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Physics-Aware Object-Centric SE(3) Forecasting for Real-Time

1 reports1 reporting sourcesUpdated 5 days ago

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Source roundup from published reports. Claims below are attributed to their publishers, not independently verified. arXiv Robotics — research abstracts: Physics-Aware Object-Centric SE(3) Forecasting for Real-Time Proactive Dynamic Grasping. This paper presents a lightweight object-centric framework for proactive dynamic grasping that predicts future rigid-body states in SE(3) to enable real-time contact decisions. The method improves success rates in both s…

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“3) forecaster runs in \(15\,\mathrm{ms}\), orders of magnitude faster than dense visual future prediction, enabling real-time contact decision making. Our results suggest that effective proactive grasping does not require imagining the entire future scene. Instead, predicting the compact physical future that determines contact provides an effective and practical abstraction for real-time dynamic grasping.”

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10/14
  1. arXiv Robotics — research abstracts
    Physics-Aware Object-Centric SE(3) Forecasting for Real-Time Proactive Dynamic Grasping

    This paper presents a lightweight object-centric framework for proactive dynamic grasping that predicts future rigid-body states in SE(3) to enable real-time contact decisions. The method improves success rates in both simulation and real-world tasks, demonstrating the effectiveness of compact physical abstractions over dense visual prediction.

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