WO2021097821A1 - Method and device for extracting vascular centerline from two-dimensional coronary angiographic image - Google Patents

Method and device for extracting vascular centerline from two-dimensional coronary angiographic image Download PDF

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WO2021097821A1
WO2021097821A1 PCT/CN2019/120343 CN2019120343W WO2021097821A1 WO 2021097821 A1 WO2021097821 A1 WO 2021097821A1 CN 2019120343 W CN2019120343 W CN 2019120343W WO 2021097821 A1 WO2021097821 A1 WO 2021097821A1
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blood vessel
point
extracting
path
centerline
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PCT/CN2019/120343
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French (fr)
Chinese (zh)
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王之元
刘广志
曹文斌
吴心娱
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苏州润迈德医疗科技有限公司
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/60Analysis of geometric attributes

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  • the present invention relates to the technical field of coronary artery medicine, in particular to a method, a device, a coronary artery analysis system and a computer storage medium for extracting a blood vessel centerline from a two-dimensional coronary angiography image.
  • lipids and carbohydrates in human blood on the vascular wall will form plaques on the vascular wall, which will then cause vascular stenosis; especially the vascular stenosis that occurs near the coronary artery of the heart will cause insufficient blood supply to the myocardium and induce coronary heart disease Diseases such as angina and angina pectoris pose a serious threat to human health.
  • coronary heart disease Diseases such as angina and angina pectoris pose a serious threat to human health.
  • there are currently about 11 million patients with coronary heart disease in my country and the number of patients undergoing cardiovascular interventional surgery is increasing by more than 10% every year.
  • Fractional flow reserve usually refers to the myocardial blood flow reserve, which is defined as the ratio of the maximum blood flow that the diseased coronary artery can provide to the myocardium to the maximum blood flow when the coronary artery is completely normal.
  • the ratio of blood flow can be replaced by pressure. That is, the measurement of FFR value can be calculated by measuring the pressure at the distal end of coronary artery stenosis and the pressure at the proximal end of coronary artery stenosis through the pressure sensor under the state of maximum coronary congestion.
  • the present invention provides a method, device and system for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, so as to solve how to extract the centerline of a blood vessel in the prior art.
  • the speed and accuracy of extraction have always been the technical personnel need to solve problem.
  • the present application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, which includes:
  • One of the blood vessel path lines is selected as the blood vessel center line.
  • the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image before the method for extracting at least one blood vessel path line from a two-dimensional coronary angiography image, further includes:
  • the partial blood vessel area map corresponding to the start point and the end point is segmented from the two-dimensional coronary angiography image.
  • the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image and the method for segmenting a local blood vessel area map corresponding to the starting point and ending point from the two-dimensional coronary angiography image also includes:
  • the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image includes:
  • the method for extracting at least one blood vessel local path line from the local blood vessel area map respectively includes:
  • the rough blood vessel map is meshed, and at least one local path line of the blood vessel is extracted along the direction from the start point to the end point.
  • the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image the method of performing image enhancement processing on the partial blood vessel area map to obtain a rough blood vessel map with strong contrast includes:
  • the blood vessel segment of interest is used as the foreground and other regions are used as the background to strengthen the foreground and weaken the background to obtain the rough blood vessel map with strong contrast.
  • the rough blood vessel map is meshed, and at least one line is extracted along the direction from the starting point to the ending point.
  • the method of local route line of blood vessel includes:
  • n is a positive integer greater than or equal to 1;
  • a line connecting the blood vessel extending direction from the starting point to the ending point is used to obtain at least one local path line of the blood vessel.
  • the method for selecting one of the blood vessel path lines as the blood vessel centerline includes:
  • the blood vessel path line with the least amount of time is taken as the blood vessel center line.
  • the present application provides an apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image, including: a blood vessel path unit and a blood vessel centerline extraction unit connected in sequence;
  • the blood vessel path unit is used to extract at least one blood vessel path line from a two-dimensional coronary angiography image
  • the blood vessel centerline extraction unit is configured to select one of the blood vessel path lines sent by the blood vessel path module as the blood vessel centerline.
  • the above-mentioned apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image further includes: an image segmentation unit connected to the blood vessel path unit;
  • the image segmentation unit is used to segment the local blood vessel area map corresponding to the start point and the end point from the two-dimensional coronary angiography image, or to determine the start point, the seed point, and the two adjacent points of the end point. Segmentation of the two-dimensional angiographic image to obtain at least two partial blood vessel region maps.
  • the blood vessel path unit is configured to extract at least one blood vessel local path line from each of the local blood vessel area maps sent by the image segmentation unit.
  • the above-mentioned apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image further includes: an image processing unit and a grid dividing unit connected in sequence, and the image processing unit is connected to the image dividing unit;
  • the image processing unit is configured to receive the partial blood vessel region map sent by the image segmentation unit, and use the blood vessel segment of interest as the foreground and other regions as the background to strengthen the foreground and weaken the background to obtain a comparison A strong picture of the rough blood vessel;
  • the grid division unit performs grid division on the rough blood vessel map sent by the image processing unit.
  • the blood vessel path unit includes: a search unit and a blood vessel partial path line extraction unit connected in sequence, and the search unit is connected to the network Grid division unit connection;
  • the searching unit is configured to search from the starting point of the grid division unit along the blood vessel extending direction from the starting point to the ending point, and search for the intersection of the starting point and the surrounding n grids
  • the shortest time path is used as the second point, and the shortest time path between the intersection of the second point and the surrounding n grids is searched for as the third point, and the third point repeats the above steps until the shortest time path Reach the end point, where n is a positive integer greater than or equal to 1;
  • the blood vessel partial path line extraction unit is configured to obtain at least one blood vessel partial path line from the start point of the search unit to the end point of the blood vessel extension direction line according to the search order of the search unit.
  • the present application provides a coronary artery analysis system, including: the above-mentioned device for extracting the centerline of the blood vessel from the two-dimensional coronary angiography image.
  • the present application provides a computer storage medium.
  • the computer program is executed by a processor, the method for extracting the centerline of the blood vessel from the two-dimensional coronary angiography image is realized.
  • This application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, by first extracting at least one blood vessel path line from the two-dimensional coronary angiography image, and then obtaining the blood vessel center line according to the blood vessel path line, providing technical personnel with A new idea, with the advantages of fast extraction and high accuracy.
  • FIG. 1 is a flowchart of Embodiment 1 of the method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of this application;
  • Embodiment 2 is a flowchart of Embodiment 2 of the method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of this application;
  • FIG. 3 is a flow chart of S400 of this application.
  • FIG. 4 is a flowchart of S500 of the application.
  • FIG. 5 is a flowchart of S520 of the application.
  • FIG. 6 is a flowchart of S600 of the application.
  • FIG. 7 is a structural block diagram of an embodiment of an apparatus for extracting a centerline of a blood vessel from a two-dimensional coronary angiography image of the present application
  • FIG. 8 is a structural block diagram of another embodiment of the apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of the present application;
  • FIG. 9 is a structural block diagram of another embodiment of the apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of the present application.
  • the present application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, which includes:
  • S500 Extract at least one blood vessel path line from the two-dimensional coronary angiography image
  • the present application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, which includes:
  • S400 segmenting a local blood vessel area map corresponding to the start point and the end point from the two-dimensional coronary angiography image, as shown in FIG. 3, including:
  • S410 Pick up at least one seed point of the blood vessel segment of interest
  • S420 Separate the two-dimensional contrast images between two adjacent points of the start point, the seed point, and the end point to obtain at least two partial blood vessel area maps; since the two-dimensional contrast image is divided into the partial blood vessel area maps, it reduces The background data calculation is huge and tedious, and the calculation is faster.
  • S500 extracting at least one blood vessel path line from the two-dimensional coronary angiography image, as shown in FIG. 4, includes:
  • S510 Perform image enhancement processing on the local blood vessel area map to obtain a rough blood vessel map with strong contrast, including: in each local blood vessel area map, take the blood vessel segment of interest as the foreground and other areas as the background, strengthen the foreground, and weaken the background , Get a rough blood vessel map with strong contrast;
  • S520 Perform grid division on the rough blood vessel map, and extract at least one local path line of the blood vessel along the direction from the start point to the end point, as shown in FIG. 5, including:
  • S521 Along the blood vessel extension direction from the start point to the end point, search for the shortest time path between the start point and the intersection on the surrounding n grids as the second point, and search for the second point and the surrounding n grids.
  • the shortest time path at the intersection is the third point, and the third point repeats the above steps until the shortest time path reaches the end point, where n is a positive integer greater than or equal to 1; preferably, the starting point and the The end point, the extracted center line has high accuracy, and is not affected by artificial selection of the start point and end point.
  • S522 Obtain at least one local path line of the blood vessel according to the search order, from the start point to the end point of the blood vessel extension direction connection line;
  • the blood vessel path line with the least amount of time is taken as the blood vessel center line.
  • the present application provides an apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image, which includes: a blood vessel path unit 100 and a blood vessel centerline extraction unit 200 that are connected in sequence; a blood vessel path unit 100 with To extract at least one blood vessel path line from the two-dimensional coronary angiography image; the blood vessel center line extraction unit 200 is configured to select one of the blood vessel path lines sent by the blood vessel path unit 100 as the blood vessel center line.
  • an image segmentation unit 300 connected to the blood vessel path unit 100; the image segmentation unit 300 is used to segment the start point and end point from the two-dimensional coronary angiography image.
  • the local blood vessel area map corresponding to the point, or the two-dimensional contrast image between two adjacent points of the start point, the seed point, and the end point are segmented to obtain at least two local blood vessel area maps.
  • the blood vessel path unit 100 is configured to extract at least one blood vessel local path line from each partial blood vessel area map sent by the image segmentation unit 300.
  • an embodiment of the present application further includes: an image processing unit 400 and a grid division unit 500 connected in sequence, the image processing unit 400 is connected to the image segmentation unit 300; the image processing unit 400 is used to receive images
  • the local blood vessel region map sent by the segmentation unit 300 uses the blood vessel segment of interest as the foreground and other regions as the background to strengthen the foreground and weaken the background to obtain a rough blood vessel map with strong contrast; the mesh division unit 500 sends to the image processing unit 400
  • the rough blood vessel diagram is meshed.
  • the blood vessel path unit 100 includes: a search unit 110 and a blood vessel local path line extraction unit 120 connected in sequence, the search unit 110 is connected to the mesh division unit 500; the search unit 110 , Used to search from the starting point of the grid division unit along the blood vessel extending direction from the starting point to the ending point, and search for the shortest time path between the starting point and the intersection on the surrounding n grids as the second point, search The shortest time path between the second point and the intersection on the surrounding n grids is taken as the third point. Repeat the above steps for the third point until the shortest time path reaches the end point, where n is a positive integer greater than or equal to 1.
  • the blood vessel local path line extraction unit 120 is used to obtain at least one blood vessel local path line from the starting point to the end point of the search unit 110 in accordance with the search order of the search unit 110.
  • the present application provides a coronary artery analysis system, which includes: the above-mentioned device for extracting the centerline of the blood vessel from the two-dimensional angiographic image of the coronary artery.
  • the present application provides a computer storage medium.
  • the computer program is executed by a processor, the method for extracting the centerline of the blood vessel from the two-dimensional coronary angiography image is realized.
  • aspects of the present invention can be implemented as a system, a method, or a computer program product. Therefore, various aspects of the present invention can be specifically implemented in the following forms, namely: complete hardware implementation, complete software implementation (including firmware, resident software, microcode, etc.), or a combination of hardware and software implementations, Here can be collectively referred to as "circuit", "module” or "system”.
  • various aspects of the present invention may also be implemented in the form of a computer program product in one or more computer-readable media, and the computer-readable medium contains computer-readable program code.
  • the implementation of the method and/or system of the embodiments of the present invention may involve performing or completing selected tasks manually, automatically, or a combination thereof.
  • a data processor such as a computing platform for executing a plurality of instructions.
  • the data processor includes a volatile memory for storing instructions and/or data and/or a non-volatile memory for storing instructions and/or data, for example, a magnetic hard disk and/or a Move the media.
  • a network connection is also provided.
  • a display and/or user input device such as a keyboard or mouse, is also provided.
  • the computer-readable medium may be a computer-readable signal medium or a computer-readable storage medium.
  • the computer-readable storage medium may be, for example, but not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, device, or device, or a combination of any of the above. More specific examples (non-exhaustive list) of computer-readable storage media would include the following:
  • the computer-readable storage medium can be any tangible medium that contains or stores a program, and the program can be used by or in combination with an instruction execution system, apparatus, or device.
  • the computer-readable signal medium may include a data signal propagated in baseband or as a part of a carrier wave, and computer-readable program code is carried therein. This propagated data signal can take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the foregoing.
  • the computer-readable signal medium may also be any computer-readable medium other than the computer-readable storage medium.
  • the computer-readable medium may send, propagate, or transmit the program for use by or in combination with the instruction execution system, apparatus, or device .
  • the program code contained on the computer-readable medium can be transmitted by any suitable medium, including (but not limited to) wireless, wired, optical cable, RF, etc., or any suitable combination of the above.
  • any combination of one or more programming languages can be used to write computer program codes for performing operations for various aspects of the present invention, including object-oriented programming languages such as Java, Smalltalk, C++, and conventional process programming languages, such as "C" programming language or similar programming language.
  • the program code can be executed entirely on the user's computer, partly on the user's computer, executed as an independent software package, partly on the user's computer and partly executed on a remote computer, or entirely executed on the remote computer or server.
  • the remote computer can be connected to the user's computer through any kind of network-including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (for example, using an Internet service provider to pass Internet connection).
  • LAN local area network
  • WAN wide area network
  • each block of the flowchart and/or block diagram and the combination of each block in the flowchart and/or block diagram can be implemented by computer program instructions.
  • These computer program instructions can be provided to the processors of general-purpose computers, special-purpose computers, or other programmable data processing devices, thereby producing a machine that makes these computer program instructions when executed by the processors of the computer or other programmable data processing devices , A device that implements the functions/actions specified in one or more blocks in the flowcharts and/or block diagrams is produced.
  • These computer program instructions can also be stored in a computer-readable medium. These instructions make computers, other programmable data processing devices, or other devices work in a specific manner, so that the instructions stored in the computer-readable medium generate An article of manufacture that implements instructions for the functions/actions specified in one or more blocks in the flowchart and/or block diagram.
  • Computer program instructions can also be loaded onto a computer (for example, a coronary artery analysis system) or other programmable data processing equipment to cause a series of operation steps to be executed on the computer, other programmable data processing equipment or other equipment to produce a computer-implemented process , Causing instructions executed on a computer, other programmable device or other equipment to provide a process for implementing the functions/actions specified in the flowchart and/or one or more block diagrams.
  • a computer for example, a coronary artery analysis system
  • other programmable data processing equipment or other equipment to produce a computer-implemented process
  • Causing instructions executed on a computer, other programmable device or other equipment to provide a process for implementing the functions/actions specified in the flowchart and/or one or more block diagrams.

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Abstract

A method and device for extracting a vascular centerline from a two-dimensional coronary angiographic image, and a system. The method for extracting a vascular centerline from a two-dimensional coronary angiographic image comprises: extracting at least one vascular path line from a two-dimensional coronary angiographic image (S500); and selecting a vascular path line as a vascular centerline (S600). By first extracting at least one vascular path line from a two-dimensional coronary angiographic image and then obtaining a vascular centerline according to the vascular path line, the method has the advantages of rapid extraction, low difficulty, and high accuracy.

Description

从冠状动脉二维造影图像中提取血管中心线的方法和装置Method and device for extracting blood vessel centerline from two-dimensional coronary angiography image 技术领域Technical field
本发明涉及冠状动脉医学技术领域,特别是涉及一种从冠状动脉二维造影图像中提取血管中心线的方法、装置、冠状动脉分析系统及计算机存储介质。The present invention relates to the technical field of coronary artery medicine, in particular to a method, a device, a coronary artery analysis system and a computer storage medium for extracting a blood vessel centerline from a two-dimensional coronary angiography image.
背景技术Background technique
人体血液中的脂类及糖类物质在血管壁上的沉积将在血管壁上形成斑块,继而导致血管狭窄;特别是发生在心脏冠脉附近的血管狭窄将导致心肌供血不足,诱发冠心病、心绞痛等病症,对人类的健康造成严重威胁。据统计,我国现有冠心病患者约1100万人,心血管介入手术治疗患者数量每年增长大于10%。The deposition of lipids and carbohydrates in human blood on the vascular wall will form plaques on the vascular wall, which will then cause vascular stenosis; especially the vascular stenosis that occurs near the coronary artery of the heart will cause insufficient blood supply to the myocardium and induce coronary heart disease Diseases such as angina and angina pectoris pose a serious threat to human health. According to statistics, there are currently about 11 million patients with coronary heart disease in my country, and the number of patients undergoing cardiovascular interventional surgery is increasing by more than 10% every year.
冠脉造影CAG、计算机断层扫描CT等常规医用检测手段虽然可以显示心脏冠脉血管狭窄的严重程度,但是并不能准确评价冠脉的缺血情况。为提高冠脉血管功能评价的准确性,1993年Pijls提出了通过压力测定推算冠脉血管功能的新指标——血流储备分数(Fractional Flow Reserve,FFR),经过长期的基础与临床研究,FFR已成为冠脉狭窄功能性评价的金标准。Although conventional medical detection methods such as coronary angiography CAG and computed tomography CT can show the severity of coronary artery stenosis, they cannot accurately evaluate coronary ischemia. In order to improve the accuracy of coronary vascular function evaluation, in 1993 Pijls proposed a new indicator of coronary vascular function through pressure measurement-Fractional Flow Reserve (FFR). After long-term basic and clinical research, FFR It has become the gold standard for functional evaluation of coronary stenosis.
血流储备分数(FFR)通常是指心肌血流储备分数,定义为病变冠脉能为心肌提供的最大血流与该冠脉完全正常时最大供血流量之比,研究表明,在冠脉最大充血状态下,血流量的比值可以用压力值来代替。即FFR值的测量可在冠脉最大充血状态下,通过压力传感器对冠脉远端狭窄处的压力和冠脉狭窄近端压力进行测定继而计算得出。Fractional flow reserve (FFR) usually refers to the myocardial blood flow reserve, which is defined as the ratio of the maximum blood flow that the diseased coronary artery can provide to the myocardium to the maximum blood flow when the coronary artery is completely normal. Studies have shown that the maximum congestion in the coronary artery In the state, the ratio of blood flow can be replaced by pressure. That is, the measurement of FFR value can be calculated by measuring the pressure at the distal end of coronary artery stenosis and the pressure at the proximal end of coronary artery stenosis through the pressure sensor under the state of maximum coronary congestion.
现有技术中通过血管三维模型计算血管评价参数时常常需要提取血管中心线,但是血管中心线如何提取,提取的速度以及准确度一直是技术人员需要解决的问题。In the prior art, it is often necessary to extract the blood vessel centerline when calculating the blood vessel evaluation parameters through the blood vessel three-dimensional model. However, how to extract the blood vessel centerline, the extraction speed, and the accuracy have always been problems that technical personnel need to solve.
发明内容Summary of the invention
本发明提供了一种从冠状动脉二维造影图像中提取血管中心线的方法、装置及系统,以解决现有技术中血管中心线如何提取,提取的速度、准确度一直是技术人员需要解决的问题。The present invention provides a method, device and system for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, so as to solve how to extract the centerline of a blood vessel in the prior art. The speed and accuracy of extraction have always been the technical personnel need to solve problem.
为实现上述目的,第一方面,本申请提供了一种从冠状动脉二维造影图像中提取血管中心线的方法,包括:In order to achieve the above objective, in the first aspect, the present application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, which includes:
从冠状动脉二维造影图像中提取至少一条血管路径线;Extracting at least one blood vessel path line from the two-dimensional coronary angiography image;
选取一条所述血管路径线作为所述血管中心线。One of the blood vessel path lines is selected as the blood vessel center line.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的方法,在从冠状动脉二维造影图像中提取至少一条血管路径线的方法之前还包括:Optionally, the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, before the method for extracting at least one blood vessel path line from a two-dimensional coronary angiography image, further includes:
读取冠状动脉二维造影图像;Read two-dimensional coronary angiography images;
获取感兴趣的血管段;Obtain the blood vessel segment of interest;
拾取所述感兴趣的血管段的起始点和结束点;Pick the starting point and ending point of the blood vessel segment of interest;
从所述冠状动脉二维造影图像中分割出所述起始点、结束点对应的局部血管区域图。The partial blood vessel area map corresponding to the start point and the end point is segmented from the two-dimensional coronary angiography image.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的方法,所述从所述冠状动脉二维造影图像中分割出所述起始点、结束点对应的局部血管区域图的方法还包括:Optionally, the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, and the method for segmenting a local blood vessel area map corresponding to the starting point and ending point from the two-dimensional coronary angiography image Also includes:
拾取所述感兴趣的血管段的至少一个种子点;Picking up at least one seed point of the blood vessel segment of interest;
分别对起始点、种子点、结束点的相邻两点间的二维造影图像进行分割,得到至少两个局部血管区域图。Separate the two-dimensional contrast images between two adjacent points of the starting point, the seed point, and the end point to obtain at least two partial blood vessel region maps.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的方法,所述从冠状动脉二维造影图像中提取至少一条血管路径线的方法包括:Optionally, the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, the method for extracting at least one blood vessel path line from a two-dimensional coronary angiography image includes:
分别从每个所述局部血管区域图上提取至少一条血管局部路径线;Extracting at least one local blood vessel path line from each of the local blood vessel area maps;
将每个所述局部血管区域图上相对应的血管局部路径线连接,获得至少一条所述血管路径线。Connecting the corresponding local blood vessel path lines on each of the local blood vessel area maps to obtain at least one blood vessel path line.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的方法,所述分别从所述局部血管区域图上提取至少一条血管局部路径线的方法包括:Optionally, in the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, the method for extracting at least one blood vessel local path line from the local blood vessel area map respectively includes:
对所述局部血管区域图做图像增强处理,得到对比强烈的粗略血管图;Performing image enhancement processing on the local blood vessel region map to obtain a rough blood vessel map with strong contrast;
对所述粗略血管图做网格划分,沿着所述起始点至所述结束点方向,提取至少一条血管局部路径线。The rough blood vessel map is meshed, and at least one local path line of the blood vessel is extracted along the direction from the start point to the end point.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的方法,所述对所述局部血管区域图做图像增强处理,得到对比强烈的粗略血管图的方法,包括:Optionally, the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, the method of performing image enhancement processing on the partial blood vessel area map to obtain a rough blood vessel map with strong contrast includes:
在每幅所述局部血管区域图中,以所述感兴趣的血管段作为前景,其他区域作为背景,强化所述前景,弱化所述背景,得到对比强烈的所述粗略血管图。In each local blood vessel region map, the blood vessel segment of interest is used as the foreground and other regions are used as the background to strengthen the foreground and weaken the background to obtain the rough blood vessel map with strong contrast.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的方法,所述对所述粗略血管图做网格划分,沿着所述起始点至所述结束点方向,提取至少一条血管局部路径线的方法包括:Optionally, in the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, the rough blood vessel map is meshed, and at least one line is extracted along the direction from the starting point to the ending point. The method of local route line of blood vessel includes:
对所述粗略血管图进行网格划分;Meshing the rough blood vessel diagram;
沿着所述起始点至所述结束点的血管延伸方向,搜索所述起始点与周边n个网格上的交叉点的最短时间路径作为第二个点,搜索所述第二个点与周边n个网格上的交叉点的最短时间路径作为第三个点,所述第三个点重复上述步骤,直至最短时间路径到达结束点,其中,n为大于等于1的正整数;Along the blood vessel extending direction from the starting point to the ending point, search for the shortest time path between the starting point and the intersection on the surrounding n grids as the second point, and search for the second point and the surrounding The shortest time path of intersections on n grids is used as the third point, and the third point repeats the above steps until the shortest time path reaches the end point, where n is a positive integer greater than or equal to 1;
按照搜索顺序,从所述起始点至所述结束点的血管延伸方向连线,获得至少一条血管局部路径线。According to the search sequence, a line connecting the blood vessel extending direction from the starting point to the ending point is used to obtain at least one local path line of the blood vessel.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的方法,所述选取一条所述血管路径线作为所述血管中心线的方法包括:Optionally, in the above-mentioned method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, the method for selecting one of the blood vessel path lines as the blood vessel centerline includes:
如果血管路径线为两条或两条以上,则对每条血管路径线从所述起始点至所述结束点所用的时间求和;If there are two or more blood vessel path lines, the time taken for each blood vessel path line from the starting point to the ending point is summed;
取用时最少的所述血管路径线作为所述血管中心线。The blood vessel path line with the least amount of time is taken as the blood vessel center line.
第二方面,本申请提供了一种从冠状动脉二维造影图像中提取血管中心线的装置,包括:依次连接的血管路径单元和血管中心线提取单元;In a second aspect, the present application provides an apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image, including: a blood vessel path unit and a blood vessel centerline extraction unit connected in sequence;
所述血管路径单元,用于从冠状动脉二维造影图像中提取至少一条血管路径线;The blood vessel path unit is used to extract at least one blood vessel path line from a two-dimensional coronary angiography image;
所述血管中心线提取单元,用于从所述血管路径模块发送的血管路径线中选取一条作为所述血管中心线。The blood vessel centerline extraction unit is configured to select one of the blood vessel path lines sent by the blood vessel path module as the blood vessel centerline.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的装置,还包括:与所述血管路径单元连接的图像分割单元;Optionally, the above-mentioned apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image further includes: an image segmentation unit connected to the blood vessel path unit;
所述图像分割单元,用于从冠状动脉二维造影图像中分割出起始点、结束点对应的局部血管区域图,或者对所述起始点、种子点、所述结束点的相邻两点间的二维造影图像进行分割,得到至少两个局部血 管区域图。The image segmentation unit is used to segment the local blood vessel area map corresponding to the start point and the end point from the two-dimensional coronary angiography image, or to determine the start point, the seed point, and the two adjacent points of the end point. Segmentation of the two-dimensional angiographic image to obtain at least two partial blood vessel region maps.
所述血管路径单元,用于从所述图像分割单元发送的每个所述局部血管区域图上提取至少一条血管局部路径线。The blood vessel path unit is configured to extract at least one blood vessel local path line from each of the local blood vessel area maps sent by the image segmentation unit.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的装置,还包括:依次连接的图像处理单元和网格划分单元,所述图像处理单元与图像分割单元连接;Optionally, the above-mentioned apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image further includes: an image processing unit and a grid dividing unit connected in sequence, and the image processing unit is connected to the image dividing unit;
所述图像处理单元用于接收所述图像分割单元发送的所述局部血管区域图,以所述感兴趣的血管段作为前景,其他区域作为背景,强化所述前景,弱化所述背景,得到对比强烈的所述粗略血管图;The image processing unit is configured to receive the partial blood vessel region map sent by the image segmentation unit, and use the blood vessel segment of interest as the foreground and other regions as the background to strengthen the foreground and weaken the background to obtain a comparison A strong picture of the rough blood vessel;
所述网格划分单元,对所述图像处理单元发送的所述粗略血管图做网格划分。The grid division unit performs grid division on the rough blood vessel map sent by the image processing unit.
可选地,上述的从冠状动脉二维造影图像中提取血管中心线的装置,所述血管路径单元,包括:依次连接的搜索单元和血管局部路径线提取单元,所述搜索单元与所述网格划分单元连接;Optionally, in the above-mentioned apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image, the blood vessel path unit includes: a search unit and a blood vessel partial path line extraction unit connected in sequence, and the search unit is connected to the network Grid division unit connection;
所述搜索单元,用于沿着所述起始点至所述结束点的血管延伸方向,从所述网格划分单元的起始点开始搜索,搜索起始点与周边n个网格上的交叉点的最短时间路径作为第二个点,搜索所述第二个点与周边n个网格上的交叉点的最短时间路径作为第三个点,所述第三个点重复上述步骤,直至最短时间路径到达结束点,其中,n为大于等于1的正整数;The searching unit is configured to search from the starting point of the grid division unit along the blood vessel extending direction from the starting point to the ending point, and search for the intersection of the starting point and the surrounding n grids The shortest time path is used as the second point, and the shortest time path between the intersection of the second point and the surrounding n grids is searched for as the third point, and the third point repeats the above steps until the shortest time path Reach the end point, where n is a positive integer greater than or equal to 1;
所述血管局部路径线提取单元,用于按照所述搜索单元的搜索顺序,从所述所述搜索单元的起始点至所述结束点的血管延伸方向连线,获得至少一条血管局部路径线。The blood vessel partial path line extraction unit is configured to obtain at least one blood vessel partial path line from the start point of the search unit to the end point of the blood vessel extension direction line according to the search order of the search unit.
第三方面,本申请提供了一种冠状动脉分析系统,包括:上述的从冠状动脉二维造影图像中提取血管中心线的装置。In a third aspect, the present application provides a coronary artery analysis system, including: the above-mentioned device for extracting the centerline of the blood vessel from the two-dimensional coronary angiography image.
第四方面,本申请提供了一种计算机存储介质,计算机程序被处理器执行时实现上述的从冠状动脉二维造影图像中提取血管中心线的方法。In a fourth aspect, the present application provides a computer storage medium. When the computer program is executed by a processor, the method for extracting the centerline of the blood vessel from the two-dimensional coronary angiography image is realized.
本申请实施例提供的方案带来的有益效果至少包括:The beneficial effects brought about by the solutions provided in the embodiments of the present application include at least:
本申请提供了从冠状动脉二维造影图像中提取血管中心线的方法,通过先从冠状动脉二维造影图像中提取至少一条血管路径线,然后根据血管路径线获得血管中心线,为技术人员提供了新的思路,具有提取快速、精准度高的优点。This application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, by first extracting at least one blood vessel path line from the two-dimensional coronary angiography image, and then obtaining the blood vessel center line according to the blood vessel path line, providing technical personnel with A new idea, with the advantages of fast extraction and high accuracy.
附图说明Description of the drawings
此处所说明的附图用来提供对本发明的进一步理解,构成本发明的一部分,本发明的示意性实施例及其说明用于解释本发明,并不构成对本发明的不当限定。在附图中:The drawings described here are used to provide a further understanding of the present invention and constitute a part of the present invention. The exemplary embodiments of the present invention and the description thereof are used to explain the present invention, and do not constitute an improper limitation of the present invention. In the attached picture:
图1为本申请的从冠状动脉二维造影图像中提取血管中心线的方法的实施例1的流程图;FIG. 1 is a flowchart of Embodiment 1 of the method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of this application;
图2为本申请的从冠状动脉二维造影图像中提取血管中心线的方法的实施例2的流程图;2 is a flowchart of Embodiment 2 of the method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of this application;
图3为本申请的S400的流程图;Figure 3 is a flow chart of S400 of this application;
图4为本申请的S500的流程图;Figure 4 is a flowchart of S500 of the application;
图5为本申请的S520的流程图;Figure 5 is a flowchart of S520 of the application;
图6为本申请的S600的流程图;Figure 6 is a flowchart of S600 of the application;
图7为本申请的从冠状动脉二维造影图像中提取血管中心线的装置的一个实施例的结构框图;FIG. 7 is a structural block diagram of an embodiment of an apparatus for extracting a centerline of a blood vessel from a two-dimensional coronary angiography image of the present application;
图8为本申请的从冠状动脉二维造影图像中提取血管中心线的装置的另一实施例的结构框图;FIG. 8 is a structural block diagram of another embodiment of the apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of the present application;
图9为本申请的从冠状动脉二维造影图像中提取血管中心线的装置的另一实施例的结构框图;9 is a structural block diagram of another embodiment of the apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image of the present application;
下面对附图标记进行说明:The reference signs are described below:
血管路径单元100,搜索单元110,血管局部路径线提取单元120,血管中心线提取单元200,图像分割单元300,图像处理单元400,网格划分单元500。The blood vessel path unit 100, the search unit 110, the blood vessel local path line extraction unit 120, the blood vessel center line extraction unit 200, the image segmentation unit 300, the image processing unit 400, and the mesh division unit 500.
具体实施方式Detailed ways
为使本发明的目的、技术方案和优点更加清楚,下面将结合本发明具体实施例及相应的附图对本发明技术方案进行清楚、完整地描述。显然,所描述的实施例仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。In order to make the objectives, technical solutions, and advantages of the present invention clearer, the technical solutions of the present invention will be described clearly and completely in conjunction with specific embodiments of the present invention and the corresponding drawings. Obviously, the described embodiments are only a part of the embodiments of the present invention, rather than all the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of the present invention.
以下将以图式揭露本发明的多个实施方式,为明确说明起见,许多实务上的细节将在以下叙述中一并说明。然而,应了解到,这些实务上的细节不应用以限制本发明。也就是说,在本发明的部分实施方式中,这些实务上的细节是非必要的。此外,为简化图式起见,一些习知惯用的结构与组件在图式中将以简单的示意的方式绘示之。Hereinafter, multiple embodiments of the present invention will be disclosed in the form of drawings. For clear description, many practical details will be described in the following description. However, it should be understood that these practical details should not be used to limit the present invention. That is to say, in some embodiments of the present invention, these practical details are unnecessary. In addition, in order to simplify the drawings, some conventionally used structures and components will be shown in simple schematic ways in the drawings.
现有技术中通过血管三维模型计算血管评价参数时常常需要提取血管中心线,但是血管中心线如何提取,提取的速度以及准确度一直是技术人员需要解决的问题。In the prior art, it is often necessary to extract the blood vessel centerline when calculating the blood vessel evaluation parameters through the blood vessel three-dimensional model. However, how to extract the blood vessel centerline, the extraction speed, and the accuracy have always been problems that technical personnel need to solve.
实施例1:Example 1:
如图1所示,本申请为了解决上述问题,提供了一种从冠状动脉二维造影图像中提取血管中心线的方法,包括:As shown in Fig. 1, in order to solve the above-mentioned problems, the present application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, which includes:
S500,从冠状动脉二维造影图像中提取至少一条血管路径线;S500: Extract at least one blood vessel path line from the two-dimensional coronary angiography image;
S600,选取一条血管路径线作为血管中心线。S600, selecting a blood vessel path line as the blood vessel center line.
实施例2:Example 2:
如图2所示,本申请为了解决上述问题,提供了一种从冠状动脉二维造影图像中提取血管中心线的方法,包括:As shown in Fig. 2, in order to solve the above problems, the present application provides a method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image, which includes:
S100,读取冠状动脉二维造影图像;S100, reading the two-dimensional coronary angiography image;
S200,获取感兴趣的血管段;S200: Obtain a blood vessel segment of interest;
S300,拾取感兴趣的血管段的起始点和结束点;S300, pick up the start point and end point of the blood vessel segment of interest;
S400,从冠状动脉二维造影图像中分割出起始点、结束点对应的局部血管区域图,如图3所示,包括:S400, segmenting a local blood vessel area map corresponding to the start point and the end point from the two-dimensional coronary angiography image, as shown in FIG. 3, including:
S410,拾取感兴趣的血管段的至少一个种子点;S410: Pick up at least one seed point of the blood vessel segment of interest;
S420,分别对起始点、种子点、结束点的相邻两点间的二维造影图像进行分割,得到至少两个局部血管区域图;由于将二维造影图像分割成局部血管区域图,降低了后台数据运算的庞大和繁冗程度,运算更加快速。S420: Separate the two-dimensional contrast images between two adjacent points of the start point, the seed point, and the end point to obtain at least two partial blood vessel area maps; since the two-dimensional contrast image is divided into the partial blood vessel area maps, it reduces The background data calculation is huge and tedious, and the calculation is faster.
S500,从冠状动脉二维造影图像中提取至少一条血管路径线,如图4所示,包括:S500, extracting at least one blood vessel path line from the two-dimensional coronary angiography image, as shown in FIG. 4, includes:
S510,对局部血管区域图做图像增强处理,得到对比强烈的粗略血管图,包括:在每幅局部血管区域图中,以感兴趣的血管段作为前景,其他区域作为背景,强化前景,弱化背景,得到对比强烈的粗略血管图;S510: Perform image enhancement processing on the local blood vessel area map to obtain a rough blood vessel map with strong contrast, including: in each local blood vessel area map, take the blood vessel segment of interest as the foreground and other areas as the background, strengthen the foreground, and weaken the background , Get a rough blood vessel map with strong contrast;
S520,对粗略血管图做网格划分,沿着起始点至结束点方向,提取至少一条血管局部路径线,如图5所示,包括:S520: Perform grid division on the rough blood vessel map, and extract at least one local path line of the blood vessel along the direction from the start point to the end point, as shown in FIG. 5, including:
S521,沿着起始点至结束点的血管延伸方向,搜索起始点与周边n个网格上的交叉点的最短时间路径作为第二个点,搜索第二个点与周边n个网格上的交叉点的最短时间路径作为第三个点,第三个点重 复上述步骤,直至最短时间路径到达结束点,其中,n为大于等于1的正整数;优选地,为了更加准确可以去掉起始点和结束点,提取的中心线精确度高,不受人为选取起始点和结束点的影响。S521: Along the blood vessel extension direction from the start point to the end point, search for the shortest time path between the start point and the intersection on the surrounding n grids as the second point, and search for the second point and the surrounding n grids. The shortest time path at the intersection is the third point, and the third point repeats the above steps until the shortest time path reaches the end point, where n is a positive integer greater than or equal to 1; preferably, the starting point and the The end point, the extracted center line has high accuracy, and is not affected by artificial selection of the start point and end point.
S522,按照搜索顺序,从起始点至结束点的血管延伸方向连线,获得至少一条血管局部路径线;S522: Obtain at least one local path line of the blood vessel according to the search order, from the start point to the end point of the blood vessel extension direction connection line;
S530,将每个局部血管区域图上相对应的血管局部路径线连接,获得至少一条血管路径线。S530: Connect the corresponding local blood vessel path lines on each local blood vessel area map to obtain at least one blood vessel path line.
S600,选取一条血管路径线作为血管中心线,如图6所示,包括:S600, selecting a blood vessel path line as the blood vessel centerline, as shown in Fig. 6, including:
S610,如果血管路径线为两条或两条以上,则对每条血管路径线从起始点至结束点所用的时间求和;S610: If there are two or more blood vessel path lines, sum the time taken from the start point to the end point of each blood vessel path line;
S620,取用时最少的血管路径线作为血管中心线。In S620, the blood vessel path line with the least amount of time is taken as the blood vessel center line.
实施例3:Example 3:
如图7所示,本申请提供了一种从冠状动脉二维造影图像中提取血管中心线的装置,包括:依次连接的血管路径单元100和血管中心线提取单元200;血管路径单元100,用于从冠状动脉二维造影图像中提取至少一条血管路径线;血管中心线提取单元200,用于从血管路径单元100发送的血管路径线中选取一条作为血管中心线。As shown in FIG. 7, the present application provides an apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image, which includes: a blood vessel path unit 100 and a blood vessel centerline extraction unit 200 that are connected in sequence; a blood vessel path unit 100 with To extract at least one blood vessel path line from the two-dimensional coronary angiography image; the blood vessel center line extraction unit 200 is configured to select one of the blood vessel path lines sent by the blood vessel path unit 100 as the blood vessel center line.
如图8所示,本申请的一个实施例中,还包括:与血管路径单元100连接的图像分割单元300;图像分割单元300,用于从冠状动脉二维造影图像中分割出起始点、结束点对应的局部血管区域图,或者对起始点、种子点、结束点的相邻两点间的二维造影图像进行分割,得到至少两个局部血管区域图。血管路径单元100,用于从图像分割单元300发送的每个局部血管区域图上提取至少一条血管局部路径线。As shown in FIG. 8, in an embodiment of the present application, it further includes: an image segmentation unit 300 connected to the blood vessel path unit 100; the image segmentation unit 300 is used to segment the start point and end point from the two-dimensional coronary angiography image. The local blood vessel area map corresponding to the point, or the two-dimensional contrast image between two adjacent points of the start point, the seed point, and the end point are segmented to obtain at least two local blood vessel area maps. The blood vessel path unit 100 is configured to extract at least one blood vessel local path line from each partial blood vessel area map sent by the image segmentation unit 300.
如图9所示,本申请的一个实施例中,还包括:依次连接的图像处理单元400和网格划分单元500,图像处理单元400与图像分割单元300连接;图像处理单元400用于接收图像分割单元300发送的局部血管区域图,以感兴趣的血管段作为前景,其他区域作为背景,强化前景,弱化背景,得到对比强烈的粗略血管图;网格划分单元500,对图像处理单元400发送的粗略血管图做网格划分。As shown in FIG. 9, an embodiment of the present application further includes: an image processing unit 400 and a grid division unit 500 connected in sequence, the image processing unit 400 is connected to the image segmentation unit 300; the image processing unit 400 is used to receive images The local blood vessel region map sent by the segmentation unit 300 uses the blood vessel segment of interest as the foreground and other regions as the background to strengthen the foreground and weaken the background to obtain a rough blood vessel map with strong contrast; the mesh division unit 500 sends to the image processing unit 400 The rough blood vessel diagram is meshed.
如图9所示,本申请的一个实施例中,血管路径单元100,包括:依次连接的搜索单元110和血管局部路径线提取单元120,搜索单元110与网格划分单元500连接;搜索单元110,用于沿着起始点至结束点的血管延伸方向,从网格划分单元的起始点开始搜索,搜索起始点与周边n个网格上的交叉点的最短时间路径作为第二个点,搜索第二个点与周边n个网格上的交叉点的最短时间路径作为第三个点,第三个点重复上述步骤,直至最短时间路径到达结束点,其中,n为大于等于1的正整数;血管局部路径线提取单元120,用于按照搜索单元110的搜索顺序,从搜索单元110的起始点至结束点的血管延伸方向连线,获得至少一条血管局部路径线。As shown in FIG. 9, in an embodiment of the present application, the blood vessel path unit 100 includes: a search unit 110 and a blood vessel local path line extraction unit 120 connected in sequence, the search unit 110 is connected to the mesh division unit 500; the search unit 110 , Used to search from the starting point of the grid division unit along the blood vessel extending direction from the starting point to the ending point, and search for the shortest time path between the starting point and the intersection on the surrounding n grids as the second point, search The shortest time path between the second point and the intersection on the surrounding n grids is taken as the third point. Repeat the above steps for the third point until the shortest time path reaches the end point, where n is a positive integer greater than or equal to 1. The blood vessel local path line extraction unit 120 is used to obtain at least one blood vessel local path line from the starting point to the end point of the search unit 110 in accordance with the search order of the search unit 110.
本申请提供了一种冠状动脉分析系统,包括:上述的从冠状动脉二维造影图像中提取血管中心线的装置。The present application provides a coronary artery analysis system, which includes: the above-mentioned device for extracting the centerline of the blood vessel from the two-dimensional angiographic image of the coronary artery.
本申请提供了一种计算机存储介质,计算机程序被处理器执行时实现上述的从冠状动脉二维造影图像中提取血管中心线的方法。The present application provides a computer storage medium. When the computer program is executed by a processor, the method for extracting the centerline of the blood vessel from the two-dimensional coronary angiography image is realized.
所属技术领域的技术人员知道,本发明的各个方面可以实现为系统、方法或计算机程序产品。因此,本发明的各个方面可以具体实现为以下形式,即:完全的硬件实施方式、完全的软件实施方式(包括固件、驻留软件、微代码等),或硬件和软件方面结合的实施方式,这里可以统称为“电路”、“模块”或“系统”。此外,在一些实施例中,本发明的各个方面还可以实现为在一个或多个计算机可读介质中的计算机程序产品的形式,该计算机可读介质中包含计算机可读的程序代码。本发明的实施例的方法 和/或系统的实施方式可以涉及到手动地、自动地或以其组合的方式执行或完成所选任务。Those skilled in the art know that various aspects of the present invention can be implemented as a system, a method, or a computer program product. Therefore, various aspects of the present invention can be specifically implemented in the following forms, namely: complete hardware implementation, complete software implementation (including firmware, resident software, microcode, etc.), or a combination of hardware and software implementations, Here can be collectively referred to as "circuit", "module" or "system". In addition, in some embodiments, various aspects of the present invention may also be implemented in the form of a computer program product in one or more computer-readable media, and the computer-readable medium contains computer-readable program code. The implementation of the method and/or system of the embodiments of the present invention may involve performing or completing selected tasks manually, automatically, or a combination thereof.
例如,可以将用于执行根据本发明的实施例的所选任务的硬件实现为芯片或电路。作为软件,可以将根据本发明的实施例的所选任务实现为由计算机使用任何适当操作系统执行的多个软件指令。在本发明的示例性实施例中,由数据处理器来执行如本文的根据方法和/或系统的示例性实施例的一个或多个任务,诸如用于执行多个指令的计算平台。可选地,该数据处理器包括用于存储指令和/或数据的易失性储存器和/或用于存储指令和/或数据的非易失性储存器,例如,磁硬盘和/或可移动介质。可选地,也提供了一种网络连接。可选地也提供显示器和/或用户输入设备,诸如键盘或鼠标。For example, hardware for performing selected tasks according to an embodiment of the present invention may be implemented as a chip or a circuit. As software, selected tasks according to embodiments of the present invention can be implemented as a plurality of software instructions executed by a computer using any suitable operating system. In an exemplary embodiment of the present invention, one or more tasks according to the exemplary embodiment of the method and/or system as described herein are performed by a data processor, such as a computing platform for executing a plurality of instructions. Optionally, the data processor includes a volatile memory for storing instructions and/or data and/or a non-volatile memory for storing instructions and/or data, for example, a magnetic hard disk and/or a Move the media. Optionally, a network connection is also provided. Optionally, a display and/or user input device, such as a keyboard or mouse, is also provided.
可利用一个或多个计算机可读的任何组合。计算机可读介质可以是计算机可读信号介质或计算机可读存储介质。计算机可读存储介质例如可以是——但不限于——电、磁、光、电磁、红外线、或半导体的系统、装置或器件,或者任意以上的组合。计算机可读存储介质的更具体的例子(非穷举列表)将包括以下各项:Any combination of one or more computer readable can be utilized. The computer-readable medium may be a computer-readable signal medium or a computer-readable storage medium. The computer-readable storage medium may be, for example, but not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, device, or device, or a combination of any of the above. More specific examples (non-exhaustive list) of computer-readable storage media would include the following:
具有一个或多个导线的电连接、便携式计算机盘、硬盘、随机存取存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、光纤、便携式紧凑盘只读存储器(CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本文件中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。Electrical connection with one or more wires, portable computer disk, hard disk, random access memory (RAM), read-only memory (ROM), erasable programmable read-only memory (EPROM or flash memory), optical fiber, portable compact disk Read only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the above. In this document, the computer-readable storage medium can be any tangible medium that contains or stores a program, and the program can be used by or in combination with an instruction execution system, apparatus, or device.
计算机可读的信号介质可以包括在基带中或者作为载波一部分传播的数据信号,其中承载了计算机可读的程序代码。这种传播的数据信号可以采用多种形式,包括但不限于电磁信号、光信号或上述的任意合适的组合。计算机可读的信号介质还可以是计算机可读存储介质以外的任何计算机可读介质,该计算机可读介质可以发送、传播或者传输用于由指令执行系统、装置或者器件使用或者与其结合使用的程序。The computer-readable signal medium may include a data signal propagated in baseband or as a part of a carrier wave, and computer-readable program code is carried therein. This propagated data signal can take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the foregoing. The computer-readable signal medium may also be any computer-readable medium other than the computer-readable storage medium. The computer-readable medium may send, propagate, or transmit the program for use by or in combination with the instruction execution system, apparatus, or device .
计算机可读介质上包含的程序代码可以用任何适当的介质传输,包括(但不限于)无线、有线、光缆、RF等等,或者上述的任意合适的组合。The program code contained on the computer-readable medium can be transmitted by any suitable medium, including (but not limited to) wireless, wired, optical cable, RF, etc., or any suitable combination of the above.
例如,可用一个或多个编程语言的任何组合来编写用于执行用于本发明的各方面的操作的计算机程序代码,包括诸如Java、Smalltalk、C++等面向对象编程语言和常规过程编程语言,诸如"C"编程语言或类似编程语言。程序代码可以完全地在用户计算机上执行、部分地在用户计算机上执行、作为一个独立的软件包执行、部分在用户计算机上部分在远程计算机上执行、或者完全在远程计算机或服务器上执行。在涉及远程计算机的情形中,远程计算机可以通过任意种类的网络--包括局域网(LAN)或广域网(WAN)-连接到用户计算机,或者,可以连接到外部计算机(例如利用因特网服务提供商来通过因特网连接)。For example, any combination of one or more programming languages can be used to write computer program codes for performing operations for various aspects of the present invention, including object-oriented programming languages such as Java, Smalltalk, C++, and conventional process programming languages, such as "C" programming language or similar programming language. The program code can be executed entirely on the user's computer, partly on the user's computer, executed as an independent software package, partly on the user's computer and partly executed on a remote computer, or entirely executed on the remote computer or server. In the case of a remote computer, the remote computer can be connected to the user's computer through any kind of network-including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (for example, using an Internet service provider to pass Internet connection).
应当理解,流程图和/或框图的每个方框以及流程图和/或框图中各方框的组合,都可以由计算机程序指令实现。这些计算机程序指令可以提供给通用计算机、专用计算机或其它可编程数据处理装置的处理器,从而生产出一种机器,使得这些计算机程序指令在通过计算机或其它可编程数据处理装置的处理器执行时,产生了实现流程图和/或框图中的一个或多个方框中规定的功能/动作的装置。It should be understood that each block of the flowchart and/or block diagram and the combination of each block in the flowchart and/or block diagram can be implemented by computer program instructions. These computer program instructions can be provided to the processors of general-purpose computers, special-purpose computers, or other programmable data processing devices, thereby producing a machine that makes these computer program instructions when executed by the processors of the computer or other programmable data processing devices , A device that implements the functions/actions specified in one or more blocks in the flowcharts and/or block diagrams is produced.
也可以把这些计算机程序指令存储在计算机可读介质中,这些指令使得计算机、其它可编程数据处理装置、或其它设备以特定方式工作,从而,存储在计算机可读介质中的指令就产生出包括实现流程图和/或框图中的一个或多个方框中规定的功能/动作的指令的制造品(article of manufacture)。These computer program instructions can also be stored in a computer-readable medium. These instructions make computers, other programmable data processing devices, or other devices work in a specific manner, so that the instructions stored in the computer-readable medium generate An article of manufacture that implements instructions for the functions/actions specified in one or more blocks in the flowchart and/or block diagram.
还可将计算机程序指令加载到计算机(例如,冠状动脉分析系统)或其它可编程数据处理设备上以促使在计算机、其它可编程数据处理设备或其它设备上执行一系列操作步骤以产生计算机实现过程,使得在计算机、其它可编程装置或其它设备上执行的指令提供用于实现在流程图和/或一个或多个框图方框中指定的功能/动作的过程。Computer program instructions can also be loaded onto a computer (for example, a coronary artery analysis system) or other programmable data processing equipment to cause a series of operation steps to be executed on the computer, other programmable data processing equipment or other equipment to produce a computer-implemented process , Causing instructions executed on a computer, other programmable device or other equipment to provide a process for implementing the functions/actions specified in the flowchart and/or one or more block diagrams.
本发明的以上的具体实例,对本发明的目的、技术方案和有益效果进行了进一步详细说明,所应理解的是,以上仅为本发明的具体实施例而已,并不用于限制本发明,凡在本发明的精神和原则之内,所做的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。The above specific examples of the present invention further describe the purpose, technical solutions and beneficial effects of the present invention in further detail. It should be understood that the above are only specific embodiments of the present invention and are not intended to limit the present invention. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention should be included in the protection scope of the present invention.

Claims (14)

  1. 一种从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,包括:A method for extracting a blood vessel centerline from a two-dimensional coronary angiography image, which is characterized in that it comprises:
    从冠状动脉二维造影图像中提取至少一条血管路径线;Extracting at least one blood vessel path line from the two-dimensional coronary angiography image;
    选取一条所述血管路径线作为所述血管中心线。One of the blood vessel path lines is selected as the blood vessel center line.
  2. 根据权利要求1所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,在从冠状动脉二维造影图像中提取至少一条血管路径线的方法之前还包括:The method for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to claim 1, wherein before the method for extracting at least one blood vessel path line from the two-dimensional coronary angiography image, the method further comprises:
    读取冠状动脉二维造影图像;Read two-dimensional coronary angiography images;
    获取感兴趣的血管段;Obtain the blood vessel segment of interest;
    拾取所述感兴趣的血管段的起始点和结束点;Pick the starting point and ending point of the blood vessel segment of interest;
    从所述冠状动脉二维造影图像中分割出所述起始点、结束点对应的局部血管区域图。The partial blood vessel area map corresponding to the start point and the end point is segmented from the two-dimensional coronary angiography image.
  3. 根据权利要求2所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,所述从所述冠状动脉二维造影图像中分割出所述起始点、结束点对应的局部血管区域图的方法还包括:The method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image according to claim 2, wherein said segmenting the part corresponding to the start point and the end point from the two-dimensional coronary angiography image The method of vascular area map also includes:
    拾取所述感兴趣的血管段的至少一个种子点;Picking up at least one seed point of the blood vessel segment of interest;
    分别对起始点、种子点、结束点的相邻两点间的二维造影图像进行分割,得到至少两个局部血管区域图。Separate the two-dimensional contrast images between two adjacent points of the starting point, the seed point, and the end point to obtain at least two partial blood vessel region maps.
  4. 根据权利要求2所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,所述从冠状动脉二维造影图像中提取至少一条血管路径线的方法包括:The method for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to claim 2, wherein the method for extracting at least one blood vessel path line from a two-dimensional coronary angiography image comprises:
    分别从每个所述局部血管区域图上提取至少一条血管局部路径线;Extracting at least one local blood vessel path line from each of the local blood vessel area maps;
    将每个所述局部血管区域图上相对应的血管局部路径线连接,获得至少一条所述血管路径线。Connecting the corresponding local blood vessel path lines on each of the local blood vessel area maps to obtain at least one blood vessel path line.
  5. 根据权利要求4所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,所述分别从所述局部血管区域图上提取至少一条血管局部路径线的方法包括:The method for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to claim 4, wherein the method of extracting at least one blood vessel local path line from the local blood vessel area map respectively comprises:
    对所述局部血管区域图做图像增强处理,得到对比强烈的粗略血管图;Performing image enhancement processing on the local blood vessel region map to obtain a rough blood vessel map with strong contrast;
    对所述粗略血管图做网格划分,沿着所述起始点至所述结束点方向,提取至少一条血管局部路径线。The rough blood vessel map is meshed, and at least one local path line of the blood vessel is extracted along the direction from the start point to the end point.
  6. 根据权利要求5所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,所述对所述局部血管区域图做图像增强处理,得到对比强烈的粗略血管图的方法,包括:The method for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to claim 5, wherein the method of performing image enhancement processing on the local blood vessel area map to obtain a rough blood vessel map with strong contrast, include:
    在每幅所述局部血管区域图中,以所述感兴趣的血管段作为前景,其他区域作为背景,强化所述前景,弱化所述背景,得到对比强烈的所述粗略血管图。In each local blood vessel region map, the blood vessel segment of interest is used as the foreground and other regions are used as the background to strengthen the foreground and weaken the background to obtain the rough blood vessel map with strong contrast.
  7. 根据权利要求5所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,所述对所述粗略血管图做网格划分,沿着所述起始点至所述结束点方向,提取至少一条血管局部路径线的方法包括:The method for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image according to claim 5, wherein the grid division of the rough blood vessel map is performed along the starting point to the ending point Direction, the method of extracting at least one local path line of a blood vessel includes:
    对所述粗略血管图进行网格划分;Meshing the rough blood vessel diagram;
    沿着所述起始点至所述结束点的血管延伸方向,搜索所述起始点与周边n个网格上的交叉点的最短时间路径作为第二个点,搜索所述第二个点与周边n个网格上的交叉点的最短时间路径作为第三个点,所述第三个点重复上述步骤,直至最短时间路径到达结束点,其中,n为大于等于1的正整数;Along the blood vessel extending direction from the starting point to the ending point, search for the shortest time path between the starting point and the intersection on the surrounding n grids as the second point, and search for the second point and the surrounding The shortest time path of intersections on n grids is used as the third point, and the third point repeats the above steps until the shortest time path reaches the end point, where n is a positive integer greater than or equal to 1;
    按照搜索顺序,从所述起始点至所述结束点的血管延伸方向连线,获得至少一条血管局部路径线。According to the search sequence, a line connecting the blood vessel extending direction from the starting point to the ending point is used to obtain at least one local path line of the blood vessel.
  8. 根据权利要求7所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,所述选取一条所述血管路径线作为所述血管中心线的方法包括:8. The method for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to claim 7, wherein the method of selecting one of the blood vessel path lines as the blood vessel centerline comprises:
    如果血管路径线为两条或两条以上,则对每条血管路径线从所述起始点至所述结束点所用的时间求和;If there are two or more blood vessel path lines, the time taken for each blood vessel path line from the starting point to the ending point is summed;
    取用时最少的所述血管路径线作为所述血管中心线。The blood vessel path line with the least amount of time is taken as the blood vessel center line.
  9. 一种从冠状动脉二维造影图像中提取血管中心线的装置,用于权利要求1~8任一项所述的从冠状动脉二维造影图像中提取血管中心线的方法,其特征在于,包括:依次连接的血管路径单元和血管中心线提取单元;An apparatus for extracting a blood vessel centerline from a two-dimensional coronary angiography image, used in the method for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to any one of claims 1 to 8, characterized in that it comprises : The blood vessel path unit and the blood vessel centerline extraction unit connected in sequence;
    所述血管路径单元,用于从冠状动脉二维造影图像中提取至少一条血管路径线;The blood vessel path unit is used to extract at least one blood vessel path line from a two-dimensional coronary angiography image;
    所述血管中心线提取单元,用于从所述血管路径模块发送的血管路径线中选取一条作为所述血管中心线。The blood vessel centerline extraction unit is configured to select one of the blood vessel path lines sent by the blood vessel path module as the blood vessel centerline.
  10. 根据权利要求9所述的从冠状动脉二维造影图像中提取血管中心线的装置,其特征在于,还包括:与所述血管路径单元连接的图像分割单元;The apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image according to claim 9, further comprising: an image segmentation unit connected to the blood vessel path unit;
    所述图像分割单元,用于从冠状动脉二维造影图像中分割出起始点、结束点对应的局部血管区域图,或者对所述起始点、种子点、所述结束点的相邻两点间的二维造影图像进行分割,得到至少两个局部血管区域图。The image segmentation unit is used to segment the local blood vessel area map corresponding to the start point and the end point from the two-dimensional coronary angiography image, or to determine the start point, the seed point, and the two adjacent points of the end point. Segmentation of the two-dimensional angiographic image to obtain at least two partial blood vessel region maps.
    所述血管路径单元,用于从所述图像分割单元发送的每个所述局部血管区域图上提取至少一条血管局部路径线。The blood vessel path unit is configured to extract at least one blood vessel local path line from each of the local blood vessel area maps sent by the image segmentation unit.
  11. 根据权利要求10所述的从冠状动脉二维造影图像中提取血管中心线的装置,其特征在于,还包括:依次连接的图像处理单元和网格划分单元,所述图像处理单元与图像分割单元连接;The apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image according to claim 10, further comprising: an image processing unit and a grid division unit connected in sequence, the image processing unit and the image segmentation unit connection;
    所述图像处理单元用于接收所述图像分割单元发送的所述局部血管区域图,以所述感兴趣的血管段作为前景,其他区域作为背景,强化所述前景,弱化所述背景,得到对比强烈的所述粗略血管图;The image processing unit is configured to receive the partial blood vessel region map sent by the image segmentation unit, and use the blood vessel segment of interest as the foreground and other regions as the background to strengthen the foreground and weaken the background to obtain a comparison A strong picture of the rough blood vessel;
    所述网格划分单元,对所述图像处理单元发送的所述粗略血管图做网格划分。The grid division unit performs grid division on the rough blood vessel map sent by the image processing unit.
  12. 根据权利要求11所述的从冠状动脉二维造影图像中提取血管中心线的装置,其特征在于,所述血管路径单元,包括:依次连接的搜索单元和血管局部路径线提取单元,所述搜索单元与所述网格划分单元连接;The apparatus for extracting the centerline of a blood vessel from a two-dimensional coronary angiography image according to claim 11, wherein the blood vessel path unit comprises: a search unit and a blood vessel partial path line extraction unit connected in sequence, and the search The unit is connected to the grid division unit;
    所述搜索单元,用于沿着所述起始点至所述结束点的血管延伸方向,从所述网格划分单元的起始点开始搜索,搜索起始点与周边n个网格上的交叉点的最短时间路径作为第二个点,搜索所述第二个点与周边n个网格上的交叉点的最短时间路径作为第三个点,所述第三个点重复上述步骤,直至最短时间路径到达结束点,其中,n为大于等于1的正整数;The searching unit is configured to search from the starting point of the grid division unit along the blood vessel extending direction from the starting point to the ending point, and search for the intersection of the starting point and the surrounding n grids The shortest time path is used as the second point, and the shortest time path between the intersection of the second point and the surrounding n grids is searched for as the third point, and the third point repeats the above steps until the shortest time path Reach the end point, where n is a positive integer greater than or equal to 1;
    所述血管局部路径线提取单元,用于按照所述搜索单元的搜索顺序,从所述所述搜索单元的起始点至所述结束点的血管延伸方向连线,获得至少一条血管局部路径线。The blood vessel partial path line extraction unit is configured to obtain at least one blood vessel partial path line from the start point of the search unit to the end point of the blood vessel extension direction line according to the search order of the search unit.
  13. 一种冠状动脉分析系统,其特征在于,包括:权利要求9~12任一项所述的从冠状动脉二维造影图像中提取血管中心线的装置。A coronary artery analysis system, characterized by comprising: the device for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to any one of claims 9-12.
  14. 一种计算机存储介质,其特征在于,计算机程序被处理器执行时实现权利要求1~8任一项所述的从冠状动脉二维造影图像中提取血管中心线的方法。A computer storage medium, characterized in that, when a computer program is executed by a processor, the method for extracting a blood vessel centerline from a two-dimensional coronary angiography image according to any one of claims 1 to 8 is realized.
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