Fast automatic path proposal computation for hepatic needle placement

计算机科学 路径(计算) 运动规划 工作站 过程(计算) 射频消融术 分割 点(几何) 计算机视觉 人工智能 烧蚀 医学 机器人 操作系统 内科学 程序设计语言 数学 几何学
作者
Christian Schumann,Jennifer Bieberstein,Christoph Trumm,Diethard Schmidt,Philipp Bruners,M. Niethammer,Ralf Hoffmann,Andreas H. Mahnken,Philippe L. Pereira,Heinz‐Otto Peitgen
出处
期刊:Proceedings of SPIE [SPIE]
卷期号:7625: 76251J-76251J 被引量:41
标识
DOI:10.1117/12.844186
摘要

Percutaneous image-guided interventions, such as radiofrequency ablation (RFA), biopsy, seed implantation, and several types of drainage, employ needle shaped instruments which have to be inserted into the patient's body. Precise planning of needle placement is a key to a successful intervention. The planning of the access path has to be carried out with respect to a variety of criteria for all possible trajectories to the selected target. Since the planning is performed in 2D slices, it demands considerable experience and constitutes a significant mental task. To support the process of finding a suitable path for hepatic interventions, we propose a fast automatic method that computes a list of path proposals for a given target point inside the liver with respect to multiple criteria that affect safety and practicability. Prerequisites include segmentation masks of the liver, of all relevant risk structures and, depending on the kind of procedure, of the tumor. The path proposals are computed based on a weighted combination of cylindrical projections. Each projection represents one path criterion and is generated using the graphics hardware of the workstation. The list of path proposals is generated in less than one second. Hence, updates of the proposals upon changes of the target point and other relevant input parameters can be carried out interactively. The results of a preliminary evaluation indicate that the proposed paths are comparable to those chosen by experienced radiologists and therefore are suited to support planning in the clinical environment. Our implementation focuses on RFA and biopsy in the liver but may be adapted to other types of interventions.
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