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Cardiac Copilot: Automatic Probe Guidance for Echocardiography with World Model

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arxiv 2406.13165 v2 pith:VPF5Y3FJ submitted 2024-06-19 eess.IV cs.AIcs.CVcs.RO

classification eess.IVcs.AIcs.CVcs.RO
keywords cardiacmodelprobeworldechocardiographysonographerscapablecopilot
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Echocardiography is the only technique capable of real-time imaging of the heart and is vital for diagnosing the majority of cardiac diseases. However, there is a severe shortage of experienced cardiac sonographers, due to the heart's complex structure and significant operational challenges. To mitigate this situation, we present a Cardiac Copilot system capable of providing real-time probe movement guidance to assist less experienced sonographers in conducting freehand echocardiography. This system can enable non-experts, especially in primary departments and medically underserved areas, to perform cardiac ultrasound examinations, potentially improving global healthcare delivery. The core innovation lies in proposing a data-driven world model, named Cardiac Dreamer, for representing cardiac spatial structures. This world model can provide structure features of any cardiac planes around the current probe position in the latent space, serving as an precise navigation map for autonomous plane localization. We train our model with real-world ultrasound data and corresponding probe motion from 110 routine clinical scans with 151K sample pairs by three certified sonographers. Evaluations on three standard planes with 37K sample pairs demonstrate that the world model can reduce navigation errors by up to 33\% and exhibit more stable performance.

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Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. A Unified Interaction Control Framework for Safe Robotic Ultrasound Scanning with Human-Intention-Aware Compliance

    cs.RO 2024-11 conditional novelty 6.0 of 10

    A unified control framework lets an ultrasound scanning robot distinguish intended guidance from unintended collisions and adapt its compliance smoothly in both cases.

  2. Medical world models in healthcare: foundations, applications, and challenges for trustworthy clinical translation

    cs.CV 2026-07 conditional novelty 5.0 of 10

    A structured review defines medical world models by four capabilities and six application domains, identifies only 14 qualifying studies, and concludes the field remains retrospective and pre-clinical.

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