System and method for evaluating relative transformation capability of scientific and technological achievements

Abstract

The invention discloses a scientific and technological achievement relative transformation capability evaluation system and method, and relates to the field of data processing, and the system comprises a data acquisition module which is configured to receive a data acquisition instruction and carry out data acquisition, and comprises an external achievement industrialization capability data acquisition unit and an internal achievement popularization and application capability data acquisition unit; the scientific and technological achievement relative transformation capability evaluation module is configured to receive the transformation capability evaluation instruction and perform scientific and technological achievement relative transformation capability evaluation, and comprises an external industrialization score evaluation unit, an internal popularization score evaluation unit and a scientific and technological achievement relative transformation capability scoring unit; and the evaluation result display module is configured to receive a result display instruction and display the external industrialization score, the internal promotion score and the scientific and technological achievement relative transformation ability score value. According to the method, the relative transformation capability of the scientific and technological achievements can be visually and rapidly evaluated, and the problem that the relative transformation capability of the scientific and technological achievements of all sub-branch companies in an enterprise is difficult to evaluate is solved.

Description

Technical Field

[0001] The present invention relates to the field of data processing, and in particular to a system and method for evaluating the relative transformation capability of scientific and technological achievements. Background Art

[0002] The evaluation method for the ability to transform scientific and technological achievements is an important tool for measuring the ability to transform technological achievements into actual productivity, economic benefits, and social value. The fundamental purpose of promoting the transformation of scientific and technological achievements is to open up a closed loop of "R&D-application-benefit" and achieve a dual improvement in a company's technological capabilities and economic benefits.

[0003] Existing research has proposed using the analytic hierarchy process (AHP) to establish an evaluation index system for the scientific and technological achievement transformation capabilities of research institutes based on five aspects: achievement supply capacity, technology transfer capacity, achievement development capacity, transformation income level, and achievement transformation effect. Data are processed and analyzed using the yaaph software to generate an overall score, enabling institutions to identify shortcomings and deficiencies in their achievement transformation process and make timely dynamic adjustments. However, the weighting of evaluation indicators using the AHP method is often influenced by subjective factors, and the lack of comparability between variables in scientific and technological achievement transformation can lead to systematic errors. Another study has applied data envelopment analysis to evaluate scientific and technological achievement transformation, specifically using the CCR model, BCC model, and the Malmquist index method from a CCR perspective within the data envelopment model (DEA) to objectively evaluate scientific and technological achievement transformation. The combined results of these three methods were summarized. However, this method cannot handle qualitative indicators and is sensitive to outliers. The results only reflect the relative efficiency of scientific and technological achievement transformation, without providing an absolute ranking of excellence. At present, there is still a single method of using the external benefits obtained after the industrialization of scientific and technological achievements to measure the ability to transform scientific and technological achievements. This method cannot highlight the advantages of some subsidiaries with smaller scale and higher transformation efficiency. In addition, financial-related data are generally in the form of PDF or pictures to prevent data tampering. Therefore, it is difficult to obtain income-related data.

[0004] In addition, the existing evaluation of scientific and technological achievement transformation capabilities is done manually. Due to the large amount of data, it is easy for errors in data processing to lead to errors in the entire result. Furthermore, manual processing is also prone to subjective problems, which ultimately leads to the lack of objectivity in the evaluation results. Summary of the Invention

[0005] The purpose of this application is to address the technical problems mentioned above and propose a system and method for evaluating the relative transformation capabilities of scientific and technological achievements, which can quickly and intuitively evaluate the relative transformation capabilities of scientific and technological achievements and solve the problem of difficulty in evaluating the relative transformation capabilities of scientific and technological achievements of various subsidiaries within an enterprise.

[0006] On the one hand, a system for evaluating the relative transformation capability of scientific and technological achievements includes: The data acquisition module is configured to receive data acquisition instructions and perform data acquisition, and includes an external achievement industrialization capability data acquisition unit and an internal achievement promotion and application capability data acquisition unit; the external achievement industrialization capability data acquisition unit is configured to obtain the financial statements of each subsidiary of the enterprise, and calculate the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year and the annual total operating income and annual total profit of each subsidiary in the current year based on the information extracted from the financial statements; the internal achievement promotion and application capability data acquisition unit is configured to obtain the volume index of each subsidiary in the current year and the scientific and technological achievement promotion list of each subsidiary in the current year, and extract the promotion and use information of each scientific and technological achievement from the scientific and technological achievement promotion list; The scientific and technological achievements relative transformation capability evaluation module is configured to receive transformation capability evaluation instructions and conduct scientific and technological achievements relative transformation capability evaluation, including an external industrialization score evaluation unit, an internal promotion score evaluation unit and a scientific and technological achievements relative transformation capability scoring unit; the external industrialization score evaluation unit is configured to calculate the absolute industrialization contribution value of each subsidiary company in the current year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in the current year; calculate the relative industrialization intensity value of each subsidiary company in the current year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in the current year and the annual total operating income and annual total profit of each subsidiary company in the current year; calculate the relative industrialization intensity value of each subsidiary company in the current year based on the absolute industrialization contribution value of each subsidiary company in the current year and the corresponding relative industrialization The external industrialization score of each subsidiary company in that year is calculated based on the industrialization intensity value; the internal promotion score evaluation unit is configured to obtain the normalized absolute promotion volume of each subsidiary company in that year based on the promotion and use information of each scientific and technological achievement of each subsidiary company in that year; the normalized relative efficiency value of each subsidiary company in that year is calculated based on the volume index of each subsidiary company in that year and the corresponding absolute promotion volume; the internal promotion score of each subsidiary company in that year is calculated based on the normalized absolute promotion volume of each subsidiary company in that year and the corresponding normalized relative efficiency value; the relative transformation capability scoring unit of scientific and technological achievements is configured to obtain the relative transformation capability scoring value of scientific and technological achievements of each subsidiary company in that year based on the external industrialization score and the corresponding internal promotion score of each subsidiary company in that year; The evaluation result display module is configured to receive result display instructions and display the external industrialization score, internal promotion score and relative transformation capability score of scientific and technological achievements of each subsidiary.

[0007] Preferably, in the external achievement industrialization capability data acquisition unit, the financial statement of each subsidiary is a financial statement image; the financial statement of each subsidiary of the enterprise is acquired, and based on the information extracted from the financial statement, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year, as well as the annual total operating income and annual total profit of each subsidiary in the current year are calculated, including: Obtaining a financial statement image of each subsidiary of the enterprise and inputting it into a trained table information extraction model to obtain the corresponding table information in the financial statement image; calculating, based on the table information, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in that year, as well as the annual total operating income and annual total profit of each subsidiary in that year; Among them, the table information extraction model is constructed based on the improved YOLO and OCR, including an improved YOLOv11 network, a segmentation layer and an OCR module. In the improved YOLOv11 network, the CBS module in the SPPF module in the traditional YOLOv11 network is replaced by a CBR module, the last two maximum pooling layers in the SPPF module are replaced by average pooling layers, and the C2PSA module is replaced by a cross attention module.

[0008] Preferably, a financial statement image of each subsidiary of the enterprise is obtained and input into a trained table information extraction model to obtain the corresponding table information in the financial statement image; and the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year, as well as the annual total operating income and annual total profit of each subsidiary in the current year, are calculated based on the table information, specifically including: Obtain a financial report image of each subsidiary of the enterprise, first subject the financial report image to the improved YOLOv11 network recognition to obtain the attribute area, header area, and data area in the financial report image, as well as the coordinates of the table borders within each area; crop the financial report image through a segmentation layer based on the coordinates of the attribute area, header area, data area, and the table borders within each area, to obtain the respective border images within the attribute area, header area, and data area; Inputting the frame images in the attribute area, header area and data area into the OCR module respectively, identifying the text corresponding to each frame and combining the corresponding table frame coordinates to form table information; Traverse all table information in the financial report image of each subsidiary company, retrieve each product of the subsidiary company based on the table information corresponding to each border of the attribute area, and determine whether the product is within the assessment period. The assessment period includes the year in which the core technology with valid intellectual property rights of the product obtains the corresponding intellectual property rights and N years thereafter. If so, the product is an industrialized product; otherwise, the product is not an industrialized product. Retrieving the table information corresponding to each border of the header area and the data area to obtain the annual newly signed external contract amounts of all products determined to be industrialized products in the current year and accumulating them to obtain the annual newly signed external contract amounts of industrialized products in the current year; Retrieving the table information corresponding to each border of the header area and the data area to obtain the annual profit of all products determined to be industrialized products in that year and accumulating them to obtain the total annual profit of the industrialized products in that year; The total annual operating income and total annual profit of the subsidiary company in the current year are retrieved from the table information corresponding to each frame of the attribute area, the header area and the data area.

[0009] Preferably, the external industrialization score evaluation unit calculates the absolute industrialization contribution value of each subsidiary in the current year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary, specifically including: Use the following formula to calculate the The absolute industrial contribution value of each subsidiary in that year: ;in, Indicates the The absolute industrial contribution value of each branch in that year, Indicates the The annual new external contract value of the industrialized products of each subsidiary is Indicates the The amount of newly signed external contracts for the industrialized products of each subsidiary in the current year; Indicates the The total annual profit of the industrialized products of each subsidiary in that year, Indicates the The total annual profit of the industrialized products of each subsidiary in the current year; , Indicates the total number of subsidiaries in the enterprise; Indicates taking the maximum value; and represent the weight of external contract amount and product profit weight respectively, and .

[0010] Preferably, the external industrialization score evaluation unit calculates the relative industrialization intensity value of each subsidiary in that year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary in that year and the annual total operating income and annual total profit of each subsidiary in that year, specifically including: Use the following formula to calculate the Relative industrialization intensity value of each subsidiary in that year: ;in, Indicates the The relative industrialization intensity value of each subsidiary in that year, Indicates the The annual new external contract value of the industrialized products of each subsidiary is Indicates the The amount of newly signed external contracts for the industrialized products of each subsidiary in the current year; Indicates the The total annual operating income of each subsidiary in that year, Indicates the The total annual operating income of each subsidiary in the current year; Indicates the The total annual profit of the industrialized products of each subsidiary in that year, Indicates the The total annual profit of the industrialized products of each subsidiary in the current year; Indicates the The total annual profit of each subsidiary in that year, Indicates the The total annual profit of each subsidiary in the current year; , Indicates the total number of subsidiaries in the enterprise; Indicates taking the maximum value; and Represent the contract amount proportion weight and profit proportion weight respectively, and .

[0011] Preferably, the internal promotion score evaluation unit processes the promotion and utilization information of each scientific and technological achievement of each subsidiary in that year to obtain the normalized absolute promotion volume of each subsidiary in that year; and calculates the normalized relative efficiency value of each subsidiary in that year based on the volume index and the corresponding absolute promotion volume of each subsidiary, specifically including: The promotion score of each scientific and technological achievement of each subsidiary in that year is calculated based on the promotion and use information of each scientific and technological achievement of each subsidiary in that year. The promotion and use information includes whether the subsidiary has used the scientific and technological achievement in that year, the number of consecutive years that the scientific and technological achievement has been used in the subsidiary, and the number of projects in which the subsidiary has applied the scientific and technological achievement in that year. The specific process is as follows: First determine the Whether the subsidiary company used the A scientific and technological achievement, if any, The scientific and technological achievements have been The number of years and the number of The subsidiary company applied the The number of scientific and technological achievements is calculated The branch company was in the The promotion score of each scientific and technological achievement is as follows: ; in, Indicates the The subsidiary company was in the The promotion score of each scientific and technological achievement, Indicates the basic score, Indicates the The scientific and technological achievements have been The number of years the subsidiary has been used, Indicates the The subsidiary company applied the The number of projects with scientific and technological achievements, , Represents the collection of all scientific and technological achievements in the list of scientific and technological achievements promotion; and They represent the weight of consecutive years and the weight of the number of projects respectively; Otherwise The subsidiary company was in the The promotion score of a scientific and technological achievement is 0; The promotion scores of all scientific and technological achievements of each subsidiary in that year are accumulated to obtain the absolute promotion amount of each subsidiary in that year, and the absolute promotion amount of each subsidiary in that year is normalized to obtain the normalized absolute promotion amount of each subsidiary in that year; Use the following formula to calculate the The relative efficiency value of each subsidiary in the current year: ;in, Indicates the The relative efficiency value of each branch in that year, Indicates the The absolute promotion volume of each branch in that year, Indicates the The volume indicators of each subsidiary in the current year, including the total number of projects under construction, annual output value or operating income; The relative efficiency value of each subsidiary in the current year is normalized to obtain the normalized relative efficiency value of each subsidiary in the current year.

[0012] Preferably, the external industrialization score of each subsidiary in the current year is a weighted value of the absolute industrialization contribution value and the corresponding relative industrialization intensity value of each subsidiary in the current year; the internal promotion score of each subsidiary in the current year is a weighted value calculated from the normalized absolute promotion amount and the corresponding normalized relative efficiency value of each subsidiary in the current year; the relative conversion capability score of scientific and technological achievements of each subsidiary in the current year is a weighted value of the external industrialization score and the corresponding internal promotion score of each subsidiary in the current year.

[0013] Preferably, the scientific and technological achievements relative transformation capability evaluation system further includes: The weight configuration module is configured to receive weight configuration instructions and adjust the specified weights.

[0014] On the other hand, a method for evaluating the relative transformation capability of scientific and technological achievements includes: a step of acquiring data on the capability of industrializing external achievements and the capability of promoting and applying internal achievements, receiving a data acquisition instruction, responding to the data acquisition instruction to acquire the financial statements of each subsidiary of the enterprise, and calculating, based on information extracted from the financial statements, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in that year, as well as the annual total operating income and annual total profit of each subsidiary in that year; and acquiring the volume index of each subsidiary in that year and the scientific and technological achievement promotion list of each subsidiary in that year, and extracting promotion and application information of each scientific and technological achievement from the scientific and technological achievement promotion list; The relative transformation capability evaluation step of scientific and technological achievements comprises receiving a transformation capability evaluation instruction, and responding to the transformation capability evaluation instruction to obtain the absolute industrialization contribution value of each subsidiary company in that year according to the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in that year; obtaining the relative industrialization intensity value of each subsidiary company in that year according to the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in that year and the annual total operating income and annual total profit of each subsidiary company in that year; obtaining the relative industrialization intensity value of each subsidiary company in that year according to the absolute industrialization contribution value and the corresponding relative industrialization intensity value of each subsidiary company in that year. The external industrialization score for the year; the normalized absolute promotion volume of each subsidiary in the year is obtained based on the promotion and utilization information of each scientific and technological achievement of each subsidiary in the year; and the normalized relative efficiency value of each subsidiary in the year is calculated based on the volume index of each subsidiary in the year and the corresponding absolute promotion volume; the internal promotion score of each subsidiary in the year is calculated based on the normalized absolute promotion volume and the corresponding normalized relative efficiency value; based on the external industrialization score and the corresponding internal promotion score of each subsidiary in the year, the relative conversion capability score of scientific and technological achievements of each subsidiary in the year is obtained; The step of displaying the results of the evaluation of the relative transformation capability of scientific and technological achievements receives a result display instruction, and in response to the result display instruction, displays the external industrialization score, internal promotion score and relative transformation capability score of scientific and technological achievements of each subsidiary.

[0015] In another aspect, an electronic device includes: one or more processors; a storage device for storing one or more programs, When the one or more programs are executed by the one or more processors, the one or more processors implement the method for evaluating the relative transformation capability of scientific and technological achievements.

[0016] Compared with the prior art, the present invention has the following beneficial effects: (1) The present invention can intuitively and quickly evaluate the relative transformation capability of scientific and technological achievements by simply triggering the corresponding button on the operation interface, and realize the acquisition and display of external achievement industrialization capability data and internal achievement promotion and application capability data. Based on the acquired external achievement industrialization capability data and internal achievement promotion and application capability data, the relative transformation capability of scientific and technological achievements is calculated and processed in the background, and the evaluation results are displayed. At the same time, the weights in the evaluation process can be adjusted according to the needs of the enterprise, solving the problem of difficulty in evaluating the relative transformation capability of scientific and technological achievements of various subsidiaries within the enterprise; (2) When acquiring data, the present invention directly extracts data from the financial statements of each subsidiary of the enterprise and the volume indicators and scientific and technological achievements promotion list of each subsidiary in the current year. In particular, for source data whose financial statements are images, the present invention adopts a table information extraction model based on the combination of improved YOLO and OCR to identify the table information in the financial statement image. The entire data acquisition process does not require human participation, which can prevent data tampering and possible errors caused by manual input, thereby ensuring the accuracy of the data. (3) The present invention calculates the external industrialization score and the corresponding internal promotion score of each subsidiary within the enterprise to obtain the relative transformation ability score of scientific and technological achievements, so as to evaluate the relative transformation ability of scientific and technological achievements of each subsidiary. Moreover, the external industrialization score and the internal promotion score respectively reflect the industrialization ability of scientific and technological achievements and the promotion and application ability of scientific and technological achievements. It can measure the absolute contribution and relative efficiency of large and small companies in the two dimensions of "external market benefits" and "internal achievement promotion", so as to more comprehensively motivate subsidiaries to continuously invest in scientific and technological innovation and achievement transformation. In addition, when calculating the external industrialization score, the absolute industrialization contribution value and the relative industrialization intensity value are used to balance the relationship between the absolute economic contribution and relative transformation efficiency between large and small companies. When calculating the internal promotion score, the absolute promotion amount and the ratio of the absolute promotion amount to the volume index are used to balance the scale difference. Large companies should bear more in absolute output and promotion, and small companies can also score based on relative efficiency, thus making the evaluation more relatively objective and relatively fair. (4) The relative transformation capability assessment of scientific and technological achievements of the present invention can solve the problem of score imbalance caused by the large difference in magnitude between “the number of consecutive years that the scientific and technological achievements have been promoted in the subsidiary companies” and “the number of projects in which the scientific and technological achievements were applied in the current year” when the square root is used; at the same time, it retains the principle that the more projects, the better, while limiting the impact of extreme values ​​on the final results. BRIEF DESCRIPTION OF THE DRAWINGS

[0017] In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the following briefly introduces the drawings required for use in the description of the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying any creative work.

[0018] Figure 1 Schematic diagram of a system for evaluating the relative transformation capability of scientific and technological achievements according to an embodiment of the present application; Figure 2 This is a schematic diagram of the data acquisition interface of the scientific and technological achievement relative transformation capability evaluation system according to an embodiment of the present application; Figure 3This is a schematic diagram of an evaluation result display interface of a system for evaluating the relative transformation capability of scientific and technological achievements according to an embodiment of the present application; Figure 4 This is a schematic diagram of the weight configuration interface of the scientific and technological achievement relative transformation capability evaluation system according to an embodiment of the present application; Figure 5 A schematic diagram of the structure of a table information extraction model according to an embodiment of the present application; Figure 6 This is a schematic diagram of the improved structure of the SPPF module in the improved YOLOv11 network of an embodiment of the present application; Figure 7 Schematic diagram of the process of the method for evaluating the relative transformation capability of scientific and technological achievements according to the embodiment of the present application; Figure 8 A schematic diagram of the hardware structure of an electronic device provided by an embodiment of the present invention. DETAILED DESCRIPTION

[0019] To make the objectives, technical solutions, and advantages of the present invention more apparent, the present invention will be further described in detail below with reference to the accompanying drawings. It is apparent that the embodiments described are only some, not all, of the present invention. All other embodiments derived by persons of ordinary skill in the art based on the embodiments of the present invention without creative effort are intended to fall within the scope of protection of the present invention.

[0020] like Figure 1 The embodiment of the present application provides a system for evaluating the relative transformation capability of scientific and technological achievements, including the following modules: The data acquisition module is configured to receive data acquisition instructions and perform data acquisition, and includes an external achievement industrialization capability data acquisition unit and an internal achievement promotion and application capability data acquisition unit; the external achievement industrialization capability data acquisition unit is configured to obtain the financial statements of each subsidiary of the enterprise, and calculate the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year and the annual total operating income and annual total profit of each subsidiary in the current year based on the information extracted from the financial statements; the internal achievement promotion and application capability data acquisition unit is configured to obtain the volume index of each subsidiary in the current year and the scientific and technological achievement promotion list of each subsidiary in the current year, and extract the promotion and use information of each scientific and technological achievement from the scientific and technological achievement promotion list; The scientific and technological achievements relative transformation capability evaluation module is configured to receive transformation capability evaluation instructions and conduct scientific and technological achievements relative transformation capability evaluation, including an external industrialization score evaluation unit, an internal promotion score evaluation unit and a scientific and technological achievements relative transformation capability scoring unit; the external industrialization score evaluation unit is configured to calculate the absolute industrialization contribution value of each subsidiary company in the current year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in the current year; calculate the relative industrialization intensity value of each subsidiary company in the current year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in the current year and the annual total operating income and annual total profit of each subsidiary company in the current year; calculate the relative industrialization intensity value of each subsidiary company in the current year based on the absolute industrialization contribution value of each subsidiary company in the current year and the corresponding relative industrialization The external industrialization score of each subsidiary company in that year is calculated based on the industrialization intensity value; the internal promotion score evaluation unit is configured to obtain the normalized absolute promotion volume of each subsidiary company in that year based on the promotion and use information of each scientific and technological achievement of each subsidiary company in that year; the normalized relative efficiency value of each subsidiary company in that year is calculated based on the volume index of each subsidiary company in that year and the corresponding absolute promotion volume; the internal promotion score of each subsidiary company in that year is calculated based on the normalized absolute promotion volume of each subsidiary company in that year and the corresponding normalized relative efficiency value; the relative transformation capability scoring unit of scientific and technological achievements is configured to obtain the relative transformation capability scoring value of scientific and technological achievements of each subsidiary company in that year based on the external industrialization score and the corresponding internal promotion score of each subsidiary company in that year; An evaluation result display module is configured to receive result display instructions and display the external industrialization score, internal promotion score, and relative conversion capability score of scientific and technological achievements of each subsidiary; The weight configuration module is configured to receive weight configuration instructions and adjust the specified weights involved in the calculation of the scientific and technological achievement relative transformation capability evaluation module 102.

[0021] In the embodiment of the present application, the relative transformation capability evaluation system of scientific and technological achievements is presented to the user in the form of an interface. The user only needs to click the corresponding button on the interface to automatically obtain the data required for the evaluation, automatically evaluate the relative transformation capability of scientific and technological achievements, and automatically display the evaluation results of the relative transformation capability of scientific and technological achievements.

[0022] like Figure 2 As shown in the figure, it is an interface implementation method of the embodiment of the present application, including four buttons: "Data Acquisition", "Transformation Capability Evaluation", "Result Display" and "Parameter Setting". When the user needs to obtain external results industrialization capability data and internal results promotion and application capability data, click the "Data Acquisition" button, and the system will automatically obtain the data and present it, as shown in the figure. Figure 2 As shown; when the user needs to evaluate the relative transformation ability of scientific and technological achievements, he can click the "Data Acquisition" button and then click the "Transformation Ability Evaluation" button. The system will automatically evaluate and complete the evaluation. After the evaluation is completed (the evaluation process interface is not shown in the attached figure, and a display box may be displayed to prompt "Evaluation completed" or "Evaluation failed, the reason is ***", etc.); after the evaluation is completed, the user can click the "Result Display" button and the system will present the evaluation results, as shown. Figure 3 As shown. Furthermore, before acquiring data, if the user wants to adjust the weights used in the evaluation process according to actual needs, just click the "Parameter Settings" button, and the system will adjust the specified weights (such as absolute contribution weight, external contract amount weight, product profit weight, contract amount ratio weight, profit ratio weight, basic score, consecutive years weight, project number weight, absolute promotion amount weight, external achievement industrialization capability weight), as shown below. Figure 4 shown.

[0023] It should be noted that the above is only one embodiment. In other embodiments, the user can also use one button to simultaneously realize "data acquisition", "conversion ability assessment" and "result display" to simplify the operation. The specific operation can be adjusted according to needs, and the embodiments of this application are not limited.

[0024] Furthermore, in the external achievement industrialization capability data acquisition unit, the financial statements of each subsidiary are financial statement images; the financial statements of each subsidiary of the enterprise are acquired, and based on the information extracted from the financial statements, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year, as well as the annual total operating income and annual total profit of each subsidiary in the current year are calculated, including: The financial statement image of each subsidiary of the enterprise is obtained and input into a trained table information extraction model to obtain the corresponding table information in the financial statement image; the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary in the current year and the annual total operating income and annual total profit of each subsidiary in the current year are calculated based on the table information; wherein, the table information extraction model is constructed based on an improved YOLO and OCR, including an improved YOLOv11 network, a segmentation layer and an OCR module, and in the improved YOLOv11 network, the CBS module in the SPPF module in the traditional YOLOv11 network is replaced by a CBR module, the last two maximum pooling layers in the SPPF module are replaced by an average pooling layer, and the C2PSA module is replaced by a cross attention module.

[0025] Specifically, such as Figure 5As shown, the trained table information extraction model in the embodiment of the present application is composed of an improved YOLOv11 network, a segmentation layer and an OCR module, wherein the improved YOLOv11 network is improved on the basis of the traditional YOLOv11 network. Figure 6 As shown, in the improved YOLOv11 network in the embodiment of the present application, the CBS module in the SPPF module of the traditional YOLOv11 network is replaced with a CBR module. The CBR module includes a convolutional layer, a BN layer, and a ReLU activation function layer connected in sequence to improve the feature expression capability; in the SPPF module of the traditional YOLOv11 network, three serially arranged maximum pooling layers are used to extract significant features, and in the embodiment of the present application, the last two maximum pooling layers in the SPPF module are replaced with average pooling layers. The maximum pooling layer placed in front can be used to extract the edge features of the border to ensure that the key features of the border are not smoothed out, and the last two average pooling layers are further used for smoothing, removing noise, and suppressing background interference. In addition, the C2PSA module in the traditional YOLOv11 network is replaced with a cross-attention module. The cross-attention module here includes a channel attention module and a spatial attention module connected in sequence. The channel attention module is used to identify line features, and the spatial attention module is used to locate the position, and the training parameters can be effectively reduced. Compared with the traditional YOLOv11 network, the improved YOLOv11 network proposed in the embodiments of the present application is more lightweight and can accurately identify the coordinates of the table border.

[0026] Furthermore, the financial statement image of each subsidiary of the enterprise is obtained and input into the trained table information extraction model to obtain the corresponding table information in the financial statement image; based on the table information, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year, as well as the annual total operating income and annual total profit of each subsidiary in the current year are calculated, specifically including: Obtain a financial report image of each subsidiary of the enterprise, first subject the financial report image to the improved YOLOv11 network recognition to obtain the attribute area, header area, and data area in the financial report image, as well as the coordinates of the table borders within each area; crop the financial report image through a segmentation layer based on the coordinates of the attribute area, header area, data area, and the table borders within each area, to obtain the respective border images within the attribute area, header area, and data area; Inputting the frame images in the attribute area, header area and data area into the OCR module respectively, identifying the text corresponding to each frame and combining the corresponding table frame coordinates to form table information; Traverse all table information in the financial report image of each subsidiary company, retrieve each product of the subsidiary company based on the table information corresponding to each border of the attribute area, and determine whether the product is within the assessment period. The assessment period includes the year in which the core technology with valid intellectual property rights of the product obtains the corresponding intellectual property rights and N years thereafter. If so, the product is an industrialized product; otherwise, the product is not an industrialized product. Retrieving the table information corresponding to each border of the header area and the data area to obtain the annual newly signed external contract amounts of all products determined to be industrialized products in the current year and accumulating them to obtain the annual newly signed external contract amounts of industrialized products in the current year; Retrieving the table information corresponding to each border of the header area and the data area to obtain the annual profit of all products determined to be industrialized products in that year and accumulating them to obtain the total annual profit of the industrialized products in that year; The total annual operating income and total annual profit of the subsidiary company in the current year are retrieved from the table information corresponding to each frame of the attribute area, the header area and the data area.

[0027] Specifically, a trained table information extraction model is deployed. During the inference phase, the acquired financial statement images of each subsidiary are fed into the trained table information extraction model. The model first uses an improved YOLOv11 network to identify the attribute, header, and data regions within the financial statement image, as well as the coordinates of the table borders within each region. These coordinates are then represented as detection boxes on the financial statement image. A segmentation layer then performs image segmentation on the attribute, header, and data regions within the financial statement image, as well as the table borders within each region, to obtain the corresponding border images. Each region's border image is then fed into the OCR module for text recognition, yielding the text corresponding to each border. The text corresponding to each border corresponds to its corresponding table border coordinates, forming the table information. Using the table information for all borders in each region, the annual newly signed external contract value and annual total profit for each subsidiary's industrialized products, as well as the annual total operating revenue and annual total profit for each subsidiary, can be retrieved and calculated.

[0028] Furthermore, the relative transformation capability assessment module of the embodiments of the present application divides the relative transformation capability of scientific and technological achievements into the capability to industrialize scientific and technological achievements and the capability to promote and apply scientific and technological achievements. The external industrialization score assessment unit and the internal promotion score assessment unit use different algorithms to calculate the corresponding external industrialization score and internal promotion score, respectively. The industrialization capability of scientific and technological achievements refers to the ability of each company to industrialize scientific and technological achievements with independent intellectual property rights (including patents, software copyrights, trademarks, etc.), sell them outside the company, and generate profits. Taking a five-year assessment period as an example, the assessment period is five years from the date the intellectual property rights are obtained. If the fifth year falls within the assessment period, the entire period is counted. In one example, if the intellectual property rights for a product are obtained on April 1, 2020, and the fifth year expires on April 1, 2025, the 2025 assessment period will still be calculated as the entire year of 2025. In 2026, the product will not be counted as an industrialized product. The assessment period begins on the date the intellectual property rights are authorized, and the intellectual property rights must be within the validity period.

[0029] In one example, take Enterprise A as an example, its subsidiaries have a total of , among which If there are Q products in total in each subsidiary, then list the core technology intellectual property rights of Q products. First, determine whether the status of the core technology intellectual property rights is valid, and then determine whether the year is the date from which the core technology intellectual property rights are obtained. Among them, there are B products still in the assessment period that year, then B products are industrialized products. Therefore, it is only necessary to obtain the annual newly signed external contract amount and annual total profit of B products in that year.

[0030] Specifically, after obtaining the tabular information for all borders in each region, the values ​​of the annual newly signed external contract amount and annual profit amount for each industrialized product in that year can be retrieved based on the text in the tabular information for all borders. These values ​​are retrieved based on the text corresponding to the name of each industrialized product in all borders in the attribute area, and the text corresponding to the annual newly signed external contract amount and annual profit amount in all borders in the header area. The coordinates corresponding to the corresponding values ​​are then matched to the specific values ​​through the coordinates. The same method can also be used to retrieve the specific values ​​of the annual total operating income and annual total profit of the subsidiary company in that year, realizing the automated acquisition of financial data.

[0031] In a specific embodiment, the absolute industrialization contribution value of each subsidiary in that year is calculated based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary in that year, specifically including: Use the following formula to calculate the The absolute industrial contribution value of each subsidiary in that year: ;in, Indicates the The absolute industrial contribution value of each branch in that year, Indicates the The annual new external contract value of the industrialized products of each subsidiary is Indicates the The amount of newly signed external contracts for the industrialized products of each subsidiary in the current year; Indicates the The total annual profit of the industrialized products of each subsidiary in that year, Indicates the The total annual profit of the industrialized products of each subsidiary in the current year; , Indicates the total number of subsidiaries in the enterprise; Indicates taking the maximum value; and represent the weight of external contract amount and product profit weight respectively, and In a specific embodiment, the relative industrialization intensity value of each subsidiary in that year is calculated based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary in that year, as well as the annual total operating income and annual total profit of each subsidiary in that year, and specifically includes: Use the following formula to calculate the Relative industrialization intensity value of each subsidiary in that year: ;in, Indicates the The relative industrialization intensity value of each subsidiary in that year, Indicates the The annual new external contract value of the industrialized products of each subsidiary is Indicates the The amount of newly signed external contracts for the industrialized products of each subsidiary in the current year; Indicates the The total annual operating income of each subsidiary in that year, Indicates the The total annual operating income of each subsidiary in the current year; Indicates the The total annual profit of the industrialized products of each subsidiary in that year, Indicates the The total annual profit of the industrialized products of each subsidiary in the current year; Indicates the The total annual profit of each subsidiary in that year, Indicates the The total annual profit of each subsidiary in the current year; , Indicates the total number of subsidiaries in the enterprise; Indicates taking the maximum value; and Represent the contract amount proportion weight and profit proportion weight respectively, and Specifically, when calculating the external industrialization score used to measure the industrialization capability of scientific and technological achievements, it is further divided into the absolute industrialization contribution value and the relative industrialization intensity value, and then weighted and combined to obtain the external industrialization score. The absolute industrialization contribution value highlights the absolute economic contribution of the transformation of scientific and technological achievements to the overall enterprise. The branch company and The bigger the The closer the value is to 1. The relative industrialization intensity value emphasizes the conversion efficiency "under its own size", preventing large companies from automatically getting high scores due to their absolute size, while giving small companies the opportunity to achieve high efficiency with limited resources. Furthermore, in the calculation formula of the relative industrialization intensity value, It represents the proportion of total external contracts of industrialized products to revenue, reflecting the relative conversion efficiency. Indicates the proportion of industrialized product profits to the company's total profits, reflecting the relative profit contribution. In one embodiment, it is possible to , it is advisable = =0.5.

[0032] No. The external industrialization score of each branch in that year The calculation formula is as follows: ;in, Indicates the absolute contribution weight, which reflects the balance between "absolute output" and "relative efficiency". In one example, it is advisable to =0.5. If the company is more concerned about the overall revenue and profit, If you want to highlight the relative efficiency of small companies, you can let Higher. Finally, the comprehensive performance of each subsidiary in terms of "external economic benefits" is measured within the range of 0 to 1. Furthermore, in the internal promotion score evaluation unit shown, the normalized absolute promotion volume of each subsidiary in that year is obtained based on the promotion and use information of each scientific and technological achievement of each subsidiary in that year; and the normalized relative efficiency value of each subsidiary in that year is calculated based on the volume index of each subsidiary in that year and the corresponding absolute promotion volume, which specifically includes: The promotion score of each scientific and technological achievement of each subsidiary in that year is calculated based on the promotion and use information of each scientific and technological achievement of each subsidiary in that year. The promotion and use information includes whether the subsidiary has used the scientific and technological achievement in that year, the number of consecutive years that the scientific and technological achievement has been used in the subsidiary, and the number of projects in which the subsidiary has applied the scientific and technological achievement in that year. The specific process is as follows: First determine the Whether the subsidiary company used the A scientific and technological achievement, if any, The scientific and technological achievements have been The number of years and the number of The subsidiary company applied the The number of scientific and technological achievements is calculated The subsidiary company was in the The promotion score of each scientific and technological achievement is as follows: ;in, Indicates the The subsidiary company was in the The promotion score of each scientific and technological achievement, Indicates the basic score, Indicates the The scientific and technological achievements have been The number of years the subsidiary has been used, Indicates the The subsidiary company applied the The number of projects with scientific and technological achievements, , Represents the collection of all scientific and technological achievements in the list of scientific and technological achievements promotion; and They represent the weight of consecutive years and the weight of the number of projects respectively; Otherwise The subsidiary company was in the The promotion score of each scientific and technological achievement is 0; the promotion scores of all scientific and technological achievements of each subsidiary in that year are accumulated to obtain the absolute promotion amount of each subsidiary in that year, and the absolute promotion amount of each subsidiary in that year is normalized to obtain the normalized absolute promotion amount of each subsidiary in that year; Use the following formula to calculate the The relative efficiency value of each subsidiary in the current year: ;in, Indicates the The relative efficiency value of each branch in that year, Indicates the The absolute promotion volume of each branch in that year, Indicates the The volume indicators of each subsidiary in that year include the total number of projects under construction, annual output value or operating income; the relative efficiency value of each subsidiary in that year is normalized to obtain the normalized relative efficiency value of each subsidiary in that year.

[0033] Specifically, the ability to promote and apply results refers to the promotion and application of the "Science and Technology Achievement Promotion List" that the company continuously updates and publishes in the projects undertaken by each subsidiary, and only the technical promotion of the scientific and technological achievements in the science and technology achievement promotion list is assessed, taking into account the number of scientific and technological achievements in the science and technology achievement promotion list, the promotion frequency of a single scientific and technological achievement (the application of a new project is counted as one time in one assessment year, and this is accumulated), the number of application projects of a single achievement (the same project continuously applies the same achievement, which can be counted repeatedly in each assessment cycle, but it is not used as the basis for superimposing the promotion frequency of different assessment cycles), etc.

[0034] The company will continue to update the published "List of Science and Technology Achievements Promotion" (T), requiring each subsidiary to promote, apply, and continuously use them. In order to solve the problem of "the number of years that the scientific and technological achievements have been promoted in the subsidiary ( )” and “the number of projects that applied the scientific and technological achievements in that year ( )" may have excessively large differences in magnitude, so the number of projects is compressed using square roots. Using the "square root" method to process the "number of projects that applied the scientific and technological achievements in that year" can effectively alleviate the problem of excessively large values. It ensures that the number of consecutive years that the scientific and technological achievements have been promoted in the subsidiary (generally a small value) and the number of projects that applied the scientific and technological achievements in the same year (possibly a large range of values) are relatively balanced when they are included in the same formula. At the same time, it can distinguish the difference between the application of "a small number" and "a large number" of projects. Combined with factors such as the basic score, whether the scientific and technological achievements are used (0 / 1), and the number of consecutive years that the scientific and technological achievements have been promoted in the subsidiary, a more comprehensive assessment of each subsidiary's true performance in the promotion and application of achievements can be achieved.

[0035] First, determine the Whether the subsidiary company used the If so, first give the basic points , and then add "the number of years the scientific and technological achievements have been promoted in the subsidiaries" , and then based on the number of projects that apply the scientific and technological achievements each year Perform nonlinear smoothing and calculate the first The branch company was in the The promotion score of the first scientific and technological achievement will be directly The branch company was in the The promotion score of the first scientific and technological achievement is assigned 0. Normalized absolute promotion volume of each branch in the year All scientific and technological achievements in the "List of Scientific and Technological Achievements Promotion" ( ) is the sum of the promotion scores, as shown in the following formula: ; The larger the value, the better the performance of the subsidiary in terms of the number of coverage, duration and total number of project applications of the "Science and Technology Achievement Promotion List". Normalization processing to obtain Normalized absolute promotion volume of each branch in the year , the values ​​are classified into the range of 0 to 1 for comparison, as shown in the following formula: ;in, Indicates the The absolute promotion volume of each branch in that year, In order to take into account that large companies should bear more promotion responsibilities, the volume index can be used to obtain the relative efficiency value. The volume index can be the total number of projects under construction, annual output value, operating income, etc. The embodiment of this application selects the total number of projects under construction of each subsidiary as the volume index to be brought into the calculation, and obtains the relative efficiency value of each subsidiary in the year, and the first The relative efficiency values ​​of the subsidiaries in that year are normalized to obtain the Normalized relative efficiency value of each branch in the current year , as shown below: ; in, Indicates the The volume indicators of each subsidiary in that year.

[0036] If a subsidiary is large, Big, but If there is no corresponding increase, Lower. It can be paralleled with the absolute promotion volume, taking into account the fairness of "big companies have greater obligations" and "small companies have high efficiency". The normalized absolute promotion volume of each branch in that year is weighted by the normalized relative efficiency value, and the The internal promotion score of each branch in the current year is as follows: ; in, Indicates the The internal promotion score of each branch in that year, Indicates the absolute promotion amount weight, reflecting the importance of absolute promotion amount and relative efficiency value. If you want each branch to "absolutely promote more", you can increase ; If you pay more attention to the balanced promotion under different scales, then increase ( ).

[0037] Furthermore, the external industrialization score of each subsidiary in the current year is the weighted value of the absolute industrialization contribution value and the corresponding relative industrialization intensity value of each subsidiary in the current year; the internal promotion score of each subsidiary in the current year is the weighted value calculated by the normalized absolute promotion amount and the corresponding normalized relative efficiency value of each subsidiary in the current year; the relative conversion capability score of scientific and technological achievements of each subsidiary in the current year is the weighted value of the external industrialization score and the corresponding internal promotion score of each subsidiary in the current year.

[0038] Specifically, in the scoring unit of relative transformation capability of scientific and technological achievements, The external industrialization score and the corresponding internal promotion score of each subsidiary in that year are weighted to obtain the The relative conversion capability score of scientific and technological achievements of each subsidiary in that year is as follows: ; in, Indicates the The relative conversion capability score of scientific and technological achievements of each subsidiary in that year, ω represents the weight of the external achievement industrialization capability. If the enterprise attaches more importance to the promotion of external market profits or contract amounts, ω can be made larger; if it is committed to strengthening internal standardization and collaborative technology upgrading, it can be increased by 1-ω.

[0039] Further integrating the above steps, we can get The calculation formula for the relative conversion capability score of scientific and technological achievements of each subsidiary in the current year is as follows: Specifically, by sorting the relative conversion ability scores of scientific and technological achievements of each subsidiary in that year from large to small, we can obtain the ranking of the relative conversion ability of scientific and technological achievements of each subsidiary in that year. The larger the relative conversion ability score of scientific and technological achievements, the stronger the relative conversion ability of scientific and technological achievements.

[0040] Further, such as Figure 3 The evaluation results display module produces the following results. By plotting a bar chart with each subsidiary as the horizontal axis and each subsidiary's external industrialization score, internal promotion score, and relative scientific and technological achievement transformation capability score as the vertical axis, we can more clearly see the differences and differences between subsidiaries in terms of "external market benefits," "internal achievement promotion," and overall relative scientific and technological achievement transformation capability.

[0041] By drawing a radar chart with each subsidiary as a node and each subsidiary's external industrialization score, internal promotion score and relative conversion capability score of scientific and technological achievements as edges, we can also clearly compare the strengths and weaknesses of each subsidiary in "external market benefits", "internal achievement promotion" and overall relative conversion capability of scientific and technological achievements.

[0042] Through the above process, enterprises can measure the absolute contribution and relative efficiency of large and small companies in the two dimensions of "external market benefits" and "internal promotion of results", thereby more comprehensively motivating each subsidiary to continue to invest in scientific and technological innovation and transformation of results.

[0043] Furthermore, in order to make the evaluation results of the relative transformation capability of scientific and technological achievements of each subsidiary in the enterprise more objective and accurate, in the evaluation process of the relative transformation capability of scientific and technological achievements in the same year, Figure 4 As shown, the absolute contribution weight, external contract amount weight, product profit weight, contract amount proportion weight, profit proportion weight, basic score, consecutive years weight, project quantity weight, absolute promotion amount weight, and external achievement industrialization capability weight used in calculating the relative transformation capability score of scientific and technological achievements of each subsidiary can be adjusted in the interface and internal processing can be achieved through the weight configuration module.

[0044] It should be noted that one or more of the following: absolute contribution weight, external contract amount weight, product profit weight, contract amount ratio weight, profit ratio weight, basic score, consecutive years weight, project quantity weight, absolute promotion amount weight, and external achievement industrialization capability weight can be set with a default value in the system. If not set, the default value is used for calculation. Whether to set a default value is determined as needed and is not limited in this embodiment.

[0045] like Figure 7 As shown, the embodiment of the present application also provides an embodiment of a method for evaluating the relative transformation capability of scientific and technological achievements. Figure 1 Corresponding to the system embodiment shown, the method can be specifically applied to various electronic devices.

[0046] The present application provides a method for evaluating the relative transformation capability of scientific and technological achievements, including: The step 701 of acquiring data on the capability to industrialize external achievements and the capability to promote and apply internal achievements includes receiving a data acquisition instruction, responding to the instruction to acquire the financial statements of each subsidiary of the enterprise, and calculating, based on the information extracted from the financial statements, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in that year, as well as the annual total operating income and annual total profit of each subsidiary; and acquiring the volume index of each subsidiary in that year and the list of scientific and technological achievements promoted by each subsidiary in that year, and extracting the promotion and application information of each scientific and technological achievement from the list of scientific and technological achievements promoted; The relative transformation capability evaluation step 702 of scientific and technological achievements receives a transformation capability evaluation instruction, and in response to the transformation capability evaluation instruction, calculates the absolute industrialization contribution value of each subsidiary company in that year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in that year; calculates the relative industrialization intensity value of each subsidiary company in that year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in that year and the annual total operating income and annual total profit of each subsidiary company in that year; calculates the absolute industrialization contribution value of each subsidiary company in that year and the corresponding relative industrialization intensity value The external industrialization score of the year; the normalized absolute promotion volume of each subsidiary in the year is obtained based on the promotion and utilization information of each scientific and technological achievement of each subsidiary in the year; and the normalized relative efficiency value of each subsidiary in the year is calculated based on the volume index of each subsidiary in the year and the corresponding absolute promotion volume; the internal promotion score of each subsidiary in the year is calculated based on the normalized absolute promotion volume and the corresponding normalized relative efficiency value; based on the external industrialization score and the corresponding internal promotion score of each subsidiary in the year, the relative conversion capability score of the scientific and technological achievements of each subsidiary in the year is obtained; The step 703 of displaying the results of the evaluation of the relative transformation capability of scientific and technological achievements receives a result display instruction, and in response to the result display instruction, displays the external industrialization score, internal promotion score, and the relative transformation capability score of scientific and technological achievements of each subsidiary company; In the weight configuration step 704, a weight configuration instruction is received and the specified weight is adjusted.

[0047] like Figure 8 FIG2 is a schematic diagram of the hardware structure of an electronic device provided by an embodiment of the present invention. Figure 8In this embodiment, the electronic device includes: a processor 801 and a memory 802; the memory 802 is configured to store computer-executable instructions; and the processor 801 is configured to execute the computer-executable instructions stored in the memory to implement the steps performed by the electronic device in the above embodiment. For details, please refer to the relevant description of the above method embodiment.

[0048] Optionally, the memory 802 may be independent or integrated with the processor 801 .

[0049] When the memory 802 is independently provided, the electronic device further includes a bus 803 for connecting the memory 802 and the processor 801 .

[0050] An embodiment of the present invention further provides a computer storage medium, in which computer execution instructions are stored. When the processor 801 executes the computer execution instructions, the above method is implemented.

[0051] An embodiment of the present invention further provides a computer program product, including a computer program. When the computer program is executed by the processor 801, the above method is implemented.

[0052] In the embodiments provided herein, it should be understood that the disclosed devices and methods can be implemented in other ways. For example, the device embodiments described above are merely illustrative. For example, the module division is merely a logical functional division. In actual implementation, other division methods may be used. For example, multiple modules may be combined or integrated into another system, or some features may be ignored or not implemented. In addition, the coupling or direct coupling or communication connection shown or discussed may be an indirect coupling or communication connection through some interface, device or module, which may be electrical, mechanical or other forms.

[0053] Modules described as separate components may or may not be physically separate, and components shown as modules may or may not be physical units, that is, they may be located in one place or distributed across multiple network elements. Some or all of these modules may be selected to implement the solution of this embodiment based on actual needs.

[0054] In addition, the functional modules in various embodiments of the present invention may be integrated into a single processing unit, each module may exist physically separately, or two or more modules may be integrated into a single unit. The units formed by the above modules may be implemented in the form of hardware or hardware plus software functional units.

[0055] The above-mentioned integrated module implemented in the form of a software function module can be stored in a computer-readable storage medium. The above-mentioned software function module is stored in a storage medium and includes a number of instructions for causing a computer device (which can be a personal computer, server, or network device, etc.) or processor 801 to perform some steps of the methods of various embodiments of the present application.

[0056] It should be understood that the processor 801 may be a central processing unit (CPU), or other general-purpose processors, digital signal processors (DSP), or application-specific integrated circuits (ASIC). A general-purpose processor may be a microprocessor, or the processor 801 may be any conventional processor 801. The steps of the method disclosed in the present invention may be directly implemented as being executed by the hardware processor 801, or may be implemented by a combination of hardware and software modules in the processor 801.

[0057] The memory 802 may include a high-speed RAM memory, and may also include a non-volatile storage NVM, such as at least one disk memory, and may also be a USB flash drive, a mobile hard disk, a read-only memory, a magnetic disk, or an optical disk.

[0058] Bus 803 can be an Industry Standard Architecture (ISA), a Peripheral Component Interconnect (PCI) bus, or an Extended Industry Standard Architecture (EISA) bus. Bus 803 can be divided into an address bus, a data bus, a control bus, etc. For ease of illustration, the bus 803 in the drawings of this application is not limited to only one bus 803 or only one type of bus 803.

[0059] The storage medium may be implemented by any type of volatile or non-volatile memory device, or a combination thereof, such as static random access memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable programmable read-only memory (EPROM), programmable read-only memory (PROM), read-only memory (ROM), magnetic storage, flash memory, magnetic disk, or optical disk. The storage medium may be any available medium that can be accessed by a general-purpose or special-purpose computer.

[0060] An exemplary storage medium is coupled to the processor 801, so that the processor 801 can read information from the storage medium and write information to the storage medium. Of course, the storage medium can also be an integral part of the processor 801. The processor 801 and the storage medium can be located in an application-specific integrated circuit (ASIC). Of course, the processor 801 and the storage medium can also exist as discrete components in an electronic device or a main control device.

[0061] Those skilled in the art will appreciate that all or part of the steps in the above-described method embodiments can be implemented using hardware associated with program instructions. The aforementioned program can be stored in a computer-readable storage medium. When executed, the program performs the steps of the above-described method embodiments. The aforementioned storage medium includes various media capable of storing program code, such as ROM, RAM, magnetic disks, or optical disks.

[0062] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit it. Although the present invention has been described in detail with reference to the above embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the above embodiments, or replace some or all of the technical features therein with equivalents. However, these modifications or replacements do not cause the essence of the corresponding technical solutions to deviate from the scope of the technical solutions of the embodiments of the present invention.

Claims

1. A system for evaluating the relative transformation capability of scientific and technological achievements, characterized in that: include: The data acquisition module is configured to receive data acquisition instructions and perform data acquisition, and includes an external achievement industrialization capability data acquisition unit and an internal achievement promotion and application capability data acquisition unit; the external achievement industrialization capability data acquisition unit is configured to obtain the financial statements of each subsidiary of the enterprise, and calculate the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year and the annual total operating income and annual total profit of each subsidiary in the current year based on the information extracted from the financial statements; the internal achievement promotion and application capability data acquisition unit is configured to obtain the volume index of each subsidiary in the current year and the scientific and technological achievement promotion list of each subsidiary in the current year, and extract the promotion and use information of each scientific and technological achievement from the scientific and technological achievement promotion list; The scientific and technological achievements relative transformation capability evaluation module is configured to receive transformation capability evaluation instructions and conduct scientific and technological achievements relative transformation capability evaluation, including an external industrialization score evaluation unit, an internal promotion score evaluation unit and a scientific and technological achievements relative transformation capability scoring unit; the external industrialization score evaluation unit is configured to calculate the absolute industrialization contribution value of each subsidiary company in the current year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in the current year; calculate the relative industrialization intensity value of each subsidiary company in the current year based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in the current year and the annual total operating income and annual total profit of each subsidiary company in the current year; calculate the relative industrialization intensity value of each subsidiary company in the current year based on the absolute industrialization contribution value of each subsidiary company in the current year and the corresponding relative industrialization The external industrialization score of each subsidiary company in that year is calculated based on the industrialization intensity value; the internal promotion score evaluation unit is configured to obtain the normalized absolute promotion volume of each subsidiary company in that year based on the promotion and use information of each scientific and technological achievement of each subsidiary company in that year; the normalized relative efficiency value of each subsidiary company in that year is calculated based on the volume index of each subsidiary company in that year and the corresponding absolute promotion volume; the internal promotion score of each subsidiary company in that year is calculated based on the normalized absolute promotion volume of each subsidiary company in that year and the corresponding normalized relative efficiency value; the relative transformation capability scoring unit of scientific and technological achievements is configured to obtain the relative transformation capability scoring value of scientific and technological achievements of each subsidiary company in that year based on the external industrialization score and the corresponding internal promotion score of each subsidiary company in that year; The evaluation result display module is configured to receive result display instructions and display the external industrialization score, internal promotion score and relative transformation capability score of scientific and technological achievements of each subsidiary.

2. The relative transformation capability evaluation system of scientific and technological achievements according to claim 1 is characterized in that: In the external achievement industrialization capability data acquisition unit, the financial statement of each subsidiary is a financial statement image; the financial statement of each subsidiary of the enterprise is obtained, and based on the information extracted from the financial statement, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year, as well as the annual total operating income and annual total profit of each subsidiary in the current year are calculated, including: Obtaining a financial statement image of each subsidiary of the enterprise and inputting it into a trained table information extraction model to obtain the corresponding table information in the financial statement image; calculating, based on the table information, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in that year, as well as the annual total operating income and annual total profit of each subsidiary in that year; Among them, the table information extraction model is constructed based on the improved YOLO and OCR, including an improved YOLOv11 network, a segmentation layer and an OCR module. In the improved YOLOv11 network, the CBS module in the SPPF module in the traditional YOLOv11 network is replaced by a CBR module, the last two maximum pooling layers in the SPPF module are replaced by average pooling layers, and the C2PSA module is replaced by a cross attention module.

3. The relative transformation capability evaluation system of scientific and technological achievements according to claim 2 is characterized in that: Obtain the financial statement image of each subsidiary of the enterprise and input it into the trained table information extraction model to obtain the corresponding table information in the financial statement image; calculate the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year and the annual total operating income and annual total profit of each subsidiary in the current year based on the table information, specifically including: Obtain a financial report image of each subsidiary of the enterprise, first subject the financial report image to the improved YOLOv11 network recognition to obtain the attribute area, header area, and data area in the financial report image, as well as the coordinates of the table borders within each area; crop the financial report image through a segmentation layer based on the coordinates of the attribute area, header area, data area, and the table borders within each area, to obtain the respective border images within the attribute area, header area, and data area; Inputting the frame images in the attribute area, header area and data area into the OCR module respectively, identifying the text corresponding to each frame and combining the corresponding table frame coordinates to form table information; Traverse all table information in the financial report image of each subsidiary company, retrieve each product of the subsidiary company based on the table information corresponding to each border of the attribute area, and determine whether the product is within the assessment period. The assessment period includes the year in which the core technology with valid intellectual property rights of the product obtains the corresponding intellectual property rights and N years thereafter. If so, the product is an industrialized product; otherwise, the product is not an industrialized product. Retrieving the table information corresponding to each border of the header area and the data area to obtain the annual newly signed external contract amounts of all products determined to be industrialized products in the current year and accumulating them to obtain the annual newly signed external contract amounts of industrialized products in the current year; Retrieving the table information corresponding to each border of the header area and the data area to obtain the annual profit of all products determined to be industrialized products in that year and accumulating them to obtain the total annual profit of the industrialized products in that year; The total annual operating income and total annual profit of the subsidiary company in the current year are retrieved from the table information corresponding to each frame of the attribute area, the header area and the data area.

4. The relative transformation capability evaluation system of scientific and technological achievements according to claim 1 is characterized in that: In the external industrialization score evaluation unit, the absolute industrialization contribution value of each subsidiary in the year is calculated based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary in the year, specifically including: Use the following formula to calculate the The absolute industrial contribution value of each subsidiary in that year: ； in, Indicates the The absolute industrial contribution value of each branch in that year, Indicates the The annual new external contract value of the industrialized products of each subsidiary is Indicates the The amount of newly signed external contracts for the industrialized products of each subsidiary in the current year; Indicates the The total annual profit of the industrialized products of each subsidiary in that year, Indicates the The total annual profit of the industrialized products of each subsidiary in the current year; , Indicates the total number of subsidiaries in the enterprise; Indicates taking the maximum value; and represent the weight of external contract amount and product profit weight respectively, and .

5. The system for evaluating the relative transformation capability of scientific and technological achievements according to claim 1, characterized in that: In the external industrialization score evaluation unit, the relative industrialization intensity value of each subsidiary in that year is calculated based on the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary in that year, as well as the annual total operating income and annual total profit of each subsidiary in that year, specifically including: Use the following formula to calculate the Relative industrialization intensity value of each subsidiary in that year: ； in, Indicates the The relative industrialization intensity value of each subsidiary in that year, Indicates the The annual new external contract value of the industrialized products of each subsidiary is Indicates the The amount of newly signed external contracts for the industrialized products of each subsidiary in the current year; Indicates the The total annual operating income of each subsidiary in that year, Indicates the The total annual operating income of each subsidiary in the current year; Indicates the The total annual profit of the industrialized products of each subsidiary in that year, Indicates the The total annual profit of the industrialized products of each subsidiary in the current year; Indicates the The total annual profit of each subsidiary in that year, Indicates the The total annual profit of each subsidiary in the current year; , Indicates the total number of subsidiaries in the enterprise; Indicates taking the maximum value; and Represent the contract amount proportion weight and profit proportion weight respectively, and .

6. The system for evaluating the relative transformation capability of scientific and technological achievements according to claim 1, characterized in that: In the internal promotion score evaluation unit, the normalized absolute promotion volume of each subsidiary in that year is obtained based on the promotion and utilization information of each scientific and technological achievement of each subsidiary in that year; the normalized relative efficiency value of each subsidiary in that year is calculated based on the volume index of each subsidiary in that year and the corresponding absolute promotion volume, specifically including: The promotion score of each scientific and technological achievement of each subsidiary in that year is calculated based on the promotion and use information of each scientific and technological achievement of each subsidiary in that year. The promotion and use information includes whether the subsidiary has used the scientific and technological achievement in that year, the number of consecutive years that the scientific and technological achievement has been used in the subsidiary, and the number of projects in which the subsidiary has applied the scientific and technological achievement in that year. The specific process is as follows: First determine the Whether the subsidiary company used the A scientific and technological achievement, if any, The scientific and technological achievements have been The number of years and the number of The subsidiary company applied the The number of scientific and technological achievements is calculated The subsidiary company was in the The promotion score of each scientific and technological achievement is as follows: ； in, Indicates the The subsidiary company was in the The promotion score of each scientific and technological achievement, Indicates the basic score, Indicates the The scientific and technological achievements have been The number of years the subsidiary has been used, Indicates the The subsidiary company applied the The number of projects with scientific and technological achievements, , Represents the collection of all scientific and technological achievements in the list of scientific and technological achievements promotion; and They represent the weight of consecutive years and the weight of the number of projects respectively; Otherwise The subsidiary company was in the The promotion score of a scientific and technological achievement is 0; The promotion scores of all scientific and technological achievements of each subsidiary in that year are accumulated to obtain the absolute promotion amount of each subsidiary in that year, and the absolute promotion amount of each subsidiary in that year is normalized to obtain the normalized absolute promotion amount of each subsidiary in that year; Use the following formula to calculate the Relative efficiency values ​​of each subsidiary in the current year: ； in, Indicates the The relative efficiency value of each branch in that year, Indicates the The absolute promotion volume of each branch in that year, Indicates the The volume indicators of each subsidiary in the current year, including the total number of projects under construction, annual output value or operating income; The relative efficiency value of each subsidiary in the current year is normalized to obtain the normalized relative efficiency value of each subsidiary in the current year.

7. The relative transformation capability evaluation system of scientific and technological achievements according to claim 1 is characterized in that: The external industrialization score of each subsidiary in the current year is the weighted value of the absolute industrialization contribution value and the corresponding relative industrialization intensity value of each subsidiary in the current year; the internal promotion score of each subsidiary in the current year is the weighted value calculated by the normalized absolute promotion amount and the corresponding normalized relative efficiency value of each subsidiary in the current year; the relative conversion capability score of scientific and technological achievements of each subsidiary in the current year is the weighted value of the external industrialization score and the corresponding internal promotion score of each subsidiary in the current year.

8. The system for evaluating the relative transformation capability of scientific and technological achievements according to claim 1, characterized in that: Also includes: The weight configuration module is configured to receive weight configuration instructions and adjust the specified weights.

9. A method for evaluating the relative transformation capability of scientific and technological achievements, characterized in that: include: a step of acquiring data on the ability to industrialize external achievements and the ability to promote and apply internal achievements, receiving a data acquisition instruction, responding to the data acquisition instruction, acquiring financial statements for each subsidiary of the enterprise, and calculating, based on information extracted from the financial statements, the annual newly signed external contract amount and annual total profit of each subsidiary's industrialized products in the current year, as well as the annual total operating income and annual total profit of each subsidiary in the current year; Also, obtain the volume indicators of each subsidiary in that year and the list of scientific and technological achievements promoted by each subsidiary in that year, and extract the promotion and use information of each scientific and technological achievement from the list of scientific and technological achievements promoted; The relative transformation capability evaluation step of scientific and technological achievements comprises receiving a transformation capability evaluation instruction, and responding to the transformation capability evaluation instruction to obtain the absolute industrialization contribution value of each subsidiary company in that year according to the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in that year; obtaining the relative industrialization intensity value of each subsidiary company in that year according to the annual newly signed external contract amount and annual total profit of the industrialized products of each subsidiary company in that year and the annual total operating income and annual total profit of each subsidiary company in that year; obtaining the relative industrialization intensity value of each subsidiary company in that year according to the absolute industrialization contribution value and the corresponding relative industrialization intensity value of each subsidiary company in that year. The external industrialization score for the year; the normalized absolute promotion volume of each subsidiary in the year is obtained based on the promotion and utilization information of each scientific and technological achievement of each subsidiary in the year; and the normalized relative efficiency value of each subsidiary in the year is calculated based on the volume index of each subsidiary in the year and the corresponding absolute promotion volume; the internal promotion score of each subsidiary in the year is calculated based on the normalized absolute promotion volume and the corresponding normalized relative efficiency value; based on the external industrialization score and the corresponding internal promotion score of each subsidiary in the year, the relative conversion capability score of scientific and technological achievements of each subsidiary in the year is obtained; The step of displaying the results of the evaluation of the relative transformation capability of scientific and technological achievements receives a result display instruction, and in response to the result display instruction, displays the external industrialization score, internal promotion score and the relative transformation capability score of scientific and technological achievements of each subsidiary.

10. An electronic device comprising: one or more processors; a storage device for storing one or more programs, When the one or more programs are executed by the one or more processors, the one or more processors implement the method according to claim 9.

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