Abstract: The disclosed embodiments include computer-implemented systems and processes that provision targeted alternative product information based on structured messaging data. For example, an apparatus may receive a message that characterizes a real-time payment requested by a first counterparty from a second counterparty, and is associated with a first product provisioned to the second counterparty by the first counterparty. The apparatus may determine that a second product is available to the second counterparty based on the message. Further, the apparatus may transmit notification data to a device operable by the second counterparty. The notification data includes product data characterizing the second product, and causes an application program executed at the device to present at least a portion of the product data within a digital interface. The apparatus also receives a response to the notification data from the device and, based on the response, provisions the second product to the second counterparty.

Abstract: A wine-food pairing system utilizes a computing device in electronic communication with a server having a presentation layer and a data layer. The presentation layer of the server is a wine-food pairing website and/or web application that utilizes a method of matching wine and food based on molecular gastronomy. The resulting system enables the convenient, cost-effective, and efficient matching of wine and food by average consumers and sophisticated businesses alike.

Abstract: The present disclosure includes apparatuses, methods, and systems for a virtual reality dressing room. In an example, an apparatus can include a memory device and a processing device communicatively coupled to the memory device. The processing device can receive a first image of a user, receive first input associated with a clothing item via a display in communication with the processing device, provide, via the display, a second image of the clothing item on the user, receive second input associated with the clothing item via the display indicating the user approves the clothing item, and execute instructions to physically provide the clothing item to the user.

Abstract: Systems and methods for purchasing items via interactive images. Inventory data of merchants is stored in a database associated with a payment processing service (PPS). The inventory data includes item information and item image(s). The PPS obtains an image. Based on the inventory data and the image, a first portion of the image including a first item offered for sale by a first merchant and a second portion including a second item offered for sale by a second merchant are identified. A selectable control is presented with the image within a threshold distance of at least one of the first item or the second item. When the selectable control is selected, item information for the first item and the second item and an additional control(s) are presented. Selection of the additional control(s) allows the customer to add the item(s) to a virtual cart.

Abstract: A system determines a transaction's risk level from the routing number. The system includes a processor, a list of routing numbers and a group of transactions. Each transaction includes a dollar amount, a sender, and a routing number of a receiving institution. For each respective routing number, based on the transactions, the processor determines a transaction volume of the routing number and a probability of a legitimate transaction from the routing number to other routing numbers on the list. For each other routing number on the list, based on the transaction volume of the routing number, the processor determines risk curves for transactions from the sender to the routing number based on dollar amount and relative probability of legitimate transactions being sent from the sender to the other routing number. For a new transaction from the sender, a risk score is computed based on its dollar amount and routing number.

Abstract: A computer-implemented method includes storing parameters that define data requested by a client device. The method also includes receiving the data that satisfies the parameters from interaction channels in response to a request for the data. The method further includes detecting unique identifiers in the data. Each unique identifier of the unique identifiers can be associated with an entity. Additionally, the method includes generating subsets of data for each of the unique identifiers. The method also includes causing a display of the subsets of data for each unique identifier at a user interface of the client device. The subsets of data for each unique identifier can be sent to the client device as separate files.

Abstract: An embodiment of the present invention is directed to facilitating the servicing of loans. Loan servicing generally refers to a process that involves collecting payments, interest and escrow payments from a borrower. Loans as well as an ability to service the loans may be transferred from one servicer to another servicer to yet another servicer multiple times over. With an embodiment of the present invention, blockchain may track all the different elements of a loan for various participants including customers, investors and/or other participants. With an embodiment of the present invention, a servicer marketplace where loans may be transferred realizes significant efficiencies for loan transactions including loan transfers, loan boarding, etc.

Abstract: Embodiments of the present invention assist in the development, management, and deployment of aggregated data attributes for multiple data sources. One embodiment provides a development interface that allows for elements of attributes, including filters, to be moved into a coding area in which an attribute or an attribute element is being edited. In another embodiment, the user interface presents data fields to assist in the development of filters for multiple data sources with divergent formats. The application further provides a validation interface through which users can validate attributes and trace the results returned by various elements referenced by the attributes under validation. Another embodiment provides a system for managing attributes and deploying them to various systems by creating a deployment file that is used by an attribute calculation system. In one embodiment, the attribute calculation system is a scalable system that dynamically calculates attributes for multiple data sources.

Abstract: Technologies for efficiently determining credit loss sensitivity to macroeconomic impacts include a compute device. The compute device includes circuitry configured to determine for each asset category in a set of multiple asset categories, a set of macroeconomic variables that affect a credit loss for the corresponding asset category. The circuitry is further configured to obtain data indicative of a change to be applied to a selected macroeconomic variable of the set of macroeconomic variables. Additionally, the circuitry is configured to calculate, for each asset category determined to be affected by the selected macroeconomic variable, an estimated credit loss resulting from the change in the selected macroeconomic variable while excluding from the calculation one or more asset categories from the set of multiple asset categories that have been determined to not be affected by the selected macroeconomic variable and present, in a user interface, the estimated credit loss.

Abstract: Disclosed are various embodiments for determining and accepting dynamic payments in an open network. Various embodiments can retrieve financial transaction historical data of a user from a plurality of accounts and calculate a collection rate by dividing a historical net profit by an expected repayment amount. Various embodiments can then issue a loan from a provider to the user. The loan can include a repayment schedule that utilizes the collection rate applied to a net profit for each of the plurality of accounts during a repayment period. Various embodiments can then retrieve financial transaction data for the repayment period of the repayment schedule. Various embodiments can then transfer a portion of the net profit for each of the plurality of accounts to an account of the provider.

Abstract: The present disclosure involves systems, software, and computer-implemented methods for providing assisted channel credit application completion for customers, where approval of the credit application results in an automatic integration of payment credentials into a corresponding digital wallet. One example method includes receiving, via an assisted channel user terminal, a request to apply for a new credit account for a customer. Input into a digital credit application is input by an employee or teller on behalf of the customer. A credit adjudication process is performed on the application, and, in response to approval, a new credit account associated with the customer and corresponding payment information is created. A system to which the set of payment information is to be provided is identified, and the set of payment information associated with the new credit account is transmitted to those systems to be automatically integrated into those systems' digital wallets.

Abstract: A computerized-method for reducing false-positive transaction-alerts in a trade-surveillance system. The computerized-method includes operating a raw-news-filtering module to select raw input stock-news to yield filtered stock-news. The raw input stock-news includes events which are related to stock market and each event in the events has associated news-metadata. Operating an alert-discovery module to evaluate transaction-alerts, based on the filtered stock-news, and to yield transaction-alert related data points. Operating K-means-clustering module to collect the transaction-alert related data points and form clusters of the transaction-alert related data points, where each cluster is associated with a category.

Abstract: A method for facilitating integrated computations in a microservice environment is disclosed. The method includes determining a list of profiles based on a generated global context, the list relating to an ordered representation of the profiles for calculating; loading data sets from various sources, each of the data sets including a context identifier; aggregating trade data from a trade capture listener to prepare for the calculating, the trade data including trade valuation data; retrieving position data for each of the profiles in the list, the position data including corresponding position valuation data; invoking computation devices for each of the profiles in the list based on a corresponding agreement type, the data sets, the trade data, and the position data; and notifying downstream applications based on the corresponding agreement type, the notification including an availability of a calculation result from the computation devices.

Abstract: A method implemented by a private company securities platform executing on a processor is provided. The method includes receiving an input in a non-standardized format and including non-standardized information. The method includes updating the non-standardized information into a standardized order format to generate a security order including standardized order data. The method includes automatically generating and transmitting a first notification including the standardized order data to an issuer. The transmitting of the first notification triggers a countdown for a transaction approval for the issuer. The method includes automatically generating and transmitting second notifications to all parties to the security order. The second notifications requests signatures for a transfer agreement including the standardized order data.

Abstract: A system that includes a computer is described. The computer includes a processor and a memory. The memory includes instructions such that the processor is programmed to receive data corresponding to at least one of a bid request or a labor request and determine a trades group corresponding to the at least one of the bid request or the labor request. The memory further includes instructions such that the processor is programmed to generate a post displaying information corresponding to the at least one of the bid request or the labor request within a news feed corresponding to the trades group.

Abstract: Methods, systems, and computer program products are provided for performing a transaction on a blockchain network including an arbitrage transaction within a single blockchain transaction. A computer-implemented method may include receiving a request for a trade from a client device, wherein the request for the trade comprises a first amount of a first cryptocurrency; generating a blockchain transaction comprising a first trade message for the first amount of the cryptocurrency and a second trade message for a second amount of a second cryptocurrency; and executing the first trade message and the second trade message on a blockchain network to execute a first trade associated with the first trade message and to execute a second trade associated with the second trade message.

Abstract: Auctioning mechanisms adapted to improve the integrity of dark order block trading are provided.

Abstract: Various examples are directed to computer-implemented systems and methods for providing an alternative investment asset dashboard. A method includes receiving a financial asset input indicating financial instruments from or regarding a user having an online financial services account, and using the financial asset input to locate and extract physical asset data or impact data based on the financial asset input. Physical assets or impacts of financial instruments are determined based on the physical asset data or the impact data, and an investment asset dashboard is composed for the user based on the physical assets or the impacts. The investment asset dashboard is displayed on a graphical user interface.

Abstract: Embodiments of the disclosed systems and methods provide for the management of digital assets and associated asset distribution architectures. Assets may be associated with digital tokens which may be used in connection with various disclosed management paradigms. Marketplace service and token rights management services are described that facilitate, among other things, payment from consumers and/or other parties to artists and/or rightsholders, interactions with media services including content distribution network(s) and/or packaging services, management of rights to digital assets using key management and/or DRM services and/or blockchain services, which may be used to manage associated tokens using trusted ledgers and/or blockchains. In addition, fractional ownership rights may be associated and managed in connection with digital assets, enabling multiple parties to acquire shares in digital assets and be remunerated based on the consumption of such assets.

Abstract: Platform-agnostic digital assistant methods and apparatuses are provided. The apparatuses and methods include a processor configured by a memory to receive user data from a storage, wherein the storage includes informational contents, establish a communication channel with an entity, utilize the communication channel to exchange a plurality of information related at least to a user and a language component between the processor and the entity, extract at least one user datum from the plurality of information by analyzing the second portion of the plurality of information, modify the informational contents of the storage based on at least one of the user datum and the plurality of information, generate a task datum as a function of the modified informational contents and transmit the task datum to the entity.

Abstract: Systems and methods for generation and use of vendor management platform architectures are disclosed. A compliance component may be utilized to receive user input data indicating supply contracts between a client and a vendor. The user input data may be utilized to determine insurable obligations associated with the supply contract and provide indications as to whether or not the vendor is compliant with the insurable obligation required by the supply contract. An exposure assessment component may be utilized to determine an exposure score associated with a client account and/or a vendor account based on various compliance factors, spending amounts, and/or properties associated with at least one of goods and/or services that a vendor will supply to a client.

Abstract: Disclosed herein are system, method and computer program product embodiments for implementing an expenditure visualization application. An embodiment obtains an identifier of a parent cost object, accesses one or more databases of cost accounting data to generate a data structure that represents a hierarchy of cost objects that includes the parent cost object and one or more child cost objects that depend therefrom, the data structure storing planned data and expenditure data for each cost object in the hierarchy, generates based on the data structure a tree view graphical user interface (GUI) control that represents each cost object in the hierarchy of cost objects as a corresponding node, each node in the tree view GUI control including an expenditure visualization representing the planned data and the expenditure data for the corresponding cost object, and provides the tree view GUI control for display via a GUI of the application.

Abstract: A system for parsing journal entries is configured to receive input data comprising a plurality of journal entries from one or more data sources and consecutively parse each respective journal entry. The journal entries can be parsed according to an algorithm that selects subsets of either credit or debit records from the journal entry, identifies matching subsets of records that foot to zero when combined with the selected records, and removes subsets containing records in the matching subsets from respective credit and debit data structures.

Abstract: Embodiments of the present disclosure provide a method, system and storage medium for generating a voucher. The method comprises: obtaining an original voucher; extracting key information of the original voucher; dividing the original voucher into at least one original voucher set based on the key information, the original voucher set including at least one original voucher of a first voucher type; and generating at least one target bookkeeping voucher corresponding to the at least one original voucher set.

Abstract: A computer-implemented method for predicting agricultural management practices, includes: generating a training dataset that comprises a plurality of years of known management practices associated with a plurality of fields dispersed within geographic region along with a corresponding plurality of years of first remote sense images; training a Bayesian crop model to predict the plurality of years of known management practices associated with the plurality of fields using the corresponding plurality of years of first remote sense images as inputs; providing a time series of second remote sense images associated with a corresponding field having unknown management practices as exclusive inputs to the Bayesian crop model; and executing the Bayesian crop model to predict a key management practices for the corresponding field.

Abstract: A drilling system may have a drilling rig with a drill string including a BHA with a drill bit. The method may include determining a current BHA location and a future BHA location based on the current BHA location and a current trajectory of the BHA and comparing the future BHA location to a target drilling path. When the future BHA location is a predetermined distance from the target drilling path, then a plurality of geometric convergence paths may be generated, each providing a convergence solution from the current BHA location toward the target drilling path. The method may include determining (i) a distance to drill, (ii) an overall curvature, and (iii) a time required for drilling, of each of the geometric convergence paths and selecting a geometric convergence path responsive to the above. The wellbore may be drilled in accordance with the selected one of the plurality of geometric convergence paths.

Abstract: Methods and systems of directing the movement of a plurality of batch delivery systems between a loading area and a continuous material processor determine a location of each of at least two of the plurality of batch delivery systems; determine a state of each of the located batch delivery systems; predict an estimated time of arrival at the continuous material processor of a loaded batch delivery system in transit from the loading area to the continuous material processor; predict a number of loaded batch delivery systems that will be located at the continuous material processor at a future time; estimate an idle time for the predicted number of loaded batch delivery systems at the continuous material processor; predict a time when the continuous material processor will be in a No-Material state; and direct the movement of at least one of the plurality of batch delivery systems to minimize at least one of the estimated idle time and the time when the continuous material processor will be in the No-Material s

Abstract: In order to suitably assist the development of a new food product, a food development assistance apparatus (1) includes: an accepting means (11) for accepting a request regarding development of a new food product; an inferring means (12) for inferring, based on the request and a learned model which has learned a relation between a method for producing an existing product which is an existing food product and at least one selected from the group consisting of an ingredient used in the existing product, a commodity category of the existing product, a development concept of the existing product, and a property of the existing product, a method for producing a new product which matches the request; and an outputting means (13) for outputting information which indicates the method for producing the new product inferred by the inferring means.

Abstract: Systems, methods, and apparatuses are provided for operating an energy market platform for an energy trade for at least one aggregator using an electronic computing device. A time period is specified for the energy trade is subdivided into a multiplicity of time units. A respective energy potential is determined for each of the time units according to at least one energy system. The respective energy potential is represented so as to be visible to the aggregator on the energy market platform. A time-unit-dependent trade energy request is compared with the corresponding energy potential using an input by the aggregator. A multiplicity of at least partially electrically operated motor vehicles is provided. Using the energy market platform, the respective energy is determined such that, at a specific time point, a respective at least partially electrically operated motor vehicle assumes a specific energy volume.

Abstract: The present invention relates to a hotel room online marketplace system, methods, and network that enables secondary buyers to purchase subsets of hotel rooms from hotel room block owners (block owners) that would otherwise go unused and assume the same contract terms as the block owners. Such contract terms can comprise a number of hotel rooms, a price for the number of hotel rooms, a room type, an occupancy date for the number of hotel rooms, and other terms. Fees can be collected and/or paid between the hotel, the block owner, and/or the secondary buyer. The marketplace can also curate third-party digital content to enhance the offer-for-sale listings and value proposition to secondary buyers.

Abstract: An information processing device includes a product/service registration means and a sales condition reception means that respectively receive sales condition information a, b, c . . . and product service information a, b, c . . . from a plurality of information providing sources. A sales condition conversion means that converts, when there is a plurality of pieces of sales condition information a, b, c . . . in different forms, the sales condition information in the different forms into a single form. A product/service display processing means that displays a price in the content of the product service information a, b, c . . . to a first user at a wholesale price or a price corresponding to the wholesale price in the single form and displays the price in the content of the product service information a, b, c . . . to a second user at a list price or a price corresponding to the list price in the single form.

Abstract: A property management platform operates to: receive from a client device maintenance notification data that indicates a selected one of a plurality of maintenance issue categories and a selected one of a plurality of maintenance issue types that is specific to the selected one of the plurality of maintenance issue categories and a property identifier that indicates a specific property unit; automatically determine, based on the maintenance notification data, specific premises equipment at the specific property unit; generate maintenance self-help data, based on the maintenance notification data and the specific premises equipment at the specific property unit, wherein the maintenance self-help data includes self-help procedures specific to the specific premises equipment; send the maintenance self-help data to a user client device for display via a graphical user interface; receive from the client device, maintenance self-help results data indicating whether or not the selected one of the plurality of mainten

Abstract: Techniques provide consistent and accurate estimates for the time, materials, and cost of building a house or other structure based on attributes of a lot being evaluated.

Abstract: Two sets of data, each containing property listings, are obtained from two discrete merchant platforms. Each property listing in a set of data of a first merchant is sequentially paired with each of the property listings in a set of data of a second merchant. For each pair, each image of the property listing of the first merchant is compared to each image of the property listing of the second merchant, and images of statistically sufficient similarity are identified. The similarity of images, and in particular, of similar images likely to be rooms of the property, are considered in a determination of whether the product listings of the first and second merchant are for the same cross-listed product.

Abstract: A method for processing documents that separates versions of an input contract document based on an amendment history; specifies a template document from the versions of the input contract document; searches a database containing past contract documents that share identical or a similar template document with the input document, wherein each of the past contract documents includes versions of the past contract documents; extracts one or more versions of the past contract documents that contain contents similar to the input contract document from the past contract documents that share the identical or similar template document with the input document; and presents a first amendment candidate of the input contract document based on contents of a first version of the extracted past contract document in the extracted one or more versions of the past contract documents, together with the input contract document.

Abstract: There is provided a method and system for monitoring a clinical response in a mental health environment. The method comprises receiving alarm data indicative of a triggered alarm associated with a door mounted within a door frame; receiving, from an angle sensor, angle data indicative of a measured angle of the door relative to the door frame; detecting an entry through the door in dependence on a change in the measured angle of the door indicated by the angle data; and outputting an indication of a clinical response in dependence on the detection of the opening of the door.

Abstract: An apparatus for automatically generating a profile evaluation is disclosed. The apparatus comprises at least a processor and a memory communicatively connected to the at least a processor. The memory instructs the processor to extract a user profile from a user. The memory then instructs the processor to generate a verified user profile as a function of the user profile. The memory instructs the processor to identify at least one evaluation factor associated with the verified user profile. The memory additionally instructs the processor to generate a profile evaluation as a function of the at least one evaluation factor. The memory instructs the processor to display the profile evaluation using a display device.

Abstract: Described is a digitized mail control system. The system may include a server having a memory storing mail data associated with a user and a user computing device coupled to the server. The server may be programmed to receive an access signal from the user computing device that has accessed the system. In response to receiving the access signal, the server may process the user data and locate the stored mail data associated with the user data. The server may then create and send for execution on the user computing device instruction to display mail data including sender information and action buttons associated with predetermined actions to take in response to the sender information. The server may receive a signal including a selected action associated with a selected action button with regard to a selected sender and automatically execute program code corresponding to the selected action.

Abstract: An image capturing apparatus includes a capture part acquiring image data, and a display displaying an image on a display based on the image data. First information acquired includes at least either an azimuth angle or an elevation angle as a direction of the image and at least either an angle of view of the image or angle-of-view related information calculating the angle of view. When a second direction of a second image is included within a range of a first angle of view in a first direction of a first image, the second image is associated with the first image, and the first image is displayed within the display, and display is performed in a state in which the second image to be associated with the first image is overlapped on the first image within the display as the second image or second information indicating the second image.

Abstract: Watermarking media content, in combination with blockchain and distributed storage networks, prevents the proliferation of Deepfake content. Digital watermarks are embedded in the audio and video tracks of video clips of trusted content producers at the time the videos are captured or before they are distributed. The watermarks are detected at the social media network's portals, nodes, and back ends. The embedded watermark imparts a unique identifier to the video, that links it to a blockchain. The watermarks also allow video source tracking, integrity verification, and alteration localization. The watermark detectors can be standalone software applications, or they can be integrated with other applications. They are used to perform three main tasks: (1) they alert the Internet user when he watches an inauthentic news video, so that he may discard it, (2) they prevent a Deepfake content from propagating through the network (3) they perform forensic analysis to help track and remove Deepfake content postings.

Abstract: Systems and methods are described for obfuscating variants of content segments. Variants of content segments can be used to encode an identifying sequence in a transmission of content. The variants of the content segments can each include one or more marked frames and one or more unmarked frames. Variations can be introduced into the unmarked frames for each of the variants of the content segments.

Abstract: A novel human interface with excellent operability is provided. A novel data processing device with excellent operability is provided. A novel data processing device, a novel display device, or the like is provided. An input and output device is supplied with image data and supplies sensing data, and an arithmetic device supplies the image data and is supplied with the sensing data. The input and output device includes a plurality of display portions that display display data and a sensing portion that senses an object obscuring one of the display portions, and includes one region provided with the one of the display portions and the sensing portion, another region provided with the other display portions, and a curved portion between the one region and the other region. The arithmetic device includes an arithmetic portion and a memory portion that stores a program to be executed by the arithmetic portion.

Abstract: One embodiment provides for a general-purpose graphics processing unit comprising a processing array including multiple compute blocks, each compute block including multiple processing clusters and a thread dispatch unit to dispatch threads of a workload to the multiple compute blocks based on a parallelism metric, wherein the thread dispatch unit, based on the parallelism metric, is to perform one of a first operation and a second operation, the first operation to distribute threads across the multiple compute blocks and the second operation is to concentrate threads within one of the multiple compute blocks.

Abstract: This application relates to an illumination information loading method and apparatus, a computer device, and a storage medium, and to the field of games. The method includes: determining at least one candidate illumination information storage block, the candidate illumination information storage block being an illumination information storage block associated with a target image (202); determining a storage block weight corresponding to the at least one candidate illumination information storage block (204); and determining a target illumination information storage block from the at least one candidate illumination information storage block based on the storage block weight, and loading the target illumination information storage block, a loaded illumination information storage block being configured for performing illumination calculation to perform rendering, so as to obtain a target image (206).

Abstract: A method for minimizing latency of moving objects in an augmented reality (AR) display device is described. In one aspect, the method includes determining an initial pose of a visual tracking device, identifying an initial location of an object in an image that is generated by an optical sensor of the visual tracking device, the image corresponding to the initial pose of the visual tracking device. rendering virtual content based on the initial pose and the initial location of the object, retrieving an updated pose of the visual tracking device, tracking an updated location of the object in an updated image that corresponds to the updated pose, and applying a time warp transformation to the rendered virtual content based on the updated pose and the updated location of the object to generate transformed virtual content.

Abstract: The disclosed computer-implemented method may include (1) accessing a video portraying an object within a set of frames, (2) defining a subset of key frames within the video based on movement of the object across the set of frames, (3) generating, for each key frame within the subset of key frames, a spline outlining the object within the key frame, (4) receiving input to adjust, for a selected key frame within the subset of key frames, a corresponding spline, and (5) interpolating the adjusted spline with a spline in a sequentially proximate key frame to define the object in frames between the selected key frame and the sequentially proximate key frame. Various other methods, systems, and computer-readable media are also disclosed.

Abstract: Methods and apparatus for blending unknown pixels in overlapping images. In one embodiment, an action camera captures two hyper-hemispherical fisheye images that are stitched to a 360° panorama. In order to remove exposure differences between the two cameras, the images are pre-processed prior to multiband blending. The pre-processing leverages image information from pixels to make informed guesses about pixels that were not captured. In particular, various pixels with different knowability (e.g., known, unknown, consistent, and conflicting) may be handled differently so as to emphasize/de-emphasize their importance in pre-processing.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, that use generative adversarial models to increase the quality of sensor data generated by a first environmental sensor to resemble the quality of sensor data generated by another sensor having a higher quality than the first environmental sensor. A set of first and second training data generated by a first environmental sensor having a first quality and a second sensor having a target quality, respectively, is received. A generative adversarial mode is trained, using the set of first training data and the set of second training data, to modify sensor data from the first environmental sensor by reducing a difference in quality between the sensor data generated by the first environmental sensor and sensor data generated by the target environmental sensor.

Abstract: A method for generating an image super-resolution data set, an image super-resolution model and a training method. The method for generating an image super-resolution data set comprises steps of: S101: constructing a high-resolution image set; S102: performing image blind degradation processing on all high-resolution images HR1 to obtain an LR1-HR1 data set; S103: training a first model with the LR1-HR1 data set to obtain a model parameter of the first model and saving the model parameter; S104: constructing a low-resolution image set; and S105: inputting all low-resolution images LR2 into the first model to obtain an LR2-SR2 data set after inference by the first model. Using the LR2-SR2 data set of the present disclosure, training can be performed on a model with a relatively simple structure, the learning speed is fast, and the trained model has strong generalization ability.

Abstract: A medical image output apparatus includes a hardware processor and an outputter. The hardware processor automatically recognizes a structure of a subject in a medical image and automatically adjusts the medical image based on the recognized structure. The outputter outputs the adjusted medical image.