<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Surgical AI | 刘越 — 具身智能研究员</title><link>https://miracle-techlink.github.io/vivid-aurora-space/zh/tags/surgical-ai/</link><atom:link href="https://miracle-techlink.github.io/vivid-aurora-space/zh/tags/surgical-ai/index.xml" rel="self" type="application/rss+xml"/><description>Surgical AI</description><generator>Hugo Blox Builder (https://hugoblox.com)</generator><language>zh-Hans</language><lastBuildDate>Sun, 01 Mar 2026 00:00:00 +0000</lastBuildDate><image><url>https://miracle-techlink.github.io/vivid-aurora-space/media/icon_hu_982c5d63a71b2961.png</url><title>Surgical AI</title><link>https://miracle-techlink.github.io/vivid-aurora-space/zh/tags/surgical-ai/</link></image><item><title>合成数据驱动的扩散模型用于血管腔内介入引导</title><link>https://miracle-techlink.github.io/vivid-aurora-space/zh/publications/vascular-diffusion/</link><pubDate>Sun, 01 Mar 2026 00:00:00 +0000</pubDate><guid>https://miracle-techlink.github.io/vivid-aurora-space/zh/publications/vascular-diffusion/</guid><description/></item><item><title>血管介入手术机器人平台（stEVE）</title><link>https://miracle-techlink.github.io/vivid-aurora-space/zh/projects/vascular-robot/</link><pubDate>Sun, 01 Mar 2026 00:00:00 +0000</pubDate><guid>https://miracle-techlink.github.io/vivid-aurora-space/zh/projects/vascular-robot/</guid><description>&lt;a href="https://github.com/miracle-techlink" target="_blank" rel="noopener"
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&lt;p>面向 AI 辅助血管腔内介入的完整研究平台，覆盖术前三维规划至术中 RL 引导导航全流程。&lt;/p>
&lt;p>&lt;strong>处理流程：&lt;/strong>&lt;/p>
&lt;ol>
&lt;li>&lt;strong>CTA → STL&lt;/strong> — TotalSegmentator 血管分割，VMTK 中心线提取&lt;/li>
&lt;li>&lt;strong>SOFA FEM 仿真&lt;/strong> — Cosserat 梁导丝模型，真实血管形变仿真&lt;/li>
&lt;li>&lt;strong>RL 导航&lt;/strong> — SAC/PPO 智能体，测地距离奖励 + 安全约束&lt;/li>
&lt;li>&lt;strong>双平面 DSA&lt;/strong> — DLT 三角测量 + Beer-Lambert X 射线投影，实现 2D-3D 配准&lt;/li>
&lt;li>&lt;strong>术中校正&lt;/strong> — SE(3) IRC-RL，融合真实 DSA 反馈&lt;/li>
&lt;/ol>
&lt;p>&lt;strong>进行中研究：&lt;/strong> 在大规模 SOFA 生成的合成数据上训练基于扩散模型的轨迹规划器，迁移至真实血管几何结构——目标是克服临床数据稀缺问题。&lt;/p>
&lt;p>&lt;strong>归属：&lt;/strong> 同济大学 × 北大 DLIB | 2026&lt;/p>
&lt;hr>
&lt;h3 id="系统架构">系统架构&lt;/h3>
&lt;figure>&lt;img src="https://miracle-techlink.github.io/vivid-aurora-space/projects/vascular-robot/eve_architecture.png"
alt="stEVE 仿真流水线：血管树、介入器械、SOFA 引擎与荧光透视渲染。">&lt;figcaption>
&lt;p>stEVE 仿真流水线：血管树、介入器械、SOFA 引擎与荧光透视渲染。&lt;/p>
&lt;/figcaption>
&lt;/figure>
&lt;h3 id="临床导航演示">临床导航演示&lt;/h3>
&lt;figure>&lt;img src="https://miracle-techlink.github.io/vivid-aurora-space/projects/vascular-robot/demo_clinical.png"
alt="患者特异性血管解剖结构中的导管导航——临床测试片段最终帧。">&lt;figcaption>
&lt;p>患者特异性血管解剖结构中的导管导航——临床测试片段最终帧。&lt;/p>
&lt;/figcaption>
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