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From Perception to Prediction and Intervention: Benchmarking Proactive Video Assistants in Real-Life Scenarios

Introduction

🌟 Three complementary proactive capabilities

  • Perception: identify relevant events or object states as they occur, enabling assistants to understand the current situation from ongoing visual streams.

  • Prediction: anticipate future events or emerging risks before they materialize, allowing assistants to provide early warnings based on partial observations.

  • Intervention: proactively provide timely assistance, correction, or guidance when user support becomes necessary, without requiring explicit queries.

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Paper for AstroCuibing/P3IBench