INPROCEEDINGS{10651445,
+  author    = {Kondapally, Madhavi and Kumar, K. Naveen and Krishna Mohan, C.},
+  booktitle = {International Joint Conference on Neural Networks (IJCNN)},
+  title     = {Object Detection in Transitional Weather Conditions for Autonomous Vehicles},
+  year      = {2024},
+  pages     = {1--8},
+  doi       = {10.1109/IJCNN60899.2024.10651445}
+}
+```
+
+---
+
+
+