Add task category and paper link

This PR adds the missing `task_categories` metadata (`image-segmentation`) for better discoverability and replaces the placeholder paper link with the actual paper page. It also fills in the citation details provided in the official GitHub repository.

README.md

@@ -1,17 +1,17 @@
 ---
-license: apache-2.0
 language:
-  - en
+- en
+license: apache-2.0
 pretty_name: AITIR Asymmetric Text Annotations
+task_categories:
+- image-segmentation
 tags:
-  - infrared-small-target-detection
-  - multimodal
-  - vision-language
-  - text-annotations
-
+- infrared-small-target-detection
+- multimodal
+- vision-language
+- text-annotations
 ---
 
-
 <h1>📝 AITIR: Asymmetric Image-Text Infrared Text Annotations</h1>
 
 <p>
@@ -23,7 +23,7 @@ tags:
   <a href="https://github.com/iLearn-Lab/MM26-ADGNet">
     <img src="https://img.shields.io/badge/GitHub-MM26--ADGNet-black?logo=github" alt="GitHub">
   </a>
-  <a href="<paper-link>">
+  <a href="https://huggingface.co/papers/2609.00853">
     <img src="https://img.shields.io/badge/ACM%20MM-2026-blue" alt="ACM MM 2026">
   </a>
 </p>
@@ -185,11 +185,31 @@ datasets/
 If you find this project useful in your research, please consider citing our paper:
 
 ```bibtex
-
+@inproceedings{wang2026adgnet,
+  title     = {ADGNet: Asymmetric Dual-text Guided Network for Infrared Small Target Detection},
+  author    = {Wang, Tongtong and Xu, Mingzhu and Yu, Chenglong and Wang, Jing and Lin, Xiaohui and Guan, Weili},
+  booktitle = {Proceedings of the ACM International Conference on Multimedia},
+  year      = {2026},
+}
 ```
 
 Please also consider checking out and citing our other related work:
 
 ```bibtex
-
+@inproceedings{yu2026dgnet,
+  title     = {DGNet: Dual-knowledge Guided Network for Infrared Small Target Detection},
+  author    = {Yu, Chenglong and Xu, Mingzhu and Wang, Jing and Wang, Tongtong and Miao, Pingping and Nie, Liqiang},
+  booktitle = {Proceedings of the ACM International Conference on Multimedia},
+  year      = {2026},
+}
+
+@article{11017756,
+  author  = {Xu, Mingzhu and Yu, Chenglong and Li, Zexuan and Tang, Haoyu and Hu, Yupeng and Nie, Liqiang},
+  journal = {IEEE Transactions on Geoscience and Remote Sensing},
+  title   = {HDNet: A Hybrid Domain Network With Multiscale High-Frequency Information Enhancement for Infrared Small-Target Detection},
+  year    = {2025},
+  volume  = {63},
+  pages   = {1--15},
+  doi     = {10.1109/TGRS.2025.3574962},
+}
 ```