Rehabilitation training method, system and device for depression patients and medium

By using virtual reality technology and multi-sensory stimulation to simulate life scenarios, combined with personalized training strategies and dynamic difficulty adjustments, the problem of targeted attention and memory training for patients with depression has been solved, improving treatment effectiveness and patient compliance.

CN120998424APending Publication Date: 2025-11-21THE FIRST AFFILIATED HOSPITAL OF JINAN UNIV
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Patent Information

Application Number
CN202511122897.X
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-08-12
Publication Date
2025-11-21

AI Technical Summary

Technical Problem

Existing cognitive training systems cannot specifically address the issues of decreased attention and memory impairment in patients with depression, resulting in lengthy training times and poor treatment outcomes.

Method used

This invention provides a rehabilitation training method for patients with depression. It uses multi-sensory stimulation to train attention and working memory, simulates life scenarios using virtual reality technology, combines auditory, visual and kinesthetic senses, adopts personalized training strategies, dynamically adjusts the training difficulty, and conducts training through virtual reality headsets, controllers and professional headphones to achieve multi-sensory stimulation to train attention and working memory.

Benefits of technology

It improves the treatment effect for patients with depression, increases the fun and compliance of training, dynamically adjusts the training difficulty, provides personalized support for the patient's rehabilitation process, and improves training efficiency and effectiveness.

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Abstract

The invention provides a rehabilitation training method, system and device for a depression patient and a medium, and relates to the technical field of rehabilitation training.The method comprises the steps that by responding to account login operation, a logger corresponding to the account login operation is determined as a patient; based on the account information of the patient, determining a training strategy corresponding to the patient; receiving current training data of the training strategy executed by the patient; determining a first training result based on the current training data of the patient and the training data of other patients; determining a second training result based on the current training data of the patient and the historical training data of the patient; and determining a target training result based on the first training result and the second training result so as to realize attention and work memory training of multi-sensory stimulation, thereby improving the depression treatment effect.
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Description

Technical Field

[0001] This invention relates to the field of rehabilitation training technology, and more specifically, to a rehabilitation training method, system, device, and medium for patients with depression. Background Technology

[0002] Patients with depression commonly experience attention and working memory impairments, affecting their daily lives and work. Existing cognitive training systems cannot specifically address these issues, such as decreased attention and memory, making precise treatment difficult. This results in lengthy training sessions and poor treatment outcomes for patients. Summary of the Invention

[0003] In view of this, the purpose of the present invention is to provide a rehabilitation training method, system, device and medium for patients with depression, which realizes multi-sensory stimulation of attention and working memory training, thereby improving the treatment effect of depression.

[0004] Firstly, this application provides a rehabilitation training method for patients with depression, including: In response to a login account operation, the system identifies the user corresponding to the login account operation as the patient. Based on the patient's account information, determine the corresponding training strategy for the patient; the training strategy includes attention training and / or working memory training. Receive current training data from the patient regarding the implementation of the training strategy; Based on the current training data, the target training result for the patient is determined; wherein, based on the patient's current training data and the training data of other patients, a first training result is determined; based on the patient's current training data and the patient's historical training data, a second training result is determined; and based on the first training result and the second training result, the target training result is determined.

[0005] Optionally, determining the corresponding training strategy for a patient based on their account information also includes: Obtain the patient's historical training data from their last training session; Based on the historical training data from the previous training session, determine the highest and lowest difficulty levels in the historical training data from the previous training session. The patient's current training difficulty level is determined based on the highest and lowest difficulty levels.

[0006] Optionally, the patient's current training difficulty level is determined based on the highest and lowest difficulty levels, including: If the highest difficulty level differs from the lowest difficulty level by one level, then the patient's current training difficulty level is the lowest difficulty level. If the highest difficulty level differs from the lowest difficulty level by at least two levels, then the patient's current training difficulty level is the intermediate level between the highest and lowest difficulty levels.

[0007] Optionally, attention training includes any one of selective attention training, attention span training, intentional attention alertness training, attention allocation training, and sustained attention training. Working memory training includes working memory span task training and / or refresh and inhibition task training.

[0008] Optionally, selective attention training can be conducted through eye-hand games; Note that breadth training can be conducted using a guessing game where no one has changed. Intentional attention and alertness training are conducted through a game of hitting a ping-pong ball; Attention allocation training is conducted through a game where participants walk and think simultaneously. Sustained attention training is conducted through snowball fights; Working memory span training can be conducted using any one of the following: a supermarket shopping game, a flower shop purchasing game, or a friend-finding game. The refresh and suppression tasks were trained using a color word training game.

[0009] Optionally, the rehabilitation training method for patients with depression provided in this application further includes: In response to a login account operation, the system identifies the user corresponding to the login account operation as an administrator. Based on the administrator's account information, determine the patient information corresponding to the administrator; In response to the administrator's training plan implementation, determine the corresponding training strategies for patients; the training plan includes physician-suggested training plans and patient-intentioned training plans.

[0010] Secondly, this application provides a rehabilitation training system for patients with depression, comprising: The account login module is used to respond to login account operations and determine that the login user corresponding to the login account operation is a patient; The training plan module is used to determine the corresponding training strategy for the patient based on the patient's account information; the training strategies include attention training and / or working memory training. The data processing module is used to receive the current training data of the patient executing the training strategy; determine the target training result corresponding to the patient based on the current training data; wherein, a first training result is determined based on the patient's current training data and the training data of other patients; a second training result is determined based on the patient's current training data and the patient's historical training data; and a target training result is determined based on the first training result and the second training result.

[0011] Optionally, the rehabilitation training system for patients with depression provided in this application further includes: The data display module is used to display the target training results for the patient.

[0012] Thirdly, this application provides a rehabilitation training device for patients with depression, comprising: A training management device is configured to: respond to a login account operation; identify the user corresponding to the login account operation as a patient; determine a corresponding training strategy for the patient based on the patient's account information; wherein the training strategy includes attention training and / or working memory training; receive current training data of the patient executing the training strategy; determine a target training result for the patient based on the current training data; wherein a first training result is determined based on the patient's current training data and the training data of other patients; a second training result is determined based on the patient's current training data and the patient's historical training data; and a target training result is determined based on the first and second training results. The VR training device is used to receive the current training data of the patient executing the training strategy and send the current training data to the training management device.

[0013] Fourthly, this application provides a computer-readable storage medium storing computer instructions, which, when executed by a processor, implement a rehabilitation training method for patients with depression.

[0014] This invention provides a rehabilitation training method, system, device, and medium for patients with depression. The method involves responding to an account login operation to identify the logged-in account as belonging to the patient; determining the patient's corresponding training strategy based on the patient's account information; receiving the patient's current training data from executing the training strategy; determining a first training result based on the patient's current training data and training data from other patients; determining a second training result based on the patient's current training data and historical training data; and determining a target training result based on the first and second training results. This aims to achieve multi-sensory stimulation-based attention and working memory training, thereby improving the treatment effect of depression.

[0015] To make the above-mentioned objects, features and advantages of the present invention more apparent and understandable, preferred embodiments are described below in detail with reference to the accompanying drawings. Attached Figure Description

[0016] To more clearly illustrate the technical solutions of the embodiments of the present invention, the accompanying drawings used in the embodiments will be briefly introduced below. It should be understood that the following drawings only show some embodiments of the present invention and should not be regarded as a limitation on the scope. For those skilled in the art, other related drawings can be obtained based on these drawings without creative effort.

[0017] Figure 1 A flowchart of a rehabilitation training method for patients with depression provided by an embodiment of the present invention is shown; Figure 2 This invention provides a schematic diagram of the structure of a rehabilitation training system for patients with depression, according to an embodiment of the present invention. Figure 3 This invention provides a schematic diagram of the structure of a rehabilitation training device for patients with depression, according to an embodiment of the present invention. Figure 4 A schematic diagram of the structure of an electronic device provided in an embodiment of the present invention is shown. Detailed Implementation

[0018] To make the objectives, technical solutions, and advantages of the embodiments of the present invention clearer, 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. The components of the embodiments of the present invention described and shown in the accompanying drawings can generally be arranged and designed in various different configurations. Therefore, the following detailed description of the embodiments of the present invention provided in the accompanying drawings is not intended to limit the scope of the claimed invention, but merely to illustrate selected embodiments of the invention. All other embodiments obtained by those skilled in the art based on the embodiments of the present invention without inventive effort are within the scope of protection of the present invention.

[0019] This application provides a rehabilitation training method for patients with depression, specifically cognitive rehabilitation training targeting attention and working memory in patients with depression. (See attached document.) Figure 1 As shown in the embodiments of this application, the general flow of the rehabilitation training method for patients with depression is as follows: Step 110: In response to the login account operation, determine that the login user corresponding to the login account operation is the patient.

[0020] In the embodiments of this application, when responding to the login account operation and determining that the login account is a patient, the following methods are included but not limited to: after receiving the current account information entered through the account login interface, identifying the unique identifier in the current account information, such as medical record number, special characters or specified numbers, and determining whether the current account information is a patient or an administrator based on the unique identifier in the account information; and / or identifying or verifying through biometrics such as fingerprints or facial recognition.

[0021] Step 120: Based on the patient's account information, determine the corresponding training strategy for the patient; wherein, the training strategy includes attention training and / or working memory training.

[0022] In this application embodiment, the training strategy corresponding to the patient is determined based on the patient's account information, including but not limited to the following methods: determining the training strategy corresponding to the patient based on the determined mapping relationship between account information and training strategy.

[0023] Specifically, first, a database is established that associates unique identifiers in the patient's account information with training strategies. These training strategies include, but are not limited to, disease type (e.g., ICD code), rehabilitation stage (e.g., acute, recovery, or maintenance phase), baseline health indicators (e.g., BMI, muscle strength grade, etc.), and rehabilitation training plans. Then, the unique identifiers in the obtained patient account information are identified, and the corresponding training strategies are searched from the database based on these identifiers.

[0024] Furthermore, training strategies can be customized according to the patient's needs. For example, if the patient requests additional training on working memory, the training can be progressively increased in difficulty. For instance, during attention training, the difficulty can be increased from the lowest to the highest level. Alternatively, training can be tailored to the patient by a professional, such as cross-training attention and working memory.

[0025] In this embodiment, attention training includes any one of selective attention training, attention span training, intentional attention alertness training, attention allocation training, and sustained attention training. Selective attention refers to the process of focusing attention on a specific stimulus while selectively ignoring other stimuli. Based on the characteristics of selective attention, a scenario simulating selective attention can be implemented, and the "Quick Eyes and Hands" game can be used to train the patient's selective attention. Attention span, also known as attention range, refers to the number of objects that can be noticed at the same time. Based on the characteristics of attention span, a scenario simulating a need for continuously increasing attention span can be implemented, and the "Guess Who Didn't Change" game can be used to train the patient's attention span. Intentional attention alertness, as an important attribute of attention, involves maintaining a certain level of alertness through conscious effort, thereby rapidly receiving and processing specific information. Therefore, based on the characteristics of attentional alertness, simulating scenarios that require patients to be constantly alert to information sources in front of them and to process the information sources quickly can be done through the "Hitting Ping Pong" game to train patients' intentional attentional alertness; attentional allocation refers to the distribution of attention to two or more actions or objects, which is an important foundation for cognitive resource integration. Based on the characteristics of attentional allocation, simulating scenarios that require the allocation of attention to different things, so that patients can pay attention to two tasks at the same time and perform task operations simultaneously, can be done through the "Walking and Thinking" game to train patients' attentional allocation; sustained attention is the ability to maintain alertness and goal orientation for a long time in response to external stimuli. Based on the characteristics of sustained attention, simulating scenarios that require sustained attention, so that patients can keep their attention on what is in front of them, can be done through the "Snowball Fight" game to train patients' sustained attention.

[0026] Working memory training includes working memory span task training and / or refresh and inhibition task training. Working memory span tasks include verbal working memory tasks and visuospatial working memory tasks. In verbal working memory span tasks, subjects must process and recall presented stimuli (e.g., digit reversal tasks) or compare differences between stimuli presented sequentially (e.g., n-back). Verbal working memory can be trained using games like "Supermarket Shopping." In visuospatial working memory tasks, subjects must recall stimuli previously presented in different locations. Visuospatial working memory can be trained using games like "Flower Shop Procurement," "Flower Sales," and "Find a Friend." Refreshing and inhibition are important components of executive function, involving continuously modifying the content of working memory to match current task requirements based on newly presented information and suppressing interference from stimuli unrelated to the task requirements. Refreshing and inhibition can be trained using games like "Color and Word Training."

[0027] The above-mentioned application provides training for attention and working memory by setting up different games, thereby increasing fun and improving patient compliance. At the same time, the training games are close to real-life scenarios to serve as a buffer and help patients return to real life.

[0028] In this embodiment of the application, determining the training strategy corresponding to the patient based on the patient's account information further includes: obtaining the patient's historical training data from the last training session; determining the highest and lowest difficulty levels in the historical training data from the last training session based on the historical training data from the last training session; and determining the patient's current training difficulty level based on the highest and lowest difficulty levels.

[0029] Furthermore, if the highest difficulty level differs from the lowest difficulty level by one level, the patient's current training difficulty level is the lowest difficulty level; if the highest difficulty level differs from the lowest difficulty level by at least two levels, the patient's current training difficulty level is the intermediate difficulty level between the highest and lowest difficulty levels.

[0030] In a specific embodiment, when the patient logs in again, the intermediate difficulty level between the highest and lowest difficulty levels is obtained from the historical training data to start the next rehabilitation training. For example, if the highest difficulty level is 5 and the lowest difficulty level is 4, then the difficulty level of the next rehabilitation training is 4; if the highest difficulty level is 5 and the lowest difficulty level is 3, then the difficulty level of the next rehabilitation training is 3; if the highest difficulty level is 5 and the lowest difficulty level is 1, then the difficulty level of the next rehabilitation training is 3.

[0031] The method described above, which analyzes historical training data, can determine the upper and lower limits of a patient's training difficulty level and then adjust the current training difficulty level based on this information. In this way, the training difficulty can be dynamically adjusted based on the patient's historical performance, providing more personalized support for the patient's rehabilitation process. This not only helps patients gradually adapt to higher training difficulties but also effectively avoids poor training results or overload caused by inappropriate difficulty settings.

[0032] Step 130: Receive the current training data of the patient executing the training strategy.

[0033] In this embodiment, patients can perform training operations using virtual training devices such as helmets, controllers, and professional headphones, and receive feedback of the current training data corresponding to the training operations through the training devices.

[0034] Step 140: Based on the current training data, determine the target training result for the patient; wherein, based on the patient's current training data and the training data of other patients, determine the first training result; based on the patient's current training data and the patient's historical training data, determine the second training result; based on the first training result and the second training result, determine the target training result.

[0035] In this embodiment of the application, after obtaining the current training data, the current training data is compared with the training data of other patients to obtain a first training result, which can be used to motivate the patient to train; the current training data is compared with the patient's historical training data to obtain a second training result, which can be used to adjust the patient's training strategy to achieve a better training effect.

[0036] The present application analyzes the patient's current training data as described above, motivating the patient's training by comparing the patient's similarities or differences with other patients; it evaluates the patient's training progress and effectiveness by comparing the current training data with the patient's own historical training data, thereby helping to adjust the training strategy to improve training effectiveness; it determines the target training result by comparing the two results, realizing personalized training goal setting, taking into account both motivation and optimization of training effect; and it dynamically adjusts the incentive mechanism and training strategy through data comparison across patient and time dimensions, thereby continuously improving training effectiveness while maintaining patient enthusiasm.

[0037] In this embodiment of the application, a rehabilitation training method for patients with depression further includes: In response to a login account operation, the system identifies the user corresponding to the login account operation as an administrator. Based on the administrator's account information, determine the patient information corresponding to the administrator; In response to the administrator's training plan implementation, determine the corresponding training strategies for patients; the training plan includes physician-suggested training plans and patient-intentioned training plans.

[0038] In a specific embodiment, when a user logs in, the login account is first identified as an administrator by a unique identifier in the account information. Then, based on the correspondence between the identified account information and patient information, the patient information corresponding to the administrator is determined. The administrator can modify the training strategy for the patient corresponding to the administrator. For example, the current training strategy can be modified according to the patient's needs or the doctor's suggested training plan to develop a personalized training program. Through different operations and information processing, personalized rehabilitation training for patients with depression is realized, improving the effectiveness of training and patient satisfaction.

[0039] In the rehabilitation training method for patients with depression provided above in this application, attention and working memory training are achieved by combining auditory, visual and kinesthetic senses; training is more life-oriented and efficient by using realistic life scenarios and training tasks; immersive experience is achieved and fun is increased through human-computer interaction environment and training story background, effectively improving patient compliance; and patient training data is compared not only longitudinally within individuals but also horizontally with data from other patients, helping patients better understand their training progress.

[0040] Based on the above embodiments, this application provides a rehabilitation training system for patients with depression. (See attached document.) Figure 2 As shown, the rehabilitation training system for patients with depression provided in this application embodiment includes at least: Account login module 210 is used to respond to login account operations and determine that the login account is the patient; Training plan module 220 is used to determine the corresponding training strategy for the patient based on the patient's account information; wherein, the training strategy includes attention training and / or working memory training; The data processing module 230 is used to receive the current training data of the patient executing the training strategy; determine the target training result corresponding to the patient based on the current training data; wherein, a first training result is determined based on the patient's current training data and the training data of other patients; a second training result is determined based on the patient's current training data and the patient's historical training data; and a target training result is determined based on the first training result and the second training result.

[0041] In an optional embodiment, the training plan module 220 is used to: Obtain the patient's historical training data from the last training session; based on the historical training data from the last training session, determine the highest and lowest difficulty levels in the historical training data; based on the highest and lowest difficulty levels, determine the patient's current training difficulty level.

[0042] In an optional embodiment, the training plan module 220 is used to: If the highest difficulty level differs from the lowest difficulty level by one level, the patient's current training difficulty level is the lowest difficulty level; if the highest difficulty level differs from the lowest difficulty level by at least two levels, the patient's current training difficulty level is the intermediate difficulty level between the highest and lowest difficulty levels.

[0043] In one optional embodiment, attention training includes any one of selective attention training, attention span training, intentional attention alertness training, attention allocation training, and sustained attention training; working memory training includes working memory span task training and / or refresh and inhibition task training.

[0044] In one alternative embodiment, selective attention training is conducted through a quick-hands-eyes game; attention span training is conducted through a "Guess Who Didn't Change" game; intentional attention alertness training is conducted through a "Ping Pong" game; attention allocation training is conducted through a "Walking and Thinking" game; sustained attention training is conducted through a "Snowball Fight" game; working memory span task training is conducted through any one of the "Supermarket Shopping," "Flower Shop Stocking," and "Find a Friend" games; and refresh and inhibition task training is conducted through a "Color Word Training" game.

[0045] In an optional embodiment, the rehabilitation training system for patients with depression provided in this application further includes: a training plan management module for: In response to a login account operation, determine the current administrator corresponding to the login account; based on the current administrator, determine the patient information corresponding to the current administrator; in response to the current administrator's training plan operation, determine the training strategy for the patient corresponding to the training plan operation; wherein, the training plan includes a doctor-suggested training plan and a patient-preferred training plan.

[0046] In an optional embodiment, the rehabilitation training system for patients with depression provided in this application further includes: a data display module 240 for displaying the target training results corresponding to the patient.

[0047] In an optional embodiment, the rehabilitation training system for patients with severe depression provided in this application further includes: The administrator account management module 250 is used to manage administrator accounts in the system, including but not limited to functions such as account creation, modification, deletion, and access control.

[0048] The patient account management module 260 is used to manage relevant patient information, including but not limited to patient registration, personal information maintenance, and recovery progress tracking.

[0049] The system configuration module 270 is used to adjust and manage the configuration of the entire rehabilitation training system, ensuring the stable operation of the system and meeting the different needs of users, including but not limited to adjusting the system's performance parameters, interface settings, and enabling and disabling functions.

[0050] It should be noted that the principle of the rehabilitation training system for patients with depression provided in this application embodiment to solve the technical problem is similar to the rehabilitation training method for patients with depression provided in this application embodiment. Therefore, the implementation of the rehabilitation training system for patients with depression provided in this application embodiment can refer to the implementation of the rehabilitation training method for patients with depression provided in this application embodiment, and the repeated parts will not be described again.

[0051] Based on the above embodiments, this application provides a rehabilitation training device for patients with depression. (See attached document.) Figure 3 As shown, the rehabilitation training device for patients with depression provided in this application embodiment includes at least: The training management device 310 is configured to: respond to a login account operation and identify the login account as a patient; determine the corresponding training strategy for the patient based on the patient's account information; wherein the training strategy includes attention training and / or working memory training; receive current training data of the patient executing the training strategy; determine the corresponding target training result for the patient based on the current training data; wherein a first training result is determined based on the patient's current training data and the training data of other patients; a second training result is determined based on the patient's current training data and the patient's historical training data; and a target training result is determined based on the first and second training results. VR training device 320 is used to receive current training data of the patient executing the training strategy and send the current training data to the training management device.

[0052] In this application, the VR training device uses 3D software modeling technology to simulate a three-dimensional real-world environment, clearly and intuitively representing everyday life scenarios in the real world. This activates the patient's corresponding cognitive functions. Through an immersive VR training device, the training process for cognitive functions is presented in a flexible and vivid interactive way. Training items are categorized according to difficulty, combining verbal / non-verbal and sequential / non-sequential tasks. The VR training device includes, but is not limited to, hardware such as a virtual reality headset, professional headphones, and a computer.

[0053] It should be noted that the principle of the rehabilitation training device for patients with depression provided in this application embodiment to solve the technical problem is similar to the rehabilitation training method for patients with depression provided in this application embodiment. Therefore, the implementation of the rehabilitation training device for patients with depression provided in this application embodiment can refer to the implementation of the rehabilitation training method for patients with depression provided in this application embodiment, and the repeated parts will not be described again.

[0054] After introducing the rehabilitation training methods, systems, and devices for patients with depression provided in the embodiments of this application, the electronic devices provided in the embodiments of this application will be briefly introduced next.

[0055] See Figure 4 As shown, the electronic device 500 provided in this application embodiment includes at least a processor 501, a memory 502, and a computer program stored in the memory 502 and executable on the processor 501. When the processor 501 executes the computer program, it implements the rehabilitation training method for patients with depression provided in this application embodiment.

[0056] The electronic device 500 provided in this application embodiment may further include a bus 503 connecting different components (including processor 501 and memory 502). The bus 503 represents one or more types of bus structures, including memory bus, peripheral bus, local area bus, etc.

[0057] Memory 502 may include a readable storage medium in the form of volatile memory, such as random access memory (RAM) 5021 and / or cache memory 5022, and may further include read-only memory (ROM) 5023. Memory 502 may also include a program tool 5025 having a set (at least one) of program modules 5024, including but not limited to an operating subsystem, one or more application programs, other program modules, and program data, each or some combination of these examples may include an implementation of a network environment.

[0058] Processor 501 can be a single processing element or a collective term for multiple processing elements. For example, processor 501 can be a central processing unit (CPU), or one or more integrated circuits configured to implement the rehabilitation training method for patients with depression provided in the embodiments of this application. Specifically, processor 501 can be a general-purpose processor, including but not limited to CPUs, application-specific integrated circuits (ASICs), field-programmable gate arrays (FPGAs), or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, etc.

[0059] Electronic device 500 can communicate with one or more external devices 504 (e.g., keyboard, remote control, etc.), and also with one or more devices that enable a user to interact with electronic device 500 (e.g., mobile phone, computer, etc.), and / or with devices that enable electronic device 500 to communicate with one or more other electronic devices 500 (e.g., router, modem, etc.). This communication can be performed through input / output (I / O) interface 505. Furthermore, electronic device 500 can also communicate with one or more networks (e.g., local area network (LAN), wide area network (WAN), and / or public networks, such as the Internet) through network adapter 506. Figure 4As shown, network adapter 506 communicates with other modules of electronic device 500 via bus 503. It should be understood that, although... Figure 4 As not shown, other hardware and / or software modules may be used in conjunction with the electronic device 500, including but not limited to microcode, device drivers, redundant processors, external disk drive arrays, Redundant Arrays of Independent Disks (RAID) subsystems, tape drives, and data backup storage subsystems.

[0060] It should be noted that, Figure 4 The electronic device 500 shown is merely an example and should not impose any limitations on the functionality and scope of use of the embodiments of this application.

[0061] The following describes the computer-readable storage medium provided in the embodiments of this application. The computer-readable storage medium provided in the embodiments of this application stores computer instructions, which, when executed by a processor, implement the rehabilitation training method for patients with depression provided in the embodiments of this application. Specifically, the computer instructions can be built into or installed in a processor, so that the processor can implement the rehabilitation training method for patients with depression provided in the embodiments of this application by executing the built-in or installed computer instructions.

[0062] In addition, the rehabilitation training method for patients with depression provided in this application embodiment can also be implemented as a computer program product. The computer program product includes program code, which implements the rehabilitation training method for patients with depression provided in this application embodiment when running on a processor.

[0063] The computer program product provided in this application embodiment may employ one or more computer-readable storage media, which may be, but is not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination thereof. Specifically, more specific examples (a non-exhaustive list) of computer-readable storage media include electrical connections with one or more wires, portable disks, hard disks, RAM, ROM, erasable programmable read-only memory (EPROM), optical fibers, portable compact disc read-only memory (CD-ROM), optical storage devices, magnetic storage devices, or any suitable combination thereof.

[0064] The computer program product provided in this application embodiment can be a CD-ROM and include program code, and can also run on electronic devices such as computers. However, the computer program product provided in this application embodiment is not limited thereto. In this application embodiment, the computer-readable storage medium can be any tangible medium that contains or stores program code, which can be used by or in conjunction with an instruction execution system, device, or apparatus.

[0065] It should be noted that although several units or sub-units of the device have been mentioned in the detailed description above, this division is merely exemplary and not mandatory. In fact, according to embodiments of this application, the features and functions of two or more units described above can be embodied in one unit. Conversely, the features and functions of one unit described above can be further divided and embodied by multiple units.

[0066] Furthermore, although the operations of the method of this application are described in a specific order in the accompanying drawings, this does not require or imply that these operations must be performed in that specific order, or that all the operations shown must be performed to achieve the desired result. Additionally or alternatively, certain steps may be omitted, multiple steps may be combined into one step, and / or one step may be broken down into multiple steps.

[0067] Although preferred embodiments of this application have been described, those skilled in the art, upon learning the basic inventive concept, can make other changes and modifications to these embodiments. Therefore, the appended claims are intended to be interpreted as including the preferred embodiments as well as all changes and modifications falling within the scope of this application.

[0068] Obviously, those skilled in the art can make various modifications and variations to the embodiments of this application without departing from the spirit and scope of the embodiments of this application. Therefore, if these modifications and variations to the embodiments of this application fall within the scope of the claims of this application and their equivalents, this application also intends to include these modifications and variations.

Claims

1. A rehabilitation training method for patients with depression, characterized in that, Cognitive rehabilitation training for treating attention and working memory in patients with depression, the methods include: In response to a login account operation, the user corresponding to the login account operation is determined to be a patient; Based on the patient's account information, a corresponding training strategy is determined for the patient; wherein, the training strategy includes attention training and / or working memory training; Receive the current training data of the patient executing the training strategy; Based on the current training data, a target training result corresponding to the patient is determined; wherein, based on the patient's current training data and the training data of other patients, a first training result is determined; based on the patient's current training data and the patient's historical training data, a second training result is determined; and based on the first training result and the second training result, the target training result is determined.

2. The rehabilitation training method for patients with depression according to claim 1, characterized in that, Determining the training strategy corresponding to the patient based on the patient's account information also includes: Obtain the patient's historical training data from their last training session; Based on the historical training data from the previous training, determine the highest and lowest difficulty levels in the historical training data from the previous training. The patient's current training difficulty level is determined based on the highest and lowest difficulty levels.

3. The rehabilitation training method for patients with depression according to claim 2, characterized in that, Based on the highest difficulty level and the lowest difficulty level, the patient's current training difficulty level is determined, including: If the highest difficulty level differs from the lowest difficulty level by one level, then the patient's current training difficulty level is the lowest difficulty level. If the highest difficulty level differs from the lowest difficulty level by at least two levels, then the patient's current training difficulty level is the intermediate difficulty level between the highest and lowest difficulty levels.

4. The rehabilitation training method for patients with depression according to claim 1, characterized in that, The attention training includes any one of selective attention training, attention span training, intentional attention alertness training, attention allocation training, and sustained attention training. The working memory training includes working memory breadth task training and / or refresh and inhibition task training.

5. The rehabilitation training method for patients with depression according to claim 4, characterized in that, The selective attention training is conducted through a quick-hands-eyes game; The attention span training was conducted using a guessing game; The intentional attentional alertness training was conducted through a game of hitting a ping-pong ball; The attention allocation training was conducted through a game where participants walked and thought simultaneously. The sustained attention training was conducted through a snowball fight game; The working memory span task training is conducted through any one of the following: a supermarket shopping game, a flower shop purchasing game, or a friend finding game. The refresh and suppression tasks are trained using a color word training game.

6. The rehabilitation training method for patients with depression according to claim 1, characterized in that, Also includes: In response to a login account operation, the user corresponding to the login account operation is determined to be an administrator; Based on the administrator's account information, determine the patient information corresponding to the administrator; In response to the administrator's training plan operation, the training strategy for the patient corresponding to the training plan operation is determined; wherein, the training plan includes a doctor-suggested training plan and a patient-intentioned training plan.

7. A rehabilitation training system for patients with depression, characterized in that, include: The account login module is used to respond to the login account operation and determine that the login user corresponding to the login account operation is a patient; The training plan module is used to determine the training strategy corresponding to the patient based on the patient's account information; wherein, the training strategy includes attention training and / or working memory training; A data processing module is configured to receive current training data of the patient executing the training strategy; determine the target training result corresponding to the patient based on the current training data; wherein, a first training result is determined based on the patient's current training data and the training data of other patients; a second training result is determined based on the patient's current training data and the patient's historical training data; and the target training result is determined based on the first training result and the second training result.

8. The rehabilitation training system for patients with depression according to claim 7, characterized in that, Also includes: The data display module is used to display the target training results corresponding to the patient.

9. A rehabilitation training device for patients with depression, characterized in that, include: A training management device is used to determine, in response to a login account operation, that the user corresponding to the login account operation is a patient; Based on the patient's account information, a training strategy corresponding to the patient is determined; wherein, the training strategy includes attention training and / or working memory training; current training data of the patient executing the training strategy is received; based on the current training data, a target training result corresponding to the patient is determined; wherein, based on the patient's current training data and the training data of other patients, a first training result is determined; based on the patient's current training data and the patient's historical training data, a second training result is determined; based on the first training result and the second training result, the target training result is determined. The VR training device is used to receive the current training data of the patient executing the training strategy and send the current training data to the training management device.

10. A computer-readable storage medium, characterized in that, The computer-readable storage medium stores computer instructions that, when executed by a processor, implement the rehabilitation training method for patients with depression as described in any one of claims 1 to 6.