Modal classification plot displays an outdated version in the header

Here is a snippet from the current version:

<p align="center">
<img height="500" alt="Image" src="https://github.com/user-attachments/assets/28d38f36-513a-4823-bd32-5fdb722e5cbb" />
</p>
