- 专利标题: SYSTEMS AND METHODS FOR AUTOMATIC BLOOD VESSEL EXTRACTION
-
申请号: US18279196申请日: 2022-02-25
-
公开(公告)号: US20240303927A1公开(公告)日: 2024-09-12
- 发明人: Ariel Birenbaum , Ofer Barasofsky , Guy Alexandroni , Irina Shevlev
- 申请人: Covidien LP
- 申请人地址: US MA Mansfield
- 专利权人: Covidien LP
- 当前专利权人: Covidien LP
- 当前专利权人地址: US MA Mansfield
- 国际申请: PCT/US22/18004 2022.02.25
- 进入国家日期: 2023-08-28
- 主分类号: G06T17/20
- IPC分类号: G06T17/20 ; A61B34/10 ; G06V10/26 ; G06V10/44 ; G06V10/764 ; G06V10/774 ; G06V10/82 ; G06V10/86 ; G06V20/50 ; G16H50/50
摘要:
Systems and methods of image processing include a processor in communication with a display and a computer readable recording medium having instructions executed by the processor to read a three-dimensional (3D) image data set from the computer-readable recording medium and automatically generate a tree structure of blood vessels based on patient images of the image data set using a neural network. Manually- and/or semi-automatically-generated 3D models of blood vessels are used to train the neural network. The systems and methods involve segmenting and classifying blood vessels in the 3D image data set using the trained neural network, closing holes, finding roots and endpoints in the segmentation, finding shortest paths between the roots and endpoints, selecting most probable paths, combining most probable paths into directed graphs, solving overlaps between directed graphs, and creating 3D models of blood vessels based on the directed graphs.
信息查询