Pixelis: Reasoning in Pixels, from Seeing to Acting
📰 ArXiv cs.AI
Pixelis is a pixel-space agent that enables reasoning in pixels from seeing to acting, allowing for more generalizable and physically grounded visual intelligence
Action Steps
- Define executable operations for image and video processing, such as zoom/crop, segment, track, OCR, and tempo
- Implement a compact set of operations that can be composed to achieve complex tasks
- Train the Pixelis agent to operate directly on images and videos, learning through action rather than static description
- Evaluate the performance of Pixelis on various tasks, including visual question answering and action planning
Who Needs to Know This
Computer vision engineers and AI researchers on a team can benefit from Pixelis as it enables more dynamic and interactive visual intelligence, allowing for safer improvement under distribution shift
Key Insight
💡 Learning through action is essential for generalizable and physically grounded visual intelligence beyond curated data
Share This
🤖 Introducing Pixelis: a pixel-space agent that learns through action, not static description #AI #ComputerVision
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