Adobe Research and the Future of AI with Gavin Miller
The Intersection of Creativity and Technology
In this episode, Gavin Miller, head of Adobe Research, explores how the latest advances in deep learning are transforming the creative process. Beyond simply automating tasks, Adobe aims to move creators from working with "pixel space" to "idea space."
The Role of AI in Creative Workflows
• Automation vs. Inspiration: AI tools, such as intelligent selection and automatic background removal, are designed to eliminate tedious tasks, allowing artists to focus on conceptual design.
• Smart Assistants: Miller discusses the development of assistive interfaces that understand user intent, providing intelligent suggestions based on behavioral patterns and millions of tutorials.
• Robustness in Industry: A key challenge for industrial research is ensuring tools are reliable in almost all cases, rather than just academic prototypes. This involves "smart defaults" and enabling users to intervene and refine results, moving from 99% to 100% accuracy quickly.
"I think creativity is changing. So that's one way in which we're trying to just make it easier and faster and cheaper to do so that there can be more of it."
Future Frontiers: From AR to Robotics
• Generative Adversarial Nets (GANs): These technologies are being harnessed to fill in missing parts of images or synthesize assets based on descriptive text. Miller emphasizes the move toward Impressionistic computer graphics over purely model-based approaches.
• Augmented Reality (AR): The future of design may involve moving assets off the screen and into our physical environment. Adobe is experimenting with bringing Photoshop-like layer structures into 3D immersive settings.
• Robotics as a Muse: As a roboticist himself, Miller treats human-like movement and personality in robots as a guide for AI development. He believes that the intelligent agents of the future will not only perform tasks but be able to reason and explain their actions, creating a deeper sense of connection between human and machine.