← Friday, October 2, 2026ResearchPaper

BeyondSCe uses event history and active views to grasp occluded targets

huggingface.co by Hyunjoon Lee et al. Editor score 7/10

The zero-shot robot system combines interaction history with scene geometry to identify grasp targets and choose camera views; reported success reaches 77% for initially occluded targets versus a 55% baseline. Its results show how memory and active sensing can work together in embodied systems.

What
BeyondSCe is a zero-shot robotic grasping system for requests that refer to objects by their role in past events.
Method
It combines event history with the current scene; for occluded targets, it selects camera viewpoints using event priors and scene geometry.
Why it matters
The approach lets robots localize and grasp occluded targets without task-specific training.
recovers guides guides event history current scenegeometry event prior cameraviewpoints
Event history and scene geometry guide viewpoint selection for occluded grasp targets. Sketched from the article's own text.

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