CN111968729A - Medical information labeling method, system, intelligent terminal and storage medium - Google Patents
Medical information labeling method, system, intelligent terminal and storage medium Download PDFInfo
- Publication number
- CN111968729A CN111968729A CN202010896873.0A CN202010896873A CN111968729A CN 111968729 A CN111968729 A CN 111968729A CN 202010896873 A CN202010896873 A CN 202010896873A CN 111968729 A CN111968729 A CN 111968729A
- Authority
- CN
- China
- Prior art keywords
- labeling
- medical information
- file
- marking
- outputting
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000002372 labelling Methods 0.000 title claims abstract description 123
- 238000000034 method Methods 0.000 claims abstract description 31
- 238000012545 processing Methods 0.000 claims abstract description 16
- 230000006870 function Effects 0.000 claims description 23
- 239000003086 colorant Substances 0.000 claims description 4
- 238000004040 coloring Methods 0.000 claims description 3
- 238000009432 framing Methods 0.000 claims description 3
- 238000013473 artificial intelligence Methods 0.000 description 8
- 238000012790 confirmation Methods 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 239000004973 liquid crystal related substance Substances 0.000 description 2
- 238000010801 machine learning Methods 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 238000012549 training Methods 0.000 description 2
- 230000000007 visual effect Effects 0.000 description 2
- 238000004590 computer program Methods 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 230000018109 developmental process Effects 0.000 description 1
- 238000002059 diagnostic imaging Methods 0.000 description 1
- 238000006073 displacement reaction Methods 0.000 description 1
- 238000010191 image analysis Methods 0.000 description 1
- 238000005259 measurement Methods 0.000 description 1
- 239000002245 particle Substances 0.000 description 1
- 230000001575 pathological effect Effects 0.000 description 1
- 230000011218 segmentation Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- G16H30/00—ICT specially adapted for the handling or processing of medical images
- G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/60—Protecting data
- G06F21/602—Providing cryptographic facilities or services
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/60—Protecting data
- G06F21/62—Protecting access to data via a platform, e.g. using keys or access control rules
- G06F21/6218—Protecting access to data via a platform, e.g. using keys or access control rules to a system of files or objects, e.g. local or distributed file system or database
- G06F21/6245—Protecting personal data, e.g. for financial or medical purposes
Abstract
The invention discloses a medical information labeling method, a system, an intelligent terminal and a storage medium, wherein the method comprises the following steps: setting a configuration file according to the labeling scene; the medical information of various types and formats can be read; carrying out personalized marking processing on the medical information according to the configuration file, and outputting a marking file; encrypting the label file and outputting an encrypted file; and storing the encrypted file to the selected folder. The invention realizes the coexistence of the data types and the marking types in the maximum range by optimizing the marking process and being compatible with different types of marks among different data types, and can simultaneously process various marking types, thereby realizing the function diversification of the marking, increasing the marking flexibility and improving the marking convenience of a user.
Description
Technical Field
The invention relates to the technical field of image processing, in particular to a medical information labeling method, a medical information labeling system, an intelligent terminal and a storage medium.
Background
At present, with the continuous development of artificial intelligence technology in the field of medical imaging, constructing a training set (a sample set for establishing a model in machine learning) by using images after labeling (labeling the general size and positioning size of a graph, such as the length, width and height of the graph, or the radius and diameter of a circle) becomes an indispensable step in the process of using artificial intelligence related technology by each family.
The intelligent medical image analysis depends on doctor labeling, different modes, various labeling types and different user requirements to generate complex labeling scenes. Most of the existing medical image labeling tools have poor compatibility, single function and lack of flexibility. They are either directed to specific data formats such as two-dimensional images (jpg, png), three-dimensional images (dicom, nii), etc., which software is not free to read other data formats, such as bmp in two dimensions or dicom or nii in three dimensions, limiting the breadth of the annotated image type; and the other type of the software is specific to a specific labeling type, such as only a point, a two-dimensional bounding box or a two-dimensional mask can be labeled, a lot of software can only complete one or a few limited tasks, and when a plurality of tasks coexist, a plurality of labeling tools are needed for labeling, so that the depth of the labeling type is limited.
Accordingly, the prior art is yet to be improved and developed.
Disclosure of Invention
The invention mainly aims to provide a medical information labeling method, a medical information labeling system, an intelligent terminal and a storage medium, and aims to solve the problems that labeling in the prior art cannot be compatible with various data formats and cannot simultaneously process various labeling types.
In order to achieve the above object, the present invention provides a medical information labeling method, including the steps of:
setting a configuration file according to the labeling scene;
reading medical information of various types and formats;
carrying out personalized marking processing on the medical information according to the configuration file, and outputting a marking file;
encrypting the label file and outputting an encrypted file;
and storing the encrypted file to the selected folder.
Optionally, in the medical information annotation method, different configuration files are used for completing different annotation tasks.
Optionally, the medical information labeling method, wherein the medical information includes: two-dimensional images, three-dimensional images, four-dimensional images, two-dimensional video, and sonograms.
Optionally, the medical information labeling method includes labeling one or more of a mark point, a connecting line, a shape of a sketched edge, coloring, labeling, a bit plane labeling, framing, measuring, a text attribute labeling, and a line labeling.
Optionally, the medical information labeling method, where the setting a configuration file according to a labeling scenario specifically includes:
determining a labeling requirement;
and selecting a configuration function according to the labeling requirement, and outputting the configuration file.
Optionally, the medical information labeling method, wherein the configuration function includes: the method comprises the following steps of marking points, marking point colors, marking label names, connecting lines among marking points, text attributes, default marking function attributes and level dependency relations of labels.
Optionally, the medical information labeling method, wherein the encrypting the labeling file and outputting an encrypted file specifically includes:
customizing and encrypting the data in the annotation file through an encryption tool;
and when the configuration file is opened, inputting a key used in encryption, carrying out secondary encryption on the key, and outputting an encrypted file.
In addition, to achieve the above object, the present invention further provides a medical information labeling system, wherein the medical information labeling system includes:
the configuration module is used for setting a configuration file according to the labeling scene;
the information acquisition module is used for reading medical information of various types and formats;
the marking module is used for carrying out personalized marking processing on the medical information according to the configuration file and outputting a marking file;
the file encryption module is used for encrypting the label file and outputting an encrypted file;
and the storage module is used for storing the encrypted file to the selected folder.
In addition, to achieve the above object, the present invention further provides an intelligent terminal, wherein the intelligent terminal includes: a memory, a processor and a medical information annotation program stored on the memory and executable on the processor, the medical information annotation program when executed by the processor implementing the steps of the medical information annotation method as described above.
In addition, to achieve the above object, the present invention further provides a storage medium, wherein the storage medium stores a medical information labeling program, and the medical information labeling program implements the steps of the medical information labeling method as described above when executed by a processor.
The configuration file is set according to the labeling scene; reading medical information of various types and formats; carrying out personalized marking processing on the medical information according to the configuration file, and outputting a marking file; encrypting the label file and outputting an encrypted file; and storing the encrypted file to the selected folder. The invention realizes the coexistence of the data types and the marking types in the maximum range by optimizing the marking process and being compatible with different types of marks among different data types, and can simultaneously process various marking types, thereby realizing the function diversification of the marking, increasing the marking flexibility and improving the marking convenience of a user.
Drawings
FIG. 1 is a flow chart of a preferred embodiment of the medical information labeling method of the present invention;
FIG. 2 is a flowchart of step S10 in the preferred embodiment of the method for annotating medical information according to the invention;
FIG. 3 is a flowchart of step S40 in the preferred embodiment of the method for annotating medical information according to the invention;
FIG. 4 is a schematic diagram of a preferred embodiment of the medical information annotation system of the present invention;
fig. 5 is a schematic operating environment diagram of an intelligent terminal according to a preferred embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention clearer and clearer, the present invention is further described in detail below with reference to the accompanying drawings and examples. It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
As shown in fig. 1, the medical information labeling method according to the preferred embodiment of the present invention includes the following steps:
and step S10, setting a configuration file according to the labeling scene.
Please refer to fig. 2, which is a flowchart of step S10 in the method for annotating medical information according to the present invention.
As shown in fig. 2, the step S10 includes:
s11, determining the labeling requirement;
and S12, selecting a configuration function according to the labeling requirement, and outputting the configuration file.
Specifically, a user (user) can simply and independently perform annotation setting in a configuration module according to own requirements, the configuration functions include annotation points, annotation point colors, annotation label names, connecting lines among the annotation points, text attributes, default annotation function attributes, hierarchical dependency relationships of labels, pathological description of a current annotation image and the like, different configuration files are generated under different requirements to finish different annotation tasks, and the different configuration files are used for finishing different annotation tasks; the flexibility and the convenience of the whole system can be greatly improved by the arrangement; the medical information labeling method and the medical information labeling system can complete medical information labeling work in various complex demand scenes.
For example, determining the labeling requirement, and determining the number and color of the labeling points, whether a line needs to be connected, whether a vertical line needs to be drawn, whether a measurement value needs to be measured, and the like; checking and modifying the optional function of the configuration module according to the marking requirement, and outputting a new configuration file after confirmation; in addition, the configuration file can be automatically imported into the system, so that medical information can be input, and the labeling is prepared to start.
And step S20, reading medical information of various types and formats.
Specifically, the present invention can obtain various types and formats of medical information through the information obtaining module, where the medical information content includes a two-dimensional image (a two-dimensional image refers to a planar image that does not include depth information), a three-dimensional image (an image that refers to a three-dimensional space and enables people to directly see a three-dimensional image in a plane by using the visual difference between two eyes and the optical refraction principle of people), a four-dimensional image (an image that is presented in a four-dimensional space, and a four-dimensional space is formed by connecting two bodies parallel to each other in space), a two-dimensional video (a two-dimensional video is a picture on a plane), and a sound (an acoustic map, a curve that reflects different displacements of particles at the same time), and the like.
The invention not only can be compatible with more data formats (one-dimensional, two-dimensional, three-dimensional and the like), but also can process various label types at the same time; not only the limitation of reading the data format is widened, but also the depth of the labeling type is extended, thereby realizing the integrated labeling.
By optimizing the data reading flow, different image information is processed separately, so that the software is suitable for various image types, and the application scenes of the software are greatly increased.
And step S30, performing personalized labeling processing on the medical information according to the configuration file, and outputting a labeling file.
Specifically, the user carries out core labeling work through the labeling module, according to the difference that the configuration file set up, come the built-in labeling instrument of cooperation to carry out various complicated labeling work, labeling work includes but not limited to mark point, line, draw edge shape, color, mark, bit face mark, get the frame, measure, text attribute mark and lines mark etc. and can mark multiple different grade type in the image, also can carry out the save of clarity according to user's specific configuration when the mark is saved, convenience of customers follow-up processing.
And step S40, encrypting the label file and outputting an encrypted file.
Please refer to fig. 3, which is a flowchart of step S40 in the method for annotating medical information according to the present invention.
As shown in fig. 3, the step S40 includes:
s41, customizing and encrypting the data in the label file through an encryption tool;
and S42, when the configuration file is opened, inputting a key used in encryption, carrying out secondary encryption on the key, and outputting an encrypted file.
Specifically, the invention can automatically encrypt the marked file through the file encryption module, thereby ensuring the safety of the marked file.
In order to ensure the security of data circulation, the invention provides a function of customizing and encrypting data, a user firstly customizes and encrypts the data in the label file through an encryption tool, then inputs a key (the key is a parameter which is input in an algorithm for converting a plaintext into a ciphertext or converting the ciphertext into the plaintext) used in encryption when opening the label file, software automatically encrypts the key for the second time to prevent the leakage of the password, then the label is marked again, only the key obtained when the data is encrypted can correctly open the encrypted file, and the label result can be encrypted together with the encrypted data, and finally the user can decrypt the encrypted data and the label result by using a decryption tool in the software to ensure the security of data circulation.
For example, during encryption, the inside of a file marked with an end is locked by a universal password; selection of a mode for encrypting original data: no encryption, normal encryption and private encryption; the common encryption is encryption by using a public password, and can only be directly opened by the system but cannot be accessed by external software; the private encryption is encryption by using a private customized password, and the encryption mode can be opened only by using the password set by a user. Outputting the encrypted data, and changing the data type of the data; when the system is used for marking, the marking result can be processed in the same way according to the encryption type of the current file so as to ensure the safety of the marking result; the file type is changed.
For example, in decryption, a universal password confirmation is performed on an encrypted file; decrypting after confirming the correctness; the file type is restored.
And step S50, storing the encrypted file to the selected folder.
Specifically, the storage module can store the labeled data (namely the encrypted file) into the folder selected by the user, so that the labeling process is completed.
Furthermore, the invention can also carry out auxiliary labeling through an artificial intelligence auxiliary labeling module, and the functions include but are not limited to: key point labeling, target two-dimensional bounding box labeling, category label labeling, mask segmentation labeling and the like; the user can add according to the degree of depth learning model by oneself, increases the flexibility ratio of user's operation for the intelligent model more laminates user's self data. The principle of the artificial intelligence auxiliary labeling module for auxiliary labeling is as follows: the user trains a labeling model by himself, the trained labeling model is guided into a labeling system (namely the artificial intelligence auxiliary labeling module), and then the labeling system can carry out pre-labeling work (manual labeling is simulated by the degree of machine learning according to the trained labeling model) during labeling, and if the model is trained to a certain degree, the user can finish the labeling work only by fine adjustment; therefore, the artificial intelligence auxiliary labeling module has the main functions of reading and loading the trained labeling model and completing the pre-labeling work.
The key point of the invention is to solve the problems of poor compatibility, single function, lack of flexibility and the like of the current labeling system; the invention solves the problem of poor compatibility in the aspect of data reading by being compatible with various data formats and respectively optimizing the data stream reading of various formats; the software marking function of the invention almost comprises all the existing marking types, and a plurality of marking types can coexist well, thereby realizing the diversification of the marking function; the software provides a design configuration scheme module for a user, and the user can set a labeling scheme in a personalized manner according to the requirement of the user, so that the labeling flexibility is improved, and the labeling convenience of the user can be improved; the data encryption function provided by the software can better ensure the security of data circulation under the condition of not influencing the use of users.
The software can also provide an artificial intelligence module to support various marking types, and a user carries out customized training of the model according to personal data, so that the artificial intelligence module can better assist the user in marking the data.
Further, as shown in fig. 4, based on the above medical information labeling method, the present invention also provides a medical information labeling system, wherein the medical information labeling system includes: the configuration module 11 is configured to set a configuration file according to the annotation scene; the information acquisition module 12 is used for reading medical information of various types and formats; the labeling module 13 is configured to perform personalized labeling processing on the medical information according to the configuration file, and output a labeling file; the file encryption module 14 is configured to encrypt the markup file and output an encrypted file; and the storage module 15 is used for storing the encrypted file to the selected folder.
The configuration module 11 and the information acquisition module 12 are respectively connected to the labeling module 13, the labeling module 13 is connected to the file encryption module 14, and the file encryption module is connected to the storage module 15.
Further, as shown in fig. 5, based on the above medical information labeling method and system, the present invention also provides an intelligent terminal, which includes a processor 10, a memory 20, and a display 30. Fig. 5 shows only some of the components of the smart terminal, but it is to be understood that not all of the shown components are required to be implemented, and that more or fewer components may be implemented instead.
The memory 20 may be an internal storage unit of the intelligent terminal in some embodiments, such as a hard disk or a memory of the intelligent terminal. The memory 20 may also be an external storage device of the Smart terminal in other embodiments, such as a plug-in hard disk, a Smart Media Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), and the like, which are provided on the Smart terminal. Further, the memory 20 may also include both an internal storage unit and an external storage device of the smart terminal. The memory 20 is used for storing application software installed in the intelligent terminal and various data, such as program codes of the installed intelligent terminal. The memory 20 may also be used to temporarily store data that has been output or is to be output. In one embodiment, the memory 20 stores a medical information annotation program 40, and the medical information annotation program 40 can be executed by the processor 10, so as to implement the medical information annotation method of the present application.
The processor 10 may be a Central Processing Unit (CPU), microprocessor or other data Processing chip in some embodiments, and is used for executing the program codes stored in the memory 20 or Processing data, such as executing the medical information labeling method.
The display 30 may be an LED display, a liquid crystal display, a touch-sensitive liquid crystal display, an OLED (Organic Light-Emitting Diode) touch panel, or the like in some embodiments. The display 30 is used for displaying information at the intelligent terminal and for displaying a visual user interface. The components 10-30 of the intelligent terminal communicate with each other via a system bus.
In one embodiment, when the processor 10 executes the medical information labeling program 40 in the memory 20, the following steps are implemented:
setting a configuration file according to the labeling scene;
reading medical information of various types and formats;
carrying out personalized marking processing on the medical information according to the configuration file, and outputting a marking file;
encrypting the label file and outputting an encrypted file;
and storing the encrypted file to the selected folder.
Wherein different configuration files are used for completing different labeling tasks.
Wherein the medical information comprises: two-dimensional images, three-dimensional images, four-dimensional images, two-dimensional video, and sonograms.
The marking processing comprises one or more of marking points, connecting lines, outlining edge shapes, coloring, labeling, position marking, framing, measuring, text attribute marking and line marking.
The setting of the configuration file according to the labeling scene specifically includes:
determining a labeling requirement;
and selecting a configuration function according to the labeling requirement, and outputting the configuration file.
Optionally, the medical information labeling method, wherein the configuration function includes: the method comprises the following steps of marking points, marking point colors, marking label names, connecting lines among marking points, text attributes, default marking function attributes and level dependency relations of labels.
The encrypting the markup file and outputting an encrypted file specifically includes:
customizing and encrypting the data in the annotation file through an encryption tool;
and when the configuration file is opened, inputting a key used in encryption, carrying out secondary encryption on the key, and outputting an encrypted file.
The present invention also provides a storage medium, wherein the storage medium stores a medical information labeling program, and the medical information labeling program realizes the steps of the medical information labeling method as described above when being executed by a processor.
In summary, the present invention provides a medical information labeling method, system, intelligent terminal and storage medium, wherein the method comprises: setting a configuration file according to the labeling scene; reading medical information of various types and formats; carrying out personalized marking processing on the medical information according to the configuration file, and outputting a marking file; encrypting the label file and outputting an encrypted file; and storing the encrypted file to the selected folder. The invention realizes the coexistence of the data types and the marking types in the maximum range by optimizing the marking process and being compatible with different types of marks among different data types, and can simultaneously process various marking types, thereby realizing the function diversification of the marking, increasing the marking flexibility and improving the marking convenience of a user.
Of course, it will be understood by those skilled in the art that all or part of the processes of the methods of the above embodiments may be implemented by a computer program instructing relevant hardware (such as a processor, a controller, etc.), and the program may be stored in a computer readable storage medium, and when executed, the program may include the processes of the above method embodiments. The storage medium may be a memory, a magnetic disk, an optical disk, etc.
It is to be understood that the invention is not limited to the examples described above, but that modifications and variations may be effected thereto by those of ordinary skill in the art in light of the foregoing description, and that all such modifications and variations are intended to be within the scope of the invention as defined by the appended claims.
Claims (10)
1. A medical information labeling method is characterized by comprising the following steps:
setting a configuration file according to the labeling scene;
reading medical information of various types and formats;
carrying out personalized marking processing on the medical information according to the configuration file, and outputting a marking file;
encrypting the label file and outputting an encrypted file;
and storing the encrypted file to the selected folder.
2. The method of claim 1, wherein different profiles are used to perform different annotation tasks.
3. The medical information labeling method of claim 1, wherein the medical information comprises: two-dimensional images, three-dimensional images, four-dimensional images, two-dimensional video, and sonograms.
4. The method according to claim 1, wherein the labeling process includes one or more of marking points, connecting lines, outlining edge shapes, coloring, labeling, bit-plane labeling, framing, measuring, text attribute labeling, and line labeling.
5. The medical information labeling method according to claim 1, wherein the setting of the configuration file according to the labeling scenario specifically includes:
determining a labeling requirement;
and selecting a configuration function according to the labeling requirement, and outputting the configuration file.
6. The medical information annotation method of claim 5, wherein the configuration function comprises: the method comprises the following steps of marking points, marking point colors, marking label names, connecting lines among marking points, text attributes, default marking function attributes and level dependency relations of labels.
7. The medical information labeling method of claim 1, wherein the encrypting the labeling file and outputting the encrypted file specifically comprises:
customizing and encrypting the data in the annotation file through an encryption tool;
and when the configuration file is opened, inputting a key used in encryption, carrying out secondary encryption on the key, and outputting an encrypted file.
8. A medical information annotation system, characterized in that the medical information annotation system comprises:
the configuration module is used for setting a configuration file according to the labeling scene;
the information acquisition module is used for reading medical information of various types and formats;
the marking module is used for carrying out personalized marking processing on the medical information according to the configuration file and outputting a marking file;
the file encryption module is used for encrypting the label file and outputting an encrypted file;
and the storage module is used for storing the encrypted file to the selected folder.
9. An intelligent terminal, characterized in that, intelligent terminal includes: a memory, a processor and a medical information annotation program stored on the memory and executable on the processor, the medical information annotation program when executed by the processor implementing the steps of the medical information annotation method according to any one of claims 1 to 7.
10. A storage medium, characterized in that the storage medium stores a medical information labeling program, which when executed by a processor implements the steps of the medical information labeling method according to any one of claims 1 to 7.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010896873.0A CN111968729A (en) | 2020-08-31 | 2020-08-31 | Medical information labeling method, system, intelligent terminal and storage medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010896873.0A CN111968729A (en) | 2020-08-31 | 2020-08-31 | Medical information labeling method, system, intelligent terminal and storage medium |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN111968729A true CN111968729A (en) | 2020-11-20 |
Family
ID=73399461
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202010896873.0A Pending CN111968729A (en) | 2020-08-31 | 2020-08-31 | Medical information labeling method, system, intelligent terminal and storage medium |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN111968729A (en) |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112699887A (en) * | 2020-12-30 | 2021-04-23 | 科大讯飞股份有限公司 | Method and device for obtaining mathematical object labeling model and mathematical object labeling |
| CN113012134A (en) * | 2021-03-22 | 2021-06-22 | 中山大学中山眼科中心 | Multifunctional medical image data labeling system |
| CN113312131A (en) * | 2021-06-11 | 2021-08-27 | 北京百度网讯科技有限公司 | Method and device for generating and operating marking tool |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR101624305B1 (en) * | 2014-12-22 | 2016-05-26 | 연세대학교 산학협력단 | Post-processing method and system for voxel-base analysis and Texture analysis in Radiologic and Digital medical image Reading Environment |
| CN108829435A (en) * | 2018-06-19 | 2018-11-16 | 数据堂（北京）科技股份有限公司 | A kind of image labeling method and general image annotation tool |
| WO2019170060A1 (en) * | 2018-03-05 | 2019-09-12 | 深圳大学 | Image authentication-based medical image labeling method and device, user terminal, and computer readable storage medium |
| CN111274425A (en) * | 2020-01-20 | 2020-06-12 | 平安科技（深圳）有限公司 | Medical image classification method, medical image classification device, medical image classification medium and electronic equipment |
-
2020
- 2020-08-31 CN CN202010896873.0A patent/CN111968729A/en active Pending
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR101624305B1 (en) * | 2014-12-22 | 2016-05-26 | 연세대학교 산학협력단 | Post-processing method and system for voxel-base analysis and Texture analysis in Radiologic and Digital medical image Reading Environment |
| WO2019170060A1 (en) * | 2018-03-05 | 2019-09-12 | 深圳大学 | Image authentication-based medical image labeling method and device, user terminal, and computer readable storage medium |
| CN108829435A (en) * | 2018-06-19 | 2018-11-16 | 数据堂（北京）科技股份有限公司 | A kind of image labeling method and general image annotation tool |
| CN111274425A (en) * | 2020-01-20 | 2020-06-12 | 平安科技（深圳）有限公司 | Medical image classification method, medical image classification device, medical image classification medium and electronic equipment |
Non-Patent Citations (3)
| Title |
|---|
| HUANG, WEI等: "Arterial Spin Labeling Images Synthesis From sMRI Using Unbalanced Deep Discriminant Learning", 《IEEE TRANSACTIONS ON MEDICAL IMAGING》, vol. 38, no. 10, pages 2338 - 2351, XP011748197, DOI: 10.1109/TMI.2019.2906677 * |
| MICS_CHINA: "第七届医学图像计算青年研讨会（MICS）", Retrieved from the Internet <URL:https://www.bilibili.com/video/BV14v411q7Ct?p=29> * |
| 杨博菲;吕卫;褚晶辉;杨德龙;: "基于Android平台的医学图像显示软件设计", 中国医学物理学杂志, no. 03 * |
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112699887A (en) * | 2020-12-30 | 2021-04-23 | 科大讯飞股份有限公司 | Method and device for obtaining mathematical object labeling model and mathematical object labeling |
| CN113012134A (en) * | 2021-03-22 | 2021-06-22 | 中山大学中山眼科中心 | Multifunctional medical image data labeling system |
| CN113312131A (en) * | 2021-06-11 | 2021-08-27 | 北京百度网讯科技有限公司 | Method and device for generating and operating marking tool |
| CN113312131B (en) * | 2021-06-11 | 2023-04-18 | 北京百度网讯科技有限公司 | Method and device for generating and operating marking tool |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN111968729A (en) | Medical information labeling method, system, intelligent terminal and storage medium | |
| US10460023B1 (en) | Systems, methods, and computer readable media for creating slide presentations for an annotation set | |
| RU2405204C2 (en) | Creation of diagrams using figures | |
| US5990901A (en) | Model based image editing and correction | |
| US20100107050A1 (en) | Digital photo frame with annotation function and method thereof | |
| CN102289832A (en) | Creation of image designation file and reproduction of image using the same | |
| US20180115545A1 (en) | Digital identity card management | |
| EP2869195B1 (en) | Application coordination system, application coordination method, and application coordination program | |
| CN102446097B (en) | Method for changing user interface skins | |
| WO2013166829A1 (en) | Document forming method, consistency determining method and system, and imaging device and system | |
| CN102171696B (en) | The generation method and apparatus of customization data | |
| JP2000099471A (en) | Device and method for generating personal certification information and recording medium therefor | |
| CN106650651A (en) | Signature photographing system | |
| CN106600230A (en) | Method and device for process approval | |
| CN109192259A (en) | Electronic health record processing method, processing unit and computer readable storage medium | |
| JP4703744B2 (en) | Content expression control device, content expression control system, reference object for content expression control, and content expression control program | |
| US20140136854A1 (en) | Information processing apparatus, information processing method and computer program | |
| JP4330637B2 (en) | Portable device | |
| JP2005284882A (en) | Content expression control device, content expression control system, reference object for content expression control, content expression control method, content expression control program, and recording medium with the program recorded thereon | |
| CN104699366A (en) | Method for retrieving information, processing unit and medical imaging system | |
| CN104144287A (en) | Reality augmentation camera | |
| CN104834509A (en) | Method of editing vector diagram in electronic medical record editor | |
| CN110929496B (en) | Text template generation method and device | |
| CN110795087B (en) | Primitive processing method and device for UML design drawing and computer equipment | |
| JP2007249435A (en) | Document management device, document management method, document management program, and its recording medium |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination |