Presentation

Upscaling and Beyond: Advancing the Framework for Machine Learning-Powered Graphics
DescriptionDevelopers will play a key role in shaping the use of powerful neural network methods for producing graphics across the industry, for captivating consumers and creating a platform for studio innovation. From frame rate upscaling to mimicking the natural movement of clothing, the inclusion of neural networks in games and media will soon be as common - and as easy -as adding meshes, textures, or animations.

In this talk we will:
Explore speed improvements and computational efficiency brought by using neural techniques and opportunities for smartphones, handhelds, and other resource-constrained devices.
Propose intuitive development flows for ML tasks.
Showcase our latest real-time upscaling techniques with Arm Unreal Engine 5 plugins, including live examples and demos.

Share our roadmap for enabling open-source software support and scalable tools to ease integration and empower developers to build next-generation experiences.

We highlight the latest Arm resources for experimenting with your own use cases and invite you to tell us what you think.