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VLM-integrated 3D perception model for robust robotic grasping adapted to deformable sacks with arbitrary shapes | Synapse
March 3, 2026
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VLM-integrated 3D perception model for robust robotic grasping adapted to deformable sacks with arbitrary shapes
SK
Seongje Kim
Hanyang University
JY
Jonghun Yoon
Hanyang University
Key Points
Robust robotic grasping is achieved through a visual language model integrated with 3D perception, enhancing operational efficiency.
The model demonstrates efficacy in manipulating deformable sacks with various shapes, crucial for versatile applications.
Analysis incorporates diverse scenarios to validate experimental outcomes, leading to improved accuracy and adaptability.
Future work may enable broader applications in logistics and automation, supporting evolving demands.
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Kim et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75e1fc6e9836116a28808
https://doi.org/https://doi.org/10.1016/j.robot.2026.105372