Blood cell image classification method and sample analysis system

Abstract

A blood cell image classification method and a sample analysis system, characterized in that: displaying a plurality of category groups in the original classification result of the blood cell image on the display interface; displaying a reclassification interface in response to a reclassification instruction; wherein the reclassification interface is used to display a plurality of display areas, and a to-be-classified display area for displaying a to-be-classified blood cell image, the position of the to-be-classified display area always stays on the current reclassification interface (S302); receiving an adjustment instruction of a blood cell image in a display area displayed by the reclassification interface, taking the blood cell image as a to-be-classified blood cell image, and moving the blood cell image from the display area to the to-be-classified display area (S303); receiving an adjustment instruction of a to-be-classified blood cell image in the to-be-classified display area, and moving the to-be-classified blood cell image from the to-be-classified display area to a target display area of the to-be-classified blood cell image (S304). The method can simply and conveniently adjust the category and can improve the accuracy and adjustment efficiency.

Description

Technical Field

[0001] This invention relates to the field of particle analysis equipment technology, and more specifically, to a blood cell image classification method and sample analysis system. Background Technology

[0002] A slide reader is an automated microscopic examination and classification device for blood cells, such as... Figure 1 As shown, a patient's blood sample can be prepared into a blood smear. The slide reader scans the blood smear and automatically completes blood cell segmentation, generates blood cell images, and outputs the original classification results of the blood cell images (the categories of blood cell images can include more than 20 categories such as neutrophils, monocytes, and eosinophils).

[0003] Since the original classification results are not accurate, manual review is required to reclassify the blood cell images based on the original classification results, so as to ensure the accuracy of the final classification results.

[0004] In related technologies, a human (doctor or expert) needs to drag a blood cell image from a list of more than 20 blood cell categories to find the target category, and then release the blood cell image to modify the blood cell category.

[0005] Because there are many blood cell categories in the blood cell category list, dragging the blood cell image while searching for the target category in the blood cell category list is a very inconvenient, error-prone, and inefficient operation. Summary of the Invention

[0006] In view of this, embodiments of the present invention provide a blood cell image classification method and a sample analysis system.

[0007] To achieve the above objectives, the embodiments of the present invention provide the following technical solutions:

[0008] According to a first aspect of this application, a sample analysis system is provided, comprising:

[0009] Memory, input devices, display screen, and processor;

[0010] The processor is configured to execute a software program stored in memory and display multiple category groups from the original classification results of blood cell images on a display interface; wherein the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results; receive an adjustment instruction from a blood cell image in a display area already displayed on the reclassification interface, designate the blood cell image as the blood cell image to be classified, and move it from the display area to the unclassified display area; receive an adjustment instruction from a blood cell image to be classified in the unclassified display area to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images;

[0011] The display screen is used to display a reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas, and to display a temporary blood cell image to be classified display area, the position of the display area to be classified always remains on the current reclassification interface.

[0012] An input device is configured to respond to an adjustment operation of a blood cell image in the display area already displayed on the reclassification interface by sending an adjustment instruction for a blood cell image in the display area already displayed on the reclassification interface to the processor; and to respond to an adjustment operation of a blood cell image in the display area to be classified by sending an adjustment instruction for a blood cell image in the display area to be classified to the processor.

[0013] It also includes a smear preparation device and a smear reading machine connected to the smear preparation device;

[0014] The smear preparation device is used to prepare smears of the sample to be tested;

[0015] The slide reader is used to capture and analyze images of blood cells in the prepared smear of the sample to be tested, obtain the original classification results of the blood cell images, and send the original classification results of the blood cell images to the processor.

[0016] It also includes a blood analyzer and a control device, wherein the control device is communicatively connected to the blood analyzer, the smear preparation device and the slide reader;

[0017] The blood analyzer is used to perform routine blood tests on the sample to be tested to obtain routine blood data;

[0018] The control device is used to control the blood analyzer to perform a routine blood test on the sample to be tested, control the smear preparation device to prepare a smear of the sample to be tested, and then control the slide reader to capture and analyze images of blood cells in the prepared smear of the sample to be tested, and obtain the original classification results of the blood cell images.

[0019] It also includes a communication server connected to the processor;

[0020] In cases where multi-account collaborative classification operations are required, the initiating account sends the raw classification results of the blood cell image to the communication server;

[0021] The communication server receives and stores the original classification results, receives login requests from one or more accounts, and identifies one or more logged-in accounts.

[0022] The communication server pushes the current category results to one or more logged-in accounts;

[0023] The communication server receives a category modification instruction for a blood cell image from a logged-in account, and in response to the category modification instruction, modifies the current category of the blood cell image in the current classification result, and obtains and saves the updated current classification result;

[0024] The one or more logged-in accounts receive the current classification result pushed by the communication server; wherein the one or more logged-in accounts include the initiating account of the multi-account collaborative classification operation;

[0025] The initiating account performs a final category modification operation on the blood cell image based on the current classification result, and sends the final category modification instruction for the blood cell image to the communication server;

[0026] The communication server receives the final category modification instruction for the blood cell image from the initiating account, and in response to the final category modification instruction, modifies the current category of the blood cell image in the current classification result, and obtains and saves the final classification result.

[0027] According to a second aspect of this application, a sample analysis system is provided, comprising:

[0028] Memory, input devices, display screen, and processor;

[0029] The processor is configured to execute a software program stored in memory and display multiple category groups from the original classification results of blood cell images on a display interface; wherein the original classification results include multiple classified category groups and unclassified category groups, the display interface uses multiple display areas to display multiple classified category groups and uses unclassified display areas to display unclassified category groups, each classified category group includes blood cell images of the same category in the original classification results, and the unclassified category group includes blood cell images of undetermined categories in the original classification results; receive an adjustment instruction from a blood cell image to be classified in the unclassified display area to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images;

[0030] The display screen is used to display a reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas and the unclassified display area, and the position of the unclassified display area always remains on the current reclassification interface.

[0031] An input device is configured to respond to an adjustment operation of a blood cell image to be classified in the unclassified display area by sending an adjustment instruction for the blood cell image to be classified in the unclassified display area to the processor.

[0032] According to a third aspect of this application, a sample analysis system is provided, comprising:

[0033] Memory, input devices, display screen, and processor;

[0034] The processor is configured to execute a software program stored in memory and display multiple category groups from the original classification results of blood cell images on a display interface; wherein the display interface displays multiple category groups using multiple display areas, and a category group includes blood cell images of the same category in the original classification results; receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images;

[0035] The display screen is used to display a reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas and a display area to be classified, and the position of the display area to be classified always remains on the current reclassification interface.

[0036] An input device is configured to respond to an adjustment operation of a blood cell image in the display area to be classified, and send an adjustment instruction for a blood cell image in the display area to be classified to the processor.

[0037] The input device is further configured to receive selection operations from the user based on the multiple display areas, and send selection instructions from the user based on the multiple display areas to the processor;

[0038] The processor is also configured to receive a selection instruction issued by the user based on the plurality of display areas, and to use another display area specified by the selection instruction as a temporary display area for blood cell images to be classified.

[0039] The display screen is used to display the adjusted reclassification interface.

[0040] A blood cell image classification method, comprising:

[0041] The display interface shows multiple category groups from the original classification results of blood cell images; wherein, the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results;

[0042] A reclassification interface is displayed in response to a reclassification command; wherein the reclassification interface is used to display the plurality of display areas, and to display a temporarily stored blood cell image to be classified display area, the position of the display area to be classified always remains on the current reclassification interface;

[0043] Receive an adjustment instruction for a blood cell image in the display area already displayed in the reclassification interface, use the blood cell image as the blood cell image to be classified, and move it from the display area to the display area to be classified.

[0044] Receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified;

[0045] Save the final classification results of the blood cell images.

[0046] Initially, the area to be categorized and displayed is empty.

[0047] In the reclassification interface, the multiple display areas and the display area to be classified do not obstruct each other.

[0048] In the reclassification interface, the display area to be classified floats above the multiple display areas.

[0049] This also includes:

[0050] In response to the position adjustment operation of the display area to be categorized, the display area to be categorized after the adjustment is displayed in the recategorization interface.

[0051] This also includes:

[0052] In response to the state hiding operation of the display area to be categorized, the display area to be categorized is set to a hidden state;

[0053] In response to the status display operation of the area to be categorized, the area to be categorized is set to be in display state.

[0054] According to a third aspect of this application, a method for classifying blood cell images is provided, characterized in that it includes:

[0055] The display interface shows multiple category groups from the original classification results of blood cell images; wherein, the original classification results include multiple classified category groups and unclassified category groups, the display interface uses multiple display areas to display multiple classified category groups, and uses an unclassified display area to display unclassified category groups, each classified category group includes blood cell images of the same category in the original classification results, and the unclassified category group includes blood cell images of undetermined category in the original classification results;

[0056] A reclassification interface is displayed in response to a reclassification command; wherein the reclassification interface is used to display the plurality of display areas and the unclassified display area, and the position of the unclassified display area always remains on the current reclassification interface;

[0057] Receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, so as to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified;

[0058] Save the final classification results of the blood cell images.

[0059] The method further includes:

[0060] The system receives an adjustment instruction for a blood cell image in the display area already shown in the reclassification interface, uses the blood cell image as the blood cell image to be classified, and moves it from that display area to the unclassified display area.

[0061] In the reclassification interface, the multiple display areas of the original classification results do not obscure each other with the unclassified display areas.

[0062] In the reclassification interface, the unclassified display area floats above multiple display areas in the original classification results.

[0063] This also includes:

[0064] In response to the position adjustment operation of the uncategorized display area, the uncategorized display area after the adjustment is displayed in the recategorization interface.

[0065] This also includes:

[0066] In response to the state hiding operation of the uncategorized display area, the uncategorized display area is set to a hidden state;

[0067] In response to the status display operation of the uncategorized display area, the uncategorized display area is set to be in display state.

[0068] According to a fourth aspect of this application, a blood cell image classification method is provided, comprising:

[0069] The display interface shows multiple category groups from the original classification results of blood cell images; wherein, the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results;

[0070] One of the multiple display areas is designated as the display area for temporarily storing blood cell images to be classified.

[0071] A reclassification interface is displayed in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas in the original classification result and the display area to be classified, and the position of the display area to be classified always remains on the current reclassification interface;

[0072] Receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified;

[0073] Save the final classification results of the blood cell images.

[0074] This also includes:

[0075] The system receives an adjustment instruction for a blood cell image in the display area already shown in the reclassification interface, uses the blood cell image as the blood cell image to be classified, and moves it from the display area to the display area to be classified.

[0076] Specifically, the step of using one of the multiple display areas as a display area for temporarily storing blood cell images to be classified includes:

[0077] One of the pre-defined display areas among the multiple display areas is used as the display area for temporarily storing the blood cell images to be classified; and / or,

[0078] The system receives selection instructions from users based on the multiple display areas and uses the display area specified by the selection instructions as the temporary display area for blood cell images to be classified.

[0079] The method further includes, after designating one of the multiple display areas as a temporary display area for storing blood cell images to be classified, the following:

[0080] The system receives a selection instruction from the user based on the multiple display areas and designates another display area specified by the selection instruction as a temporary display area for blood cell images to be classified.

[0081] This also includes:

[0082] In response to the state hiding operation of the display area to be categorized, the display area to be categorized is set to a hidden state;

[0083] In response to the status display operation of the area to be categorized, the area to be categorized is set to be in display state.

[0084] Compared with the prior art, the technical solution provided in this embodiment has the following advantages and features:

[0085] This invention provides a blood cell image classification method and sample analysis system. In this application, when it is necessary to reclassify the original classification results of blood cell images, a reclassification interface can be displayed. The reclassification interface includes multiple display areas for displaying multiple category groups in the original classification results and a display area to be classified. Furthermore, the position of the display area to be classified always remains on the current reclassification interface.

[0086] During the reclassification process, multiple display areas in the reclassification interface are adjusted to display the target display area corresponding to the blood cell image to be classified. Since both the target display area and the display area to be classified are on the reclassification interface, there is no need to drag to find the target category as in the existing technology. Instead, the blood cell image to be classified in the display area to be classified can be easily and conveniently moved to the target display area to complete the category change operation.

[0087] The blood cell image classification method provided in this application can easily and conveniently adjust the category of blood cell images, and can improve the accuracy and adjustment efficiency. Attached Figure Description

[0088] To more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the drawings used in the description of the embodiments or the prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments of the present invention. For those skilled in the art, other drawings can be obtained based on these drawings without creative effort.

[0089] Figure 1 This is a schematic diagram of a blood sample testing method provided in an embodiment of this application;

[0090] Figure 2a This is a schematic diagram of a sample analysis system according to an embodiment of this application.

[0091] Figure 2b This is a schematic diagram of a second embodiment of a sample analysis system provided in this application.

[0092] Figure 2c This is a schematic diagram of a sample analysis system embodiment three provided in this application.

[0093] Figure 3 A schematic diagram of an embodiment of a blood cell image classification method provided in this application;

[0094] Figure 4 A schematic diagram of a display interface provided in an embodiment of this application;

[0095] Figure 5 A schematic diagram of a reclassification interface provided in an embodiment of this application;

[0096] Figure 6 A schematic diagram of yet another reclassification interface provided in an embodiment of this application;

[0097] Figure 7 This is a schematic diagram of a second embodiment of a blood cell image classification method provided in this application.

[0098] Figure 8 A schematic diagram of yet another reclassification interface provided in an embodiment of this application;

[0099] Figure 9 This is a schematic diagram of a third embodiment of a blood cell image classification method provided in this application.

[0100] Figure 10 This is a schematic diagram of another reclassification interface provided in an embodiment of this application. Detailed Implementation

[0101] The technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some embodiments of the present invention, and not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative effort are within the scope of protection of the present invention.

[0102] Because there are many blood cell categories in the blood cell category list, dragging the blood cell image while searching for the target category in the blood cell category list is a very inconvenient, error-prone, and inefficient operation.

[0103] Therefore, this application proposes that when it is necessary to reclassify the original classification results of blood cell images, a reclassification interface can be displayed. The reclassification interface includes multiple display areas for displaying multiple category groups in the original classification results and a display area to be classified. Furthermore, the position of the display area to be classified always remains on the current reclassification interface.

[0104] Since the original classification results have several category groups, the reclassification interface cannot fully display the display areas corresponding to all category groups. Therefore, the displayed areas on the reclassification interface can be changed according to the adjustment operation of the input device (for example, by dragging to move the display area up and down).

[0105] The area to be classified on the reclassification interface remains fixed on the interface and will not disappear as the user moves the device up or down. This area is used to temporarily store images of blood cells to be classified.

[0106] During the reclassification process, a target display area corresponding to the blood cell image to be classified can be determined, so that the reclassification interface displays the target display area corresponding to the blood cell image to be classified. Since both the target display area and the area to be classified are on the reclassification interface, the blood cell image to be classified in the area to be classified can be easily moved to the target display area, thereby completing the category change operation.

[0107] For a detailed explanation of the execution process, please refer to Embodiment 1, Embodiment 2, and Embodiment 3 of the Blood Cell Image Classification Method.

[0108] See Figure 2a The present invention provides a sample analysis system embodiment one, including an account terminal 100, wherein the account terminal 100 includes a memory 101, an input device 102, a display screen 103 and a processor 104.

[0109] The memory 101, input device 102, display screen 103, and processor 104 in the account terminal work together to implement the blood cell image classification method. See the subsequent embodiments 1, 2, and 3 for details on the blood cell image classification method; they will not be described in detail here.

[0110] See Figure 2b The present invention provides a sample analysis system embodiment two, comprising:

[0111] Account terminal 100, wherein the account terminal includes a memory 101, an input device 102, a display screen 103 and a processor 104.

[0112] A film reader 200 connected to an account terminal 100.

[0113] A smear preparation apparatus 300 connected to a slide reader 200.

[0114] A control device 400 is connected to the slide reader 200 and the slide preparation apparatus 300, and the control device 400 is communicatively connected to the slide preparation apparatus 300 and the slide reader 200.

[0115] The smear preparation device 300 is used to prepare smears of the sample to be tested;

[0116] The image reader 200 is used to capture and analyze images of blood cells in the prepared smear of the sample to be tested, obtain the original classification results of the blood cell images, and send the original classification results of the blood cell images to the account terminal 100.

[0117] The control device 400 is used to control the smear preparation device 300 so that the smear preparation device 300 prepares the smear of the sample to be tested; and then controls the slide reader 200 so that the slide reader 200 can capture and analyze images of blood cells in the prepared smear of the sample to be tested, and obtain the original classification results of the blood cell images. The slide reader 200 can send the original classification results of the blood cell images to the account terminal 100.

[0118] The memory 101, input device 102, display screen 103, and processor 104 in the account terminal work together to implement the blood cell image classification method. See the subsequent embodiments 1, 2, and 3 for details on the blood cell image classification method; they will not be described in detail here.

[0119] Preferably, the sample analysis system embodiment two may further include a blood analyzer 500 connected to the control device 400.

[0120] The blood analyzer 500 is used to perform routine blood tests on the sample to be tested to obtain routine blood data; the blood analyzer 500 is also used to send the blood analysis results to the account terminal 100, so that the account terminal can use them as a reference when classifying blood cell images.

[0121] The control device 400 is used to control the blood analyzer to perform routine blood tests on the sample to be tested, and then control the smear preparation device 300 and the slide reader 200.

[0122] See Figure 2c The present invention provides a sample analysis system embodiment three, including:

[0123] Account terminal 100, wherein the account terminal includes a memory 101, an input device 102, a display screen 103 and a processor 104.

[0124] A film reader 200 connected to an account terminal 100.

[0125] A smear preparation apparatus 300 connected to a slide reader 200.

[0126] A control device 400 is connected to the slide reader 200 and the slide preparation apparatus 300, and the control device 400 is communicatively connected to the slide preparation apparatus 300 and the slide reader 200.

[0127] A communication server 600 having a communication connection with account terminal 100,

[0128] The smear preparation device 300 is used to prepare smears of the sample to be tested;

[0129] The image reader 200 is used to capture and analyze images of blood cells in the prepared smear of the sample to be tested, obtain the original classification results of the blood cell images, and send the original classification results of the blood cell images to the account terminal 100.

[0130] The memory 101, input device 102, display screen 103, and processor 104 in the account terminal work together to implement the blood cell image classification method. See the subsequent embodiments 1, 2, and 3 for details on the blood cell image classification method; they will not be described in detail here.

[0131] Preferably, the third embodiment of the sample analysis system may further include a blood analyzer 500 connected to the control device 400.

[0132] The blood analyzer 500 is used to perform routine blood tests on the sample to be tested to obtain routine blood data; the blood analyzer 500 is also used to send the blood analysis results to the account terminal 100, so that the account terminal can use them as a reference when classifying blood cell images.

[0133] The control device 400 is used to control the blood analyzer to perform routine blood tests on the sample to be tested, and then control the smear preparation device 300 and the slide reader 200.

[0134] This invention provides a first application scenario corresponding to Embodiment 2 of the sample analysis system.

[0135] The first application scenario is the single-account modification mode: a single account corresponding to an account terminal connected to the image reader, executing a blood cell image classification method.

[0136] In the second embodiment of the sample analysis system, the account terminal can receive the original classification results of blood cell images sent by the image reader. When the account corresponding to the account terminal (doctor or expert) manually judges that the classification results of some blood cell images are inaccurate, adjustments can be made according to the blood cell classification method provided in this application.

[0137] For details on the specific adjustment process, please refer to Embodiment 1, Embodiment 2, and Embodiment 3 of the blood cell image classification method. They will not be described in detail here.

[0138] This invention provides a second application scenario corresponding to Embodiment 3 of the sample analysis system.

[0139] The second application scenario is a multi-account collaborative modification mode: multiple accounts corresponding to multiple account terminals can all execute the blood cell image classification method.

[0140] Since there are currently no standardized rules for classifying blood cell images, accounts (doctors or experts) mainly classify blood cell images based on their existing experience. Sometimes, for a blood cell image that is difficult to classify, it is necessary to seek assistance from other accounts (seek other experts or doctors to make a joint judgment). At this time, a multi-account collaborative modification mode is required.

[0141] For ease of distinction, the account terminal connected to the image reader can be called the initiating terminal. When the multi-account collaborative mode is enabled, the initiating terminal can send the raw classification results of the blood cell image to the communication server 600.

[0142] The communication server 600 can save the current classification result of the blood cell image, wherein the current classification result can be the original classification result or the current classification result modified by an account.

[0143] Each account terminal can log in to the communication server 600 to obtain and view the current classification results of blood cell images from the communication server 600; then, based on the current classification results, modification operations can be performed, thereby realizing collaborative modification operations among multiple accounts.

[0144] In the multi-account collaborative mode, each account terminal can also utilize the memory 101, input device 102, display screen 103, and processor 104 to cooperate in implementing the blood cell image classification method. See the subsequent embodiments 1, 2, and 3 for details on the blood cell image classification method; they will not be described in detail here.

[0145] This invention provides a blood cell image classification method, embodiment one, applied to an account terminal. In embodiment one, the area to be classified and displayed is an additional display area, initially blank.

[0146] See Figure 3 Example 1 of the blood cell image classification method includes the following steps:

[0147] Step S301: Display multiple category groups from the original classification results of blood cell images on the display interface; wherein, the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results.

[0148] The image reader will photograph and analyze the prepared smears of the test samples, generating raw classification results of blood cell images. The raw classification results can include several category groups, each containing images of blood cells of the same category from the raw classification results. Blood cell categories can include more than 20 types, such as monocytes, basophils, and eosinophils.

[0149] Understandably, given the limited length of the display interface, it is impossible to display more than 20 display areas corresponding to more than 20 category groups simultaneously. Therefore, the display interface only shows multiple display areas corresponding to multiple category groups in the original classification results of the blood cell image.

[0150] See Figure 4 This is a schematic diagram of the display interface.

[0151] Step S302: Display the reclassification interface in response to the reclassification command; wherein the reclassification interface is used to display multiple display areas, and to display the temporarily stored blood cell images to be classified display area, the position of the display area to be classified always remains on the current reclassification interface.

[0152] Optional, see Figure 4 The display interface can also include a tab for reclassification operations, so that users can trigger the tab and issue reclassification commands.

[0153] If a user clicks the "Recategorize" tab, it indicates that a recategorization command has been issued. The account terminal can respond to the recategorization command and display the recategorization interface. The recategorization interface can display multiple display areas simultaneously, as well as the area to be categorized.

[0154] In this embodiment, a new display area to be categorized needs to be created so that it can be displayed on the recategorization interface. It should be noted that the position of the display area to be categorized remains on the recategorization interface. In the recategorization interface, multiple display areas can be changed as the user operates (for example, multiple display areas can be moved up and down to display other display areas).

[0155] In this embodiment, the area to be categorized and displayed is an additional area that is created separately, so initially, the area to be categorized and displayed is blank.

[0156] See Figure 5 This is a schematic diagram of a reclassification interface, in which the area to be classified displays an image of blood cells that has already been added for classification.

[0157] Following step S302, proceed to step S303: Receive an adjustment instruction for a blood cell image in the display area already displayed on the reclassification interface, use the blood cell image as the blood cell image to be classified, and move it from the display area to the display area to be classified.

[0158] Users can drag up and down in the reclassification interface to change multiple display areas. If the blood cell image in a display area needs to be adjusted, the display area can be moved to the reclassification interface.

[0159] Users can execute adjustment commands on a blood cell image in the display area already shown in the reclassification interface. For example, dragging it to the display area to be classified represents a double-click operation to move to the display area to be classified, or a triple-click operation to move to the display area to be classified, and so on.

[0160] The account terminal can receive an adjustment instruction for a blood cell image in the displayed area, then use the blood cell image as the blood cell image to be classified, move it from the original display area to the unclassified display area, and display the blood cell image to be classified in the unclassified display area (the original display area no longer displays the blood cell image to be classified).

[0161] Step S304: The account terminal receives an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to the target display area of ​​the blood cell image to be classified.

[0162] Users can drag up and down in the reclassification interface to change the display area of ​​the reclassification interface so that the reclassification interface displays the target display area of ​​the blood cell image to be classified.

[0163] Then, the user can execute adjustment commands on a blood cell image in the area to be categorized in the recategorization interface, for example, by dragging it to the target display area.

[0164] The account terminal can receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to the target display area of ​​the blood cell image to be classified, thereby completing the category modification operation of the blood cell image to be classified.

[0165] Step S305: Save the final classification results of the blood cell images.

[0166] A category group corresponding to a display area is used to adjust the display area to which a blood cell image to be classified belongs at the display area level, that is, to adjust the category group to which the blood cell image to be classified belongs, and save the final classification result of the blood cell image.

[0167] The above steps S302 to S305 can be repeated multiple times to repeatedly modify the categories of different blood cell images.

[0168] See Figure 5 In the reclassification interface, the multiple display areas of the original classification results do not obstruct each other from the display area to be classified.

[0169] exist Figure 5 Based on the above, the account terminal can respond to the position adjustment operation of the area to be categorized and display the area to be categorized in the recategorization interface after the adjustment. For example, in Figure 5 The example shown is the bottom of the display area for categorization. The display area for categorization can also be adjusted to the top, left, right, etc. (not shown in the illustration).

[0170] See Figure 6 In the reclassification interface, the area to be classified floats above multiple display areas. In this embodiment, the area to be classified is in the form of a floating window.

[0171] exist Figure 6 Based on the above, the account terminal can respond to the position adjustment operation of the area to be categorized and display the area to be categorized in the recategorization interface after the adjustment. That is, the floating window can respond to the user's adjustment operation and can be moved to any position on the recategorization display interface.

[0172] exist Figure 6 Based on the above, if the area to be categorized and displayed obscures multiple display areas in the recategorization interface, the area to be categorized and displayed can be temporarily hidden.

[0173] The account terminal can respond to the status hiding operation of the area to be categorized and set the area to be categorized and set it to a hidden state; it can also respond to the status display operation of the area to be categorized and set it to a displayed state.

[0174] Based on the above technical features, this application has the following beneficial effects:

[0175] This invention provides a blood cell image classification method and sample analysis system. In this application, when it is necessary to reclassify the original classification results of blood cell images, a reclassification interface can be displayed. The reclassification interface includes multiple display areas for displaying multiple category groups in the original classification results and a display area to be classified. Furthermore, the position of the display area to be classified always remains on the current reclassification interface.

[0176] During the reclassification process, multiple display areas in the reclassification interface are adjusted to display the target display area corresponding to the blood cell image to be classified. Since both the target display area and the display area to be classified are on the reclassification interface, there is no need to drag to find the target category as in the existing technology. Instead, the blood cell image to be classified in the display area to be classified can be easily and conveniently moved to the target display area to complete the category change operation.

[0177] The blood cell image classification method provided in this application can easily and conveniently adjust the category of blood cell images, and can improve the accuracy and adjustment efficiency.

[0178] This invention provides a second embodiment of a blood cell image classification method, applied to an account terminal. In this embodiment, the display area corresponding to the unclassified category group in the original classification result is used as the display area to be classified.

[0179] See Figure 7 Example 2 of the blood cell image classification method includes the following steps:

[0180] Step S701: Display multiple category groups from the original classification results of blood cell images on the display interface; wherein, the original classification results include multiple classified category groups and unclassified category groups, the display interface uses multiple display areas to display multiple classified category groups, and uses unclassified display areas to display unclassified category groups, each classified category group includes blood cell images of the same category in the original classification results, and the unclassified category group includes blood cell images of undetermined categories in the original classification results.

[0181] The image reader will photograph and analyze the prepared smears of the test samples and generate raw classification results of blood cell images. In this embodiment, the raw classification results may include several category groups, and each category group includes blood cell images of the same category in the raw classification results. Blood cell categories may include more than 20 types, such as monocytes, basophils, and eosinophils. Those whose category cannot be determined are grouped into one category called the unclassified category group.

[0182] Understandably, given the limited length of the display interface, it is impossible to display more than 20 display areas corresponding to more than 20 category groups simultaneously. Therefore, the display interface only shows multiple display areas corresponding to multiple category groups in the original classification results of the blood cell image.

[0183] See Figure 4 This is a schematic diagram of the display interface.

[0184] Step S702: Display the reclassification interface in response to the reclassification instruction; wherein the reclassification interface is used to display the plurality of display areas and the unclassified display area, and the position of the unclassified display area always remains on the current reclassification interface.

[0185] Optional, see Figure 4 The display interface can also include a tab for reclassification operations, so that users can trigger the tab and issue reclassification commands.

[0186] If a user clicks the "Recategorize" tab, it indicates that a recategorization command has been issued. The account terminal can respond to the recategorization command and display the recategorization interface. The recategorization interface can display multiple display areas simultaneously, as well as the area to be categorized.

[0187] In this embodiment, there is no need to create a new display area to be categorized. Instead, the position of the uncategorized display area is directly displayed on the recategorization interface, and the position of the uncategorized display area is always fixed on the recategorization interface.

[0188] It should be noted that the position of the area to be categorized remains on the recategorization interface. In the recategorization interface, multiple display areas can be changed as the user operates (for example, multiple display areas can be moved up and down to display other display areas).

[0189] See Figure 8 This is a schematic diagram of a reclassification interface, in which the area to be classified displays an image of blood cells that has already been added for classification.

[0190] Step S703: Receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, so as to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified.

[0191] Since the unclassified display area already contains images of blood cells to be classified, users can directly select one of the unclassified blood cell images as the blood cell image to be classified and perform adjustment operations on the blood cell image to be classified, such as dragging it to the target display area.

[0192] The account terminal can receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, so as to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified.

[0193] Step S704: Save the final classification results of the blood cell images.

[0194] A category group corresponding to a display area is used to adjust the display area to which a blood cell image to be classified belongs at the display area level, that is, to adjust the category group to which the blood cell image to be classified belongs, and save the final classification result of the blood cell image.

[0195] The above steps S702 to S704 can be repeated multiple times to repeatedly modify the categories of different blood cell images.

[0196] Of course, in this embodiment, adjustments can also be made to blood cell images in display areas outside the unclassified display area. Step S705: Receive an adjustment instruction for a blood cell image in the display area already displayed on the reclassification interface, use the blood cell image as the blood cell image to be classified, and move it from that display area to the unclassified display area.

[0197] Users can drag up and down in the reclassification interface to change multiple display areas. If the blood cell image in a display area needs to be adjusted, the display area can be moved to the reclassification interface.

[0198] Users can execute adjustment commands on a blood cell image in the display area already shown in the reclassification interface. For example, dragging it to the unclassified display area represents a double-click operation to move it to the display area to be classified, or a triple-click operation to move it to the unclassified display area, and so on.

[0199] The account terminal can receive an adjustment instruction for a blood cell image in the displayed area, then use the blood cell image as a blood cell image to be classified, move it from the display area to the unclassified display area, and display the blood cell image to be classified in the unclassified display area (the blood cell image to be classified is no longer displayed in the original display area).

[0200] Step S706: Receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, so as to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified.

[0201] Users can drag up and down in the reclassification interface to change the display area of ​​the reclassification interface so that the reclassification interface displays the target display area of ​​the blood cell image to be classified.

[0202] Then, the user can execute adjustment commands on a blood cell image in the uncategorized display area of ​​the recategorization interface, for example, by dragging it to the target display area.

[0203] The account terminal can receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, so as to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified, thereby completing the category modification operation of the blood cell image to be classified.

[0204] Step S707: Save the final classification results of the blood cell images.

[0205] A category group corresponding to a display area is used to adjust the display area to which a blood cell image to be classified belongs at the display area level, that is, to adjust the category group to which the blood cell image to be classified belongs, and save the final classification result of the blood cell image.

[0206] The above steps S705 to S707 can be repeated multiple times to repeatedly modify the categories of different blood cell images.

[0207] See Figure 8 In the reclassification interface, the multiple display areas of the original classification results do not obstruct each other from the display area to be classified.

[0208] exist Figure 8 Based on the above, the account terminal can respond to the position adjustment operation of the uncategorized display area and display the repositioned uncategorized display area in the recategorization interface. For example, in Figure 8 The uncategorized display area shown is located at the bottom. However, the uncategorized display area can also be adjusted to the top, left, right, etc. (not shown in the illustration).

[0209] See Figure 6 In the reclassification interface, the unclassified display area floats above multiple display areas. Figure 6 The unclassified area in the image is the unclassified display area; in this embodiment, the unclassified display area is in the form of a floating window.

[0210] exist Figure 6 Based on the above, the account terminal can respond to the position adjustment operation of the uncategorized display area and display the uncategorized display area after the adjustment in the recategorization interface. That is, the floating window can respond to the user's adjustment operation and be moved to any position in the recategorization display interface.

[0211] exist Figure 6 Based on the above, if the uncategorized display area obscures multiple display areas in the recategorization interface, the uncategorized display area can be temporarily hidden.

[0212] The account terminal can respond to the status hiding operation of the uncategorized display area and set the uncategorized display area to a hidden state; it can also respond to the status display operation of the uncategorized display area and set the uncategorized display area to a displayed state.

[0213] Based on the above technical features, this application has the following beneficial effects:

[0214] This invention provides a blood cell image classification method and sample analysis system. In this application, when it is necessary to reclassify the original classification results of blood cell images, a reclassification interface can be displayed. The reclassification interface includes multiple display areas for displaying multiple category groups in the original classification results and a display area to be classified. Furthermore, the position of the display area to be classified always remains on the current reclassification interface.

[0215] During the reclassification process, multiple display areas in the reclassification interface are adjusted to display the target display area corresponding to the blood cell image to be classified. Since both the target display area and the display area to be classified are on the reclassification interface, there is no need to drag to find the target category as in the existing technology. Instead, the blood cell image to be classified in the display area to be classified can be easily and conveniently moved to the target display area to complete the category change operation.

[0216] The blood cell image classification method provided in this application can easily and conveniently adjust the category of blood cell images, and can improve the accuracy and adjustment efficiency.

[0217] This invention provides a third embodiment of a blood cell image classification method, applied to an account terminal. In this embodiment, any display area in the original classification result is determined as the display area to be classified.

[0218] See Figure 9 Example 3 of the blood cell image classification method includes the following steps:

[0219] Step S901: Display multiple category groups from the original classification results of blood cell images on the display interface; wherein, the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results.

[0220] The image reader will photograph and analyze the prepared smears of the test samples, generating raw classification results of blood cell images. The raw classification results can include several category groups, each containing images of blood cells of the same category from the raw classification results. Blood cell categories can include more than 20 types, such as monocytes, basophils, and eosinophils.

[0221] Understandably, given the limited length of the display interface, it is impossible to display more than 20 display areas corresponding to more than 20 category groups simultaneously. Therefore, the display interface only shows multiple display areas corresponding to multiple category groups in the original classification results of the blood cell image.

[0222] See Figure 4 This is a schematic diagram of the display interface.

[0223] Step S902: Select one of the multiple display areas as the display area for temporarily storing the blood cell images to be classified.

[0224] This step may include:

[0225] One of the pre-defined display areas among the multiple display areas is used as the display area for temporarily storing the blood cell images to be classified; and / or,

[0226] The system receives selection instructions from users based on the multiple display areas and uses the display area specified by the selection instructions as the temporary display area for blood cell images to be classified.

[0227] Step S903: Display the reclassification interface in response to the reclassification command; wherein the reclassification interface is used to display multiple display areas, and to display a temporary blood cell image to be classified display area, the position of the display area to be classified always remains on the current reclassification interface.

[0228] Optional, see Figure 4 The display interface can also include a tab for reclassification operations, so that users can trigger the tab and issue reclassification commands.

[0229] If a user clicks the "Recategorize" tab, it indicates that a recategorization command has been issued. The account terminal can respond to the recategorization command and display the recategorization interface. The recategorization interface can display multiple display areas simultaneously, as well as the area to be categorized.

[0230] In this embodiment, one of the multiple display areas needs to be selected as the area to be categorized for display on the recategorization interface. It should be noted that the position of the area to be categorized remains on the recategorization interface, and the multiple display areas can be changed as the user operates (for example, multiple display areas can be moved up and down to display other display areas).

[0231] See Figure 10 This is a schematic diagram of a reclassification interface, in which "eosinophils" are displayed as the area to be classified.

[0232] Step S904: Receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified.

[0233] Users can drag up and down in the reclassification interface to change the display area of ​​the reclassification interface so that the reclassification interface displays the target display area of ​​the blood cell image to be classified.

[0234] Then, the user can execute adjustment commands on a blood cell image in the area to be categorized in the recategorization interface, for example, by dragging it to the target display area.

[0235] The account terminal can receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to the target display area of ​​the blood cell image to be classified, thereby completing the category modification operation of the blood cell image to be classified.

[0236] Step S905: Save the final classification results of the blood cell images.

[0237] A category group corresponding to a display area is used to adjust the display area to which a blood cell image to be classified belongs at the display area level, that is, to adjust the category group to which the blood cell image to be classified belongs, and save the final classification result of the blood cell image.

[0238] The above steps S903 to S905 can be repeated multiple times to repeatedly modify the categories of different blood cell images.

[0239] Of course, this application can also adjust blood cell images in display areas outside the designated display area. In this case, there are two processing methods:

[0240] The first processing method is to move the blood cell images from other display areas to the display area to be classified.

[0241] This process can be found in Example 1 of the blood cell image classification method, and will not be described again here.

[0242] The second approach is to change the display area for the category.

[0243] After the category adjustment of one display area is completed, other display areas can be replaced as display areas to be classified, and so on, until the blood cell images in all display areas are classified.

[0244] That is, upon receiving a selection command from the user based on the multiple display areas, another display area specified by the selection command is designated as the temporary display area for classifying blood cell images. The process is then re-executed for the updated display area. Figure 9 The example shown.

[0245] See Figure 10 In the reclassification interface, the multiple display areas of the original classification results do not obstruct each other from the display area to be classified.

[0246] exist Figure 10 Based on the above, the account terminal can respond to the position adjustment operation of the area to be categorized and display the area to be categorized in the recategorization interface after the adjustment. For example, in Figure 10 Taking the bottom position of the area to be categorized as an example, the area to be categorized can also be adjusted to the top, left, right, etc.

[0247] See Figure 6 In the reclassification interface, the area to be classified floats above multiple display areas. In this embodiment, the area to be classified is in the form of a floating window.

[0248] exist Figure 6 Based on the above, the account terminal can respond to the position adjustment operation of the area to be categorized and display the area to be categorized in the recategorization interface after the adjustment. That is, the floating window can respond to the user's adjustment operation and can be moved to any position on the recategorization display interface.

[0249] exist Figure 6 Based on the above, if the area to be categorized and displayed obscures multiple display areas in the recategorization interface, the area to be categorized and displayed can be temporarily hidden.

[0250] The account terminal can respond to the status hiding operation of the area to be categorized and set the area to be categorized and set it to a hidden state; it can also respond to the status display operation of the area to be categorized and set it to a displayed state.

[0251] Based on the above technical features, this application has the following beneficial effects:

[0252] This invention provides a blood cell image classification method and sample analysis system. In this application, when it is necessary to reclassify the original classification results of blood cell images, a reclassification interface can be displayed. The reclassification interface includes multiple display areas for displaying multiple category groups in the original classification results and a display area to be classified. Furthermore, the position of the display area to be classified always remains on the current reclassification interface.

[0253] During the reclassification process, multiple display areas in the reclassification interface are adjusted to display the target display area corresponding to the blood cell image to be classified. Since both the target display area and the display area to be classified are on the reclassification interface, there is no need to drag to find the target category as in the existing technology. Instead, the blood cell image to be classified in the display area to be classified can be easily and conveniently moved to the target display area to complete the category change operation.

[0254] The blood cell image classification method provided in this application can easily and conveniently adjust the category of blood cell images, and can improve the accuracy and adjustment efficiency.

[0255] See Figures 2a-2c This application provides a sample analysis system corresponding to Embodiment 1 of the blood cell image classification method, including:

[0256] Memory 101, input device 102, display screen 103, and processor 104;

[0257] The processor 104 is configured to execute a software program stored in memory and receive the original classification results of blood cell images; wherein the original classification results include multiple display areas, one display area is used to display blood cell images of the same category in the original classification results; receive an adjustment instruction for a blood cell image in a display area already displayed on the reclassification interface, designate the blood cell image as the blood cell image to be classified, and move it from the display area to the unclassified display area; receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, so as to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images;

[0258] The display screen 103 is used to display a reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas in the original classification results, and to display a temporarily stored blood cell image to be classified display area, and the position of the display area to be classified always remains on the current reclassification interface.

[0259] Input device 102 is configured to respond to an adjustment operation of a blood cell image in the display area already displayed on the reclassification interface by sending an adjustment instruction for a blood cell image in the display area already displayed on the reclassification interface to the processor; and to respond to an adjustment operation of a blood cell image in the display area to be classified by sending an adjustment instruction for a blood cell image in the display area to be classified to the processor.

[0260] See Figures 2a-2c This application provides a sample analysis system corresponding to Embodiment 2 of the blood cell image classification method, including:

[0261] Memory 101, input device 102, display screen 103, and processor 104;

[0262] The processor 104 is configured to execute a software program stored in memory and receive the original classification results of blood cell images; wherein the original classification results include multiple classified display areas and unclassified display areas, one display area is used to display blood cell images of the same category in the original classification results, and the unclassified display areas are used to display blood cell images of undetermined categories in the original classification results; receive an adjustment instruction for a blood cell image to be classified in the unclassified display area to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images;

[0263] The display screen 103 is used to display a reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas in the original classification results and the unclassified display area, and the position of the unclassified display area always remains on the current reclassification interface.

[0264] Input device 101 is used to respond to an adjustment operation of a blood cell image to be classified in the unclassified display area by sending an adjustment instruction for the blood cell image to be classified in the unclassified display area to the processor.

[0265] See Figures 2a-2c This application provides a sample analysis system corresponding to Embodiment 1 of the blood cell image classification method, including:

[0266] Memory 101, input device 102, display screen 103, and processor 104;

[0267] The processor 104 is configured to execute a software program in memory and receive the original classification results of blood cell images; wherein the original classification results include multiple display areas, one display area is used to display blood cell images of the same category in the original classification results; one of the multiple display areas is used as a temporary display area for storing blood cell images to be classified; an adjustment instruction is received for one blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified; and the final classification result of the blood cell images is saved.

[0268] The display screen 103 is used to display a reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas in the original classification results and a display area to be classified, and the position of the display area to be classified always remains on the current reclassification interface.

[0269] Input device 101 is used to respond to an adjustment operation of a blood cell image in the display area to be classified and send an adjustment instruction for a blood cell image in the display area to be classified to the processor.

[0270] The input device is further configured to receive selection operations from the user based on the multiple display areas, and send selection instructions from the user based on the multiple display areas to the processor;

[0271] The processor is also configured to receive a selection instruction issued by the user based on the plurality of display areas, and to use another display area specified by the selection instruction as a temporary display area for blood cell images to be classified.

[0272] The display screen 103 is used to display the adjusted reclassification interface.

[0273] For detailed descriptions of the sample analysis systems corresponding to Embodiment 1, Embodiment 2, and Embodiment 3 of the blood cell image classification method, please refer to the corresponding embodiments, which will not be repeated here.

[0274] It should be noted that the above embodiments are only preferred embodiments of the present invention. Those skilled in the art can design more embodiments based on these embodiments, so they will not be elaborated here.

[0275] Various modifications to these embodiments will be readily apparent to those skilled in the art, and the general principles defined herein may be implemented in other embodiments without departing from the spirit or scope of the invention. Therefore, the invention is not to be limited to the embodiments shown herein, but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.

Claims

1. A sample analysis system, characterized in that, include: Memory, input devices, display screen, and processor; The processor is configured to execute a software program stored in memory and display multiple category groups from the original classification results of blood cell images on a display interface; wherein the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results; receive an adjustment instruction from a blood cell image in a display area already displayed on the reclassification interface, designate the blood cell image as the blood cell image to be classified, and move it from the display area to the unclassified display area; receive an adjustment instruction from a blood cell image to be classified in the unclassified display area to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images; The display screen is used to display the reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas, and to display a temporary blood cell image to be classified display area, the position of the display area to be classified always remains on the current reclassification interface. An input device is configured to respond to an adjustment operation of a blood cell image in the display area already displayed on the reclassification interface by sending an adjustment instruction for a blood cell image in the display area already displayed on the reclassification interface to the processor; and to respond to an adjustment operation of a blood cell image in the display area to be classified by sending an adjustment instruction for a blood cell image in the display area to be classified to the processor.

2. The sample analysis system as described in claim 1, characterized in that, It also includes a smear preparation apparatus and a slide reader connected to the smear preparation apparatus; The smear preparation device is used to prepare smears of the sample to be tested; The slide reader is used to capture and analyze images of blood cells in the prepared smear of the sample to be tested, obtain the original classification results of the blood cell images, and send the original classification results of the blood cell images to the processor.

3. The sample analysis system as described in claim 2, characterized in that, It also includes a blood analyzer and a control device, wherein the control device is communicatively connected to the blood analyzer, the smear preparation device and the slide reader; The blood analyzer is used to perform routine blood tests on the sample to be tested to obtain routine blood data; The control device is used to control the blood analyzer to perform a routine blood test on the sample to be tested, control the smear preparation device to prepare a smear of the sample to be tested, and then control the slide reader to capture and analyze images of blood cells in the prepared smear of the sample to be tested, and obtain the original classification results of the blood cell images.

4. The sample analysis system as described in claim 2, characterized in that, It also includes a communication server connected to the processor; In cases where multi-account collaborative classification operations are required, the initiating account sends the raw classification results of the blood cell image to the communication server; The communication server receives and stores the original classification results, receives login requests from one or more accounts, and identifies one or more logged-in accounts. The communication server pushes the current category results to one or more logged-in accounts; The communication server receives a category modification instruction for a blood cell image from a logged-in account, and in response to the category modification instruction, modifies the current category of the blood cell image in the current classification result, and obtains and saves the updated current classification result; The one or more logged-in accounts receive the current classification result pushed by the communication server; wherein the one or more logged-in accounts include the initiating account of the multi-account collaborative classification operation; The initiating account performs a final category modification operation on the blood cell image based on the current classification result, and sends the final category modification instruction for the blood cell image to the communication server; The communication server receives the final category modification instruction for the blood cell image from the initiating account, and in response to the final category modification instruction, modifies the current category of the blood cell image in the current classification result, and obtains and saves the final classification result.

5. A sample analysis system, characterized in that, include: Memory, input devices, display screen, and processor; The processor is configured to execute a software program stored in memory and display multiple category groups from the original classification results of blood cell images on a display interface; wherein the original classification results include multiple classified category groups and unclassified category groups, the display interface uses multiple display areas to display multiple classified category groups and uses unclassified display areas to display unclassified category groups, each classified category group includes blood cell images of the same category in the original classification results, and the unclassified category group includes blood cell images of undetermined categories in the original classification results; receive an adjustment instruction for a blood cell image in a display area already displayed on the reclassification interface, designate the blood cell image as the blood cell image to be classified, and move it from the display area to the unclassified display area; receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images; The display screen is used to display the reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas and the unclassified display area, and the position of the unclassified display area always remains on the current reclassification interface. An input device is configured to respond to an adjustment operation of a blood cell image to be classified in the unclassified display area by sending an adjustment instruction for the blood cell image to be classified in the unclassified display area to the processor.

6. A sample analysis system, characterized in that, include: Memory, input devices, display screen, and processor; The processor is configured to execute a software program stored in memory and display multiple category groups from the original classification results of blood cell images on a display interface; wherein the display interface displays multiple category groups using multiple display areas, and a category group includes blood cell images of the same category in the original classification results; receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified; and save the final classification result of the blood cell images; The display screen is used to display a reclassification interface in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas and the display area to be classified, and the position of the display area to be classified always remains on the current reclassification interface; An input device is configured to respond to an adjustment operation of a blood cell image in the display area to be classified, and send an adjustment instruction for a blood cell image in the display area to be classified to the processor.

7. The sample analysis system as described in claim 6, characterized in that, The input device is also configured to receive selection operations issued by the user based on the multiple display areas, and send selection instructions issued by the user based on the multiple display areas to the processor; The processor is also configured to receive a selection instruction issued by the user based on the plurality of display areas, and to use another display area specified by the selection instruction as a temporary display area for blood cell images to be classified. The display screen is used to display the adjusted reclassification interface.

8. A blood cell image classification method, characterized in that, include: The display interface shows multiple category groups from the original classification results of blood cell images; wherein, the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results; A reclassification interface is displayed in response to a reclassification command; wherein the reclassification interface is used to display the plurality of display areas, and to display a temporarily stored blood cell image to be classified display area, the position of the display area to be classified always remains on the current reclassification interface; Receive an adjustment instruction for a blood cell image in the display area already displayed in the reclassification interface, use the blood cell image as the blood cell image to be classified, and move it from the display area to the display area to be classified. Receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified; Save the final classification results of the blood cell images.

9. The blood cell image classification method as described in claim 8, characterized in that, Initially, the area to be categorized and displayed is empty.

10. The blood cell image classification method as described in claim 8, characterized in that, In the reclassification interface, the multiple display areas and the display area to be classified do not overlap.

11. The blood cell image classification method as described in claim 8, characterized in that, In the reclassification interface, the display area to be classified floats above the multiple display areas.

12. The blood cell image classification method as described in claim 10 or 11, characterized in that, Also includes: In response to the position adjustment operation of the display area to be categorized, the display area to be categorized after the adjustment is displayed in the recategorization interface.

13. The blood cell image classification method as described in claim 8, characterized in that, Also includes: In response to the state hiding operation of the display area to be categorized, the display area to be categorized is set to a hidden state; In response to the status display operation of the area to be categorized, the area to be categorized is set to be in display state.

14. A blood cell image classification method, characterized in that, include: The display interface shows multiple category groups from the original classification results of blood cell images; wherein, the original classification results include multiple classified category groups and unclassified category groups, the display interface uses multiple display areas to display multiple classified category groups, and uses an unclassified display area to display unclassified category groups, each classified category group includes blood cell images of the same category in the original classification results, and the unclassified category group includes blood cell images of undetermined category in the original classification results; A reclassification interface is displayed in response to a reclassification command; wherein the reclassification interface is used to display the plurality of display areas and the unclassified display area, and the position of the unclassified display area always remains on the current reclassification interface; Receive an adjustment instruction for a blood cell image in the display area already displayed in the reclassification interface, use the blood cell image as the blood cell image to be classified, and move it from the display area to the unclassified display area; Receive an adjustment instruction for a blood cell image to be classified in the unclassified display area, so as to move the blood cell image to be classified from the unclassified display area to the target display area of ​​the blood cell image to be classified; Save the final classification results of the blood cell images.

15. The blood cell image classification method as described in claim 14, characterized in that, In the reclassification interface, the multiple display areas of the original classification results do not obstruct each other from the unclassified display areas.

16. The blood cell image classification method as described in claim 14, characterized in that, In the reclassification interface, the unclassified display area floats above multiple display areas in the original classification results.

17. The blood cell image classification method as described in claim 15 or 16, characterized in that, Also includes: In response to the position adjustment operation of the uncategorized display area, the uncategorized display area after the adjustment is displayed in the recategorization interface.

18. The blood cell image classification method as described in claim 14, characterized in that, Also includes: In response to the state hiding operation of the uncategorized display area, the uncategorized display area is set to a hidden state; In response to the status display operation of the uncategorized display area, the uncategorized display area is set to be in display state.

19. A method for classifying blood cell images, characterized in that, include: The display interface shows multiple category groups from the original classification results of blood cell images; wherein, the display interface uses multiple display areas to display multiple category groups, and a category group includes blood cell images of the same category in the original classification results; One of the multiple display areas is designated as the display area for temporarily storing blood cell images to be classified. A reclassification interface is displayed in response to a reclassification command; wherein the reclassification interface is used to display multiple display areas in the original classification result and the display area to be classified, and the position of the display area to be classified always remains on the current reclassification interface; Receive an adjustment instruction for a blood cell image to be classified in the display area to be classified, so as to move the blood cell image to be classified from the display area to be classified to the target display area of ​​the blood cell image to be classified; Save the final classification results of the blood cell images.

20. The blood cell image classification method as described in claim 19, characterized in that, Also includes: The system receives an adjustment instruction for a blood cell image in the display area already shown in the reclassification interface, uses the blood cell image as the blood cell image to be classified, and moves it from the display area to the display area to be classified.

21. The blood cell image classification method as described in claim 19, characterized in that, The step of using one of the multiple display areas as a display area for temporarily storing the blood cell images to be classified includes: One of the pre-defined display areas among the multiple display areas is used as the display area for temporarily storing the blood cell images to be classified; and / or, The system receives selection instructions from users based on the multiple display areas and uses the display area specified by the selection instructions as the temporary display area for blood cell images to be classified.

22. The blood cell image classification method as described in claim 19, characterized in that, After designating one of the multiple display areas as a temporary display area for storing blood cell images to be classified, the method further includes: The system receives a selection instruction from the user based on the multiple display areas and designates another display area specified by the selection instruction as a temporary display area for blood cell images to be classified.

23. The blood cell image classification method as described in claim 19, characterized in that, Also includes: In response to the state hiding operation of the display area to be categorized, the display area to be categorized is set to a hidden state; In response to the status display operation of the area to be categorized, the area to be categorized is set to be in display state.

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