This PR improves the model card by:
- Adding the `image-classification` pipeline tag.
- Linking the repository to the [original paper](https://huggingface.co/papers/2510.27155).
- Adding a link to the official [GitHub repository](https://github.com/tangyuanhao-qhu/AFM-Net).
- Including detailed information about the model architecture, installation, and usage from the project documentation.