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Ran Liu

2 papers indexed

arxivcs.RO2026-07-24

Action-Conditioned World Model for Goal Plane Probe Guidance in Robotic Ultrasound

Siqi Fan, Mingcong Chen, Ran Liu, Zixuan Yang, Xiaoyu Fu, Xiaoqing Gao, et al.

We present an action-conditioned world model framework for goal plane probe guidance in robotic ultrasound, with a focus on neck ultrasound scanning. Autonomous ultrasound tasks often require large numbers of probe-motion trajectories for training, but collecting high-quality dem…

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arxivcs.LGeess.SP2026-06-30

Device Passport: Enabling Spatio-Temporal Pretrained Models to Generalize Across Input Layouts

Geeling Chau, Ran Liu, Juri Minxha, Wenhui Cui, Erdrin Azemi, Ellen L. Zippi, et al.

New device layouts pose a challenging modeling problem due to the lack of large datasets for each specific layout. Biosignal foundation models offer a plausible solution if they are able to generalize to new layouts effectively. To improve cross-layout transfer, we study how diff…

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