Improve model card and add metadata

README.md

@@ -1,26 +1,31 @@
+---
+pipeline_tag: image-segmentation
+---
+
 # AuralSAM2
-> **[CVPRF'26]** [AuralSAM2: Enabling SAM2 Hear
-Through Pyramid Audio-Visual Feature Prompting](#)
->
-> by Yuyuan Liu, Yuanhong Chen, Chong Wang, Junlin Han, Junde Wu, Can Peng, Jingkun Chen, Yu Tian and Gustavo Carneiro
->
-<img src="./docs/overview.png" width="850" height="300" />
+
+This repository contains the weights for **AuralSAM2**, as presented in the paper [AuralSAM2: Enabling SAM2 Hear Through Pyramid Audio-Visual Feature Prompting](https://huggingface.co/papers/2506.01015).
+
+AuralSAM2 integrates audio into the Segment Anything Model 2 (SAM2) while preserving its promptable segmentation capability. It introduces the **AuralFuser** module, which fuses audio and visual features to generate sparse and dense prompts. These prompts propagate auditory cues across SAM2's feature pyramid, enabling audio-guided object segmentation.
+
+[**Paper**](https://huggingface.co/papers/2506.01015) | [**GitHub Code**](https://github.com/yyliu01/AuralSAM2)
+
+<img src="./docs/overview.png" width="850" alt="AuralSAM2 overview" />
 
 ## Installation
-please install the dependencies and dataset based on this [***installation***](./docs/installation.md) document.
+Please install the dependencies and dataset based on the [***installation***](./docs/installation.md) document in the official repository.
 
-## Getting start
-please follow this [***instruction***](./docs/before_start.md) document to reproduce our results.
+## Getting started
+Please follow the [***instruction***](./docs/before_start.md) document to reproduce the results.
 
 ## Citation
-please consider citing our work in your publications if it helps your research.
+If you find this work helpful for your research, please consider citing:
 
 ```bibtex
 @article{liu2025auralsam2,
   title={AuralSAM2: Enabling SAM2 Hear Through Pyramid Audio-Visual Feature Prompting},
-  author={Liu, Yuyuan and Chen, Yuanhong and Wang, Chong and Han, Junlin and Wu, Junde and Peng, Can and Chen, Jingkun and Tian, Yu and Carneiro, Gustavo},
+  author={Liu, Yuyuan and Chen, Yuanhong and Wang, Chong and Han, Junlin and Wu, Junde and Peng, Can and Jingkun Chen and Yu Tian and Gustavo Carneiro},
   journal={arXiv preprint arXiv:2506.01015},
   year={2025}
 }
-```
-
+```