Method and device for displaying focus of wide-angle fundus image, storage medium and electronic equipment
By constructing a coordinate system and lesion distribution area for fundus images, a visualization of lesions is generated, which solves the problem of unclear lesion display in wide-angle fundus images, realizes intuitive and accurate display of lesion distribution, and provides efficient diagnostic support.
Patent Information
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-09-13
- Publication Date
- 2026-03-17
AI Technical Summary
Existing methods for displaying lesions in wide-angle fundus images cannot meet doctors' needs for clear judgment on the classification and distribution of lesions. Furthermore, the report results are small and cannot clearly show the distribution of lesions, thus failing to provide reliable diagnostic evidence.
A coordinate system is constructed by acquiring feature points from fundus images to determine a preset region. Within this region, the distribution and morphology of lesions are determined, generating lesion visualization results, including lesion display images and descriptive text. Different colors are used to distinguish lesion types, and the lesion distribution is displayed using various methods such as scatter plots, area plots, radar charts, bubble charts, pie charts, and 3D plots.
It provides an intuitive and clear display of lesion distribution, offering efficient and accurate diagnostic references and providing doctors with a fast and accurate diagnostic and treatment aid.
Smart Images

Figure CN121685705A_ABST
Abstract
Description
TECHNICAL FIELD
[0001] The present application relates to the technical field of image processing, in particular to a method and device for displaying lesions in a wide-angle fundus image, a storage medium and an electronic device. BACKGROUND
[0002] Since the field of view of a wide-angle fundus image is large, the lesions in the fundus are small and there are dozens of types of visible lesions. When the number of lesion types is too large, doctors cannot determine the classification and distribution of each lesion by naked eye. At present, some methods for representing lesions mark various lesions on the original image with different colors, and some output the type of lesion "visible" or "not visible". However, since the lesions are very small and multiple lesions may overlap each other, the existing lesion display method cannot meet the needs of clinical diagnosis. Moreover, since the output report is generally A4 size, the lesion annotation image presented after the report result is output is small and cannot clearly and comprehensively know the distribution of a single type of lesion.
[0003] Therefore, how to provide a technical solution for displaying lesions in a wide-angle fundus image that is easy to identify has become a technical problem to be solved. SUMMARY
[0004] Some embodiments of the present application aim to provide a method and device for displaying lesions in a wide-angle fundus image, a storage medium and an electronic device. Through the technical solution of the embodiments of the present application, the distribution of fundus lesions can be displayed in an intuitive way, so that medical personnel can timely and clearly know the condition of the lesion area, providing a reliable reference for subsequent diagnosis.
[0005] In a first aspect, some embodiments of the present application provide a method for displaying lesions in a wide-angle fundus image, comprising: obtaining a lesion visualization result corresponding to a fundus image, wherein the lesion visualization result includes the distribution position of a lesion in a preset region of the fundus image; the preset region is determined by the fundus features of the fundus image; and displaying the lesion visualization result.
[0006] Some embodiments of the present application obtain a lesion visualization result containing the distribution position of a lesion in a preset region of a fundus image and display it. Through the embodiments of the present application, the distribution of fundus lesions can be displayed in an intuitive way, so that medical personnel can timely and clearly know the condition of the lesion area, providing a reliable reference for subsequent diagnosis.
[0007] In some embodiments, the lesion visualization result includes a lesion display image and / or lesion description text corresponding to the lesion display image; the lesion display image is used to show the distribution location, shape and distribution of the lesion; the lesion description text includes at least one of the following: the name of the lesion, the number of lesions, the area of the lesion, the coordinates of the lesion and the orientation of the lesion.
[0008] Some embodiments of this application use lesion display images or corresponding lesion description text as lesion visualization results, which is intuitive, clear and easy to understand.
[0009] In some embodiments, the shape of the lesion display image is circular, annular, elliptical, or polygonal.
[0010] Some embodiments of this application present corresponding lesion display diagrams by setting a certain shape, so that medical staff can clearly understand the distribution of lesions.
[0011] In some embodiments, obtaining the lesion visualization result corresponding to the fundus image includes: constructing a coordinate system based on the fundus features and determining the preset region, wherein the fundus features include at least one of the optic disc, macula, and fundus feature center; determining the distribution location of the lesion within the preset region through lesion location parameters in the fundus image, wherein the distribution location includes the distribution coordinates and / or distribution orientation of the lesion; and generating the lesion visualization result corresponding to the distribution location and morphology of the lesion within the preset region.
[0012] Some embodiments of this application determine a preset region in a coordinate system that matches fundus features, then determine the lesion distribution location in the preset region, and generate corresponding lesion visualization results, which can achieve intuitive and accurate display of lesions.
[0013] In some embodiments, the step of constructing a coordinate system and determining the preset region based on the fundus features includes: constructing the coordinate system with any one of the fundus features as the origin; and planning the preset region with the origin as the center.
[0014] Some embodiments of this application construct a coordinate system and plan a preset area using any feature in the fundus features as the origin, providing support for the subsequent display of the distribution location of lesions.
[0015] In some embodiments, determining the distribution location of the lesion within a preset region using lesion location parameters in the fundus image includes: dividing the preset region into multiple sub-regions; and determining the distribution location of the lesion by determining the sub-region to which the lesion location parameters belong.
[0016] Some embodiments of this application determine the sub-region to which the lesion belongs by dividing a preset area into equal parts, thus obtaining the specific distribution location of the lesion with high accuracy.
[0017] In some embodiments, the coordinate system type includes: a ring coordinate system; wherein, the distribution position of the lesion in the lesion display image is located in at least one ring fan-shaped sub-region of a plurality of ring fan-shaped sub-regions in the preset region, each ring fan-shaped sub-region in the at least one ring fan-shaped sub-region is used to characterize the distribution direction of the lesion and the distance between the lesion and the center; the plurality of ring fan-shaped sub-regions are obtained by dividing the ring coordinate system based on preset angle values.
[0018] Some embodiments of this application can achieve accurate location of lesions by establishing different types of coordinate systems and dividing regions.
[0019] In some embodiments, the lesion visualization results include at least one distribution location and / or morphology of at least one lesion; each of the at least one lesion is characterized by a different color.
[0020] Some embodiments of this application can clearly and intuitively show the distribution locations of various lesions.
[0021] In some embodiments, the visualization results of the lesions are represented in the following ways: scatter plot, area plot, radar plot, bubble plot, pie chart, and 3D plot.
[0022] Some embodiments of this application can visualize lesions using various graphical representations, offering flexible presentation methods.
[0023] Secondly, some embodiments of this application provide an apparatus for displaying lesions in a wide-angle fundus image, comprising: an acquisition module for acquiring a visualization result of a lesion corresponding to the fundus image, wherein the visualization result of the lesion includes the distribution location of the lesion in a preset region in the fundus image; the preset region is determined by fundus features of the fundus image; and a display module for displaying the visualization result of the lesion.
[0024] Thirdly, some embodiments of this application provide a computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, can implement the method described in any embodiment of the first aspect.
[0025] Fourthly, some embodiments of this application provide an electronic device including a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein the processor, when executing the program, can implement the method as described in any embodiment of the first aspect.
[0026] Fifthly, some embodiments of this application provide a computer program product, the computer program product including a computer program, wherein the computer program, when executed by a processor, can implement the method described in any embodiment of the first aspect. Attached Figure Description
[0027] To more clearly illustrate the technical solutions of some embodiments of this application, the accompanying drawings used in some embodiments of this application will be briefly described below. It should be understood that the following drawings only show some embodiments of this application and should not be regarded as a limitation of the scope. For those skilled in the art, other related drawings can be obtained based on these drawings without creative effort.
[0028] Figure 1 A system diagram illustrating lesions in a wide-angle fundus image is provided for some embodiments of this application;
[0029] Figure 2 One of the flowcharts for displaying lesions in wide-angle fundus images provided for some embodiments of this application;
[0030] Figure 3 This is the second flowchart illustrating a method for displaying lesions in a wide-angle fundus image, provided for some embodiments of this application.
[0031] Figure 4 One of the schematic diagrams of lesion visualization results provided for some embodiments of this application;
[0032] Figure 5 This is the second schematic diagram showing the visualization results of lesions provided for some embodiments of this application;
[0033] Figure 6 The third schematic diagram of lesion visualization results provided for some embodiments of this application;
[0034] Figure 7 Fourth of several schematic diagrams illustrating lesion visualization results provided for some embodiments of this application;
[0035] Figure 8 Schematic diagrams of report content provided for some embodiments of this application;
[0036] Figure 9 Block diagrams of apparatus for displaying lesions in wide-angle fundus images provided for some embodiments of this application;
[0037] Figure 10 A schematic diagram of an electronic device provided for some embodiments of this application. Detailed Implementation
[0038] The technical solutions of some embodiments of this application will now be described with reference to the accompanying drawings.
[0039] It should be noted that similar reference numerals and letters in the following figures indicate similar items; therefore, once an item is defined in one figure, it does not need to be further defined and explained in subsequent figures. Furthermore, in the description of this application, terms such as "first," "second," etc., are used only to distinguish descriptions and should not be construed as indicating or implying relative importance.
[0040] In related technologies, different colors are usually used to mark lesions on wide-angle fundus images. However, because the lesions are small and may overlap, it is impossible to clearly know the distribution of a single type of lesion, whether by direct visual inspection or by viewing through a printed report, and thus cannot provide a reliable basis for doctors' diagnosis.
[0041] In view of this, some embodiments of this application provide a method for displaying lesions in wide-angle fundus images. The visualization results obtained by this method can include the specific distribution of the lesions in a preset area in the fundus image. By displaying the visualization results, medical personnel can intuitively and clearly understand the location and distribution of the lesions, providing ophthalmologists and patients with an efficient and accurate diagnostic and treatment auxiliary tool. Fundus images captured by fundus cameras with a field of view greater than 200° are generally called wide-angle fundus images. Because the intraocular angle of a single image can reach 200°, it can cover more than 80% of the retinal area and is also called ultra-wide-angle fundus images. The method disclosed in this application can be applied to ordinary fundus images, such as 45° fundus images, 60° fundus images, 80° fundus images, 120° fundus images, and 150° fundus images, and is especially suitable for wide-angle fundus images and ultra-wide-angle fundus images with a field of view greater than 200°. It is understood that fundus features or changes other than basic features (optic disc, macula, blood vessels) in fundus images can be referred to as lesions or abnormalities. This is just a way of describing them and should not be used to limit the scope of protection of this application. All display of abnormal fundus features is applicable to the display method of this application.
[0042] The following is in conjunction with the appendix Figure 1 The overall structure of a system for displaying lesions in wide-angle fundus images provided by some embodiments of this application is illustrated by way of example.
[0043] like Figure 1As shown, some embodiments of this application provide a system for displaying lesions in wide-angle fundus images. This system may include a terminal 200. A user can select a fundus image to be displayed on the terminal 200; the terminal 200 analyzes and processes the fundus image to generate and display a visualization of the lesion for the user 100 to view.
[0044] In some embodiments of this application, the terminal 200 can be a mobile terminal or a non-portable computer terminal, and the embodiments of this application are not specifically limited here.
[0045] The following is in conjunction with the appendix Figure 2 The present application provides an exemplary embodiment of the process by which a terminal 200 displays lesions in a wide-angle fundus image.
[0046] Please see the appendix Figure 2 , Figure 2 This application provides a flowchart of a method for displaying lesions in a wide-angle fundus image, according to some embodiments. The method may include: S210, obtaining a visualization result of the lesion corresponding to the fundus image, wherein the visualization result includes the distribution location of the lesion in a preset region of the fundus image; the preset region is determined by fundus features of the fundus image. S220, displaying the visualization result of the lesion.
[0047] For example, in some embodiments of this application, terminal 200 can acquire and display lesion visualization results that match fundus images. The lesion visualization results include the specific distribution location of the lesions, so that medical personnel can intuitively obtain the lesion distribution.
[0048] The following is in conjunction with the appendix Figure 3 The specific implementation process of S210 is illustrated by example.
[0049] S211, Obtain fundus features and lesion feature parameters of fundus image, wherein the fundus features include at least one of: optic disc, macula and fundus feature center.
[0050] For example, in some embodiments of this application, fundus features may include: the optic disc, macula, blood vessels, vascular arches, and the center of the region of interest (ROI) (as a specific example of a fundus feature center). The ROI center can be the center of the fundus region in the fundus image. Lesion feature parameters may include lesion location parameters, lesion length, area, fractal dimension, etc. It is understood that fundus features and lesion feature parameters can be selected according to actual needs, and the embodiments of this application are not limited thereto.
[0051] S212, based on fundus features, construct a coordinate system and determine the preset region.
[0052] For example, in some embodiments of this application, a coordinate system is established with a preset point as the center selected from the fundus features, and a preset area is determined from the surrounding area of the preset point.
[0053] In some embodiments of this application, S212 may include: constructing the coordinate system with any of the fundus features as the origin; and planning the preset region with the origin as the center.
[0054] For example, in some embodiments of this application, a coordinate system is constructed using the center point of the optic disc, the macula, the midpoint of the line connecting the optic disc and the macula, or the center of the region of interest (ROI) as a preset point (i.e., the origin). For example, when the midpoint of the line connecting the optic disc and the macula is used as the origin, a preset region is planned around the preset point. The size of the preset region can be set according to the actual situation of the fundus image, and this embodiment of the application does not impose specific limitations on it.
[0055] S213, using the lesion location parameters in the fundus image, determine the distribution location of the lesion within the preset area, wherein the distribution location includes: the distribution coordinates and / or distribution orientation of the lesion.
[0056] For example, in some embodiments of this application, there may be more than one type of lesion in the fundus image. Based on the positional feature parameters of each lesion in the fundus image (as a specific example of lesion position parameters, such as the boundary position or center position of the lesion), its position coordinates in the coordinate system are calculated (as a specific example of distribution coordinates), and the azimuth angle of the lesion region relative to a preset point is quantified (as a specific example of distribution orientation).
[0057] In some embodiments of this application, S213 may include: dividing the preset region to obtain multiple sub-regions; and determining the distribution location of the lesion by determining the sub-region to which the lesion location parameter belongs.
[0058] For example, in some embodiments of this application, the preset area can be divided into several regions (i.e., multiple sub-regions). By using the location characteristic parameters of each lesion, it can be specifically determined which sub-region the calculated location coordinates belong to, thereby obtaining the distribution of the lesions within the preset area. When dividing into several regions, they can be equally divided, or the division method can be selected according to actual needs; this embodiment of the application does not specifically limit the method.
[0059] In some embodiments of this application, the coordinate system types include: circular coordinate system, annular coordinate system, elliptical coordinate system, conventional two-dimensional square coordinate system, and three-dimensional coordinate system. The shape of the preset region can be circular, annular, elliptical, or polygonal. S213 may include: dividing the preset region according to preset angle values in the coordinate system to obtain multiple sub-regions, wherein the shape of each sub-region is a sector or annular sector.
[0060] In one implementation, when the preset area is circular, a circular lesion display image can be output. Specifically, a clock coordinate system can be established within the preset area (as a concrete example of a circular coordinate system), dividing the preset area into 12 sector regions (i.e., several regions, with a preset angle value of 30°), corresponding to 12 time periods on a clock. Then, based on the positional characteristic parameters of each lesion, the position coordinates of the lesion within the preset area in the clock coordinate system are calculated, and the azimuth angle of the lesion relative to a preset point is determined, i.e., the corresponding clock position. In addition, the area, shape, size, density, and length (i.e., coverage area) of the corresponding lesion region can also be determined.
[0061] In another implementation, when the preset area is circular or annular, a circular or annular coordinate system can also be established. Similarly, taking the optic disc as a preset point in the lesion display diagram and establishing a circular coordinate system as an example, the preset area around the optic disc can be divided into several sector areas according to preset angle values. For example, the preset angle values can be 0.5°, 1°, 5°, 10°, etc. That is to say, the several sector areas can be 1° each, 5° each, or 0.5° each; the preset angle values in this embodiment can be flexibly set. After the several sector areas are divided, the sector area where the lesion's position coordinates are located and its orientation information can be determined through the lesion's positional feature parameters. In addition, when establishing an annular coordinate system, the distance to the lesion can be represented by rings of different diameters.
[0062] In other embodiments, the preset region can also be elliptical, with the coordinates and angles in the elliptical system representing the distribution of lesions; the lesion display diagram can have the same shape as the preset region. The preset region can also be a quadrilateral, hexagon, etc. (as specific examples of polygons). When dividing several regions, the diagonal can be used as the basis, or the preset angle value can be used as the basis. This application embodiment does not make specific limitations here.
[0063] S214, Generate a visualization result of the lesions corresponding to the distribution location and morphology of the lesions within the preset area.
[0064] For example, in some embodiments of this application, the lesion visualization results may include the distribution location and morphology of the lesion in the aforementioned preset region in the fundus image. The distribution location may include at least one of distribution coordinates and distribution orientation.
[0065] In some embodiments of this application, the lesion visualization result includes a lesion display image and / or lesion description text corresponding to the lesion display image; the lesion display image is used to show the distribution location, shape, and distribution of the lesions; the lesion description text includes at least one of the following: the name of the lesion, the number of lesions, the area of the lesion, the coordinates of the lesion, and the orientation of the lesion. The lesion display image can be represented in two dimensions or in three dimensions, and this embodiment of the application does not specifically limit this.
[0066] For example, in some embodiments of this application, taking the clock coordinate system established above as an example, the visualization chart of the lesion display is as follows: Figure 4 As shown, the dark gray area in the image represents the distribution location of the lesions. The lesion description text can be: the lesion distribution range is "1.5 clocks (i.e., 7 o'clock to 8:50, as a specific example of location information)". 1.5 clocks: indicates that the lesion area spans a location range of 1.5 clock hours. 7 o'clock to 8:50: indicates that in a clock coordinate system, the lesion area begins at 7 o'clock and ends near 8:30. The lesion name is a name relevant to the field of fundus lesions; the lesion coordinate information indicates the specific distribution location of the lesion; and the lesion quantity information indicates the number of lesions. The lesion morphology describes the specific shape of the lesion itself, which can be irregular or regular. The lesion area (i.e., area information) can be represented by virtualizing the lesion as points and then using the density of these points. The lesion illustration in this application facilitates doctors in quickly and accurately locating lesions, and is intuitive, clear, and easy to understand.
[0067] In some embodiments of this application, the lesion visualization results include at least one distribution location and / or morphology of at least one lesion; each of the at least one lesion is characterized by a different color.
[0068] For example, in some embodiments of this application, when a lesion may exist in multiple locations, a method can be adopted. Figure 5 or Figure 6 The method shown displays the distribution locations of lesions on a visualization chart (i.e., Figure 5 and Figure 6The visualization chart shows a dark gray fan-shaped area and the morphology of the lesions (not shown in the figure). Doctors can view the direction and distribution of lesions based on the area shown in the visualization chart. Alternatively, corresponding lesion description text can be output for each type of lesion. For a circular coordinate system, the representation method of the visualization chart is the same as that of a clock coordinate system, while the lesion description text uses degrees as the basis for the lesion distribution location. To facilitate doctors' viewing, the visualization chart and lesion description text can be output and displayed together. The specifics can be adjusted according to the actual situation, and this application embodiment does not make specific limitations. The shape of the lesion display chart can be circular, annular, elliptical, or polygonal. It is understood that the shape of the lesion display chart can be selected according to the actual application scenario, and this application embodiment is not limited to this.
[0069] In other embodiments, different types of lesions can be distinguished by color on a single image. That is, different types of lesions can be represented by different colors, such as blue for retinal detachment, yellow for hard exudates, and red for fundus hemorrhage, etc. This application does not make specific limitations here.
[0070] In some embodiments of this application, the coordinate system type includes a ring coordinate system. Specifically, the distribution location of the lesion in the lesion display image is within at least one of multiple ring-shaped sub-regions in the preset region. Each ring-shaped sub-region in the at least one ring-shaped sub-region is used to characterize the distribution direction of the lesion and the distance between the lesion and the center. The multiple ring-shaped sub-regions are obtained by dividing the ring coordinate system based on preset angle values.
[0071] For example, in some embodiments of this application, such as Figure 7 The provided diagram shows the lesions represented in a ring-like pattern. Figure 7 As can be seen, the preset area is divided into multiple annular sector areas (i.e., multiple annular sector sub-regions). From... Figure 7 The lesion display diagram clearly shows which annular fan-shaped areas the lesions are distributed in, clearly demonstrating the location, direction, and distance from the center point of the lesions, making it highly readable.
[0072] The final lesion report output section may include, for example: Figure 8 The table shown includes the names and specific distribution of different lesions. In the table, OD represents the right eye and OS represents the left eye. Figure 8The lesion distribution map shown provides a clear overview: the lesion name is "peripheral retinal degeneration," the number of lesions on the OD side is 5, and their distribution location is indicated by the lesion display map next to the number "5." This lesion display map is circular, with the black fan-shaped area within it representing the lesion's location. This quantitative parameter table allows relevant personnel to directly access information about the lesions, offering good readability.
[0073] In addition to displaying the distribution of lesions in a whole sector area as provided in this application, scatter plots, area plots, radar plots, bubble plots, pie charts, and 3D plots can also be used to present the visualization results of lesions. The embodiments of this application are not limited to these.
[0074] As can be seen from the above embodiments of this application, the lesion visualization results provided by this application can very intuitively express the specific location of lesions in wide-angle fundus images, helping doctors to more accurately understand the condition of the lesion area and make diagnosis and treatment plans accordingly. This method, based on fundus color photographs and clinical information, uses artificial intelligence technology to achieve intelligent diagnosis and severity assessment of wide-angle fundus images, and presents the diagnostic results in an intuitive, clear, and easy-to-understand form, providing ophthalmologists and patients with an efficient and accurate diagnostic and treatment auxiliary tool.
[0075] Please refer to Figure 9 , Figure 9 The diagram illustrates a block diagram of an apparatus for displaying lesions in a wide-angle fundus image, provided in some embodiments of this application. It should be understood that this apparatus for displaying lesions in a wide-angle fundus image corresponds to the method embodiments described above and is capable of performing the various steps involved in the method embodiments. The specific functions of this apparatus for displaying lesions in a wide-angle fundus image can be found in the description above; detailed descriptions are omitted here to avoid repetition.
[0076] Figure 9 The device for displaying lesions in a wide-angle fundus image includes at least one software function module that can be stored in a memory or embedded in the device in the form of software or firmware. The device for displaying lesions in a wide-angle fundus image includes: an acquisition module 910 for acquiring a visualization result of the lesion corresponding to the fundus image, wherein the visualization result of the lesion includes the distribution location of the lesion in a preset region in the fundus image; the preset region is determined by the fundus features of the fundus image; and a display module 920 for displaying the visualization result of the lesion.
[0077] In some embodiments of this application, the acquisition module 910 is used to construct a coordinate system based on the fundus features and determine the preset region, wherein the fundus features include at least one of the optic disc, macula, and fundus feature center; determine the distribution location of the lesion in the preset region through lesion location parameters in the fundus image, the distribution location including the distribution coordinates and / or distribution orientation of the lesion; and generate a lesion visualization result corresponding to the distribution location and morphology of the lesion in the preset region.
[0078] In some embodiments of this application, the lesion visualization result includes a lesion display image and / or lesion description text corresponding to the lesion display image; the lesion display image is used to show the distribution location, shape and distribution of the lesion; the lesion description text includes at least one of the following: lesion name, lesion quantity information, lesion area information, lesion coordinate information and lesion orientation information.
[0079] In some embodiments of this application, the shape of the lesion display image is circular, annular, elliptical, or polygonal.
[0080] In some embodiments of this application, the acquisition module 910 is used to construct the coordinate system with any one of the fundus features as the origin; and to plan the preset area with the origin as the center.
[0081] In some embodiments of this application, the acquisition module 910 is used to divide the preset area to obtain multiple sub-regions; by determining the sub-region to which the lesion location parameter belongs, the distribution location of the lesion is determined.
[0082] In some embodiments of this application, the type of the coordinate system includes: a ring coordinate system; wherein, the distribution position of the lesion in the lesion display image is located in at least one ring fan-shaped sub-region of a plurality of ring fan-shaped sub-regions in the preset region, each ring fan-shaped sub-region in the at least one ring fan-shaped sub-region is used to characterize the distribution direction of the lesion and the distance between the lesion and the center; the plurality of ring fan-shaped sub-regions are obtained by dividing the ring coordinate system based on preset angle values.
[0083] In some embodiments of this application, the lesion visualization results include at least one distribution location and / or morphology of at least one lesion; each of the at least one lesion is characterized by a different color.
[0084] In some embodiments of this application, the representation methods of the lesion visualization results include: scatter plot, area plot, radar plot, bubble plot, pie chart and 3D plot.
[0085] Those skilled in the art will understand that, for the sake of convenience and brevity, the specific working process of the device described above can be referred to the corresponding process in the aforementioned method, and will not be elaborated further here.
[0086] Some embodiments of this application also provide a computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, can perform the operation of any of the methods corresponding to the methods provided in the above embodiments.
[0087] Some embodiments of this application also provide a computer program product, which includes a computer program, wherein when the computer program is executed by a processor, it can implement the operation of any of the methods corresponding to the above embodiments provided in the above embodiments.
[0088] like Figure 10 As shown, some embodiments of this application provide an electronic device 1000, which includes a memory 1010, a processor 1020, and a computer program stored in the memory 1010 and executable on the processor 1020. When the processor 1020 reads the program from the memory 1010 via a bus 1030 and executes the program, it can implement the methods of any of the above embodiments.
[0089] Processor 1020 can process digital signals and can include various computing architectures. For example, it can be a complex instruction set computer architecture, a reduced instruction set computer architecture, or an architecture that implements multiple instruction set combinations. In some examples, processor 1020 can be a microprocessor.
[0090] The memory 1010 can be used to store instructions executed by the processor 1020 or data related to the execution of instructions. These instructions and / or data may include code for implementing some or all of the functions of one or more modules described in the embodiments of this application. The processor 1020 of this disclosure embodiment can be used to execute instructions in the memory 1010 to implement the methods shown above. The memory 1010 includes dynamic random access memory, static random access memory, flash memory, optical memory, or other memories well known to those skilled in the art.
[0091] The above description is merely an embodiment of this application and is not intended to limit the scope of protection of this application. Various modifications and variations can be made to this application by those skilled in the art. Any modifications, equivalent substitutions, improvements, etc., made within the spirit and principles of this application should be included within the scope of protection of this application. It should be noted that similar reference numerals and letters in the following figures indicate similar items; therefore, once an item is defined in one figure, it does not need to be further defined and explained in subsequent figures.
[0092] The above description is merely a specific embodiment of this application, but the scope of protection of this application is not limited thereto. Any variations or substitutions that can be easily conceived by those skilled in the art within the scope of the technology disclosed in this application should be included within the scope of protection of this application. Therefore, the scope of protection of this application should be determined by the scope of the claims.
[0093] It should be noted that, in this document, relational terms such as "first" and "second" are used merely to distinguish one entity or operation from another, and do not necessarily require or imply any such actual relationship or order between these entities or operations. Furthermore, the terms "comprising," "including," or any other variations thereof are intended to cover non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements includes not only those elements but also other elements not expressly listed, or elements inherent to such a process, method, article, or apparatus. Without further limitations, an element defined by the phrase "comprising one..." does not exclude the presence of other identical elements in the process, method, article, or apparatus that includes said element.
Claims
1. A method of displaying lesions of wide-angle fundus images, characterized in that, The method comprises the following steps: obtaining a lesion visualization result corresponding to a fundus image, wherein the lesion visualization result comprises a distribution position of a lesion in a preset region in the fundus image; the preset region is determined by a fundus feature of the fundus image; displaying the lesion visualization result.
2. The method of claim 1, wherein, The lesion visualization result comprises a lesion display graph and / or a lesion description text corresponding to the lesion display graph; the lesion display graph is used to display the distribution position, shape and distribution of the lesion; and the lesion description text comprises at least one of the following: a name of the lesion, quantity information of the lesion, area information of the lesion, coordinate information of the lesion and orientation information of the lesion.
3. The method of claim 2, wherein, The shape of the lesion display graph is circular, annular, elliptical or polygonal.
4. The method of any one of claims 1-3, wherein, The method of obtaining the lesion visualization result corresponding to the fundus image comprises the following steps: constructing a coordinate system based on the fundus feature, and determining the preset region, wherein the fundus feature comprises at least one of the following: an optic disc, a macula and a fundus feature center; determining the distribution position of the lesion in the preset region based on a lesion position parameter in the fundus image, wherein the distribution position comprises a distribution coordinate and / or a distribution orientation of the lesion; generating the lesion visualization result corresponding to the distribution position and shape of the lesion in the preset region.
5. The method of claim 4, wherein, The method of constructing the coordinate system based on the fundus feature and determining the preset region comprises the following steps: constructing the coordinate system with any one of the fundus features as a coordinate origin; planning the preset region with the coordinate origin as the center.
6. The method of claim 4, wherein, The method of determining the distribution position of the lesion in the preset region based on the lesion position parameter in the fundus image comprises the following steps: dividing the preset region to obtain a plurality of sub-regions; determining the distribution position of the lesion by determining a sub-region to which the lesion position parameter belongs.
7. The method of claim 5 or 6, wherein, The type of the coordinate system comprises an annular coordinate system; wherein the distribution position of the lesion in the lesion display graph is in at least one ring sector sub-region of a plurality of ring sector sub-regions in the preset region, each ring sector sub-region in the at least one ring sector sub-region is used to represent the distribution direction of the lesion and the distance between the lesion and the center; and the plurality of ring sector sub-regions are obtained by dividing the annular coordinate system based on a preset angle value.
8. The method of any one of claims 1-3, wherein, The lesion visualization result comprises at least one distribution position and / or shape of at least one lesion; and each of the at least one lesion is represented by a different color.
9. The method of any one of claims 1-3, wherein, The representation mode of the lesion visualization result comprises a scatter plot, an area graph, a radar chart, a bubble chart, a pie chart and a three-dimensional graph.
10. An apparatus for displaying lesions of wide-angle fundus images, characterized by The method comprises the following steps: an acquisition module is configured to obtain a lesion visualization result corresponding to a fundus image, wherein the lesion visualization result comprises a distribution position of a lesion in a preset region in the fundus image; and the preset region is determined by a fundus feature of the fundus image; a display module is configured to display the lesion visualization result.
11. A computer readable storage medium characterized by, The computer readable storage medium stores a computer program, and the computer program is run by the processor to execute the method in any one of claims 1-9.
12. An electronic device, comprising: A computer program product comprises a computer program, and the computer program is run by the processor to execute the method in any one of claims 1-9.
13. A computer program product, characterised in that, The computer program product comprises a computer program, and the computer program is run by the processor to execute the method in any one of claims 1-9.