CN113893548A

CN113893548A - Game resource material auditing method and device, storage medium and computer equipment

Info

Publication number: CN113893548A
Application number: CN202111163714.0A
Authority: CN
Inventors: 乔婷婷; 卢必成; 柳毅恒; 杨墨怡; 郭钊羽
Original assignee: Perfect World Beijing Software Technology Development Co Ltd
Current assignee: Perfect World Beijing Software Technology Development Co Ltd
Priority date: 2020-12-31
Filing date: 2020-12-31
Publication date: 2022-01-07

Abstract

The application discloses a method and a device for auditing game resource materials, a storage medium and computer equipment, wherein the method comprises the following steps: acquiring game resource materials to be audited and release information corresponding to the game resource materials to be audited; determining a preset game resource material auditing rule corresponding to the game resource material to be audited according to the release information; identifying a game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited; and auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule. The scheme is beneficial to improving the auditing efficiency, realizing the batch auditing of the game resource materials, improving the issuing success rate of the game resource materials to be audited and ensuring the quality of the game resource materials to be audited.

Description

Game resource material auditing method and device, storage medium and computer equipment

The invention is a divisional application of Chinese patent application with application number 202011642587.8, namely 'game resource material auditing method and device, storage medium and computer equipment' filed by Chinese patent office at 31/12/2020.

Technical Field

The present application relates to the field of computer technologies, and in particular, to a method and an apparatus for auditing game resource materials, a storage medium, and a computer device.

Background

In the field of games at home and abroad, game contents are mainly displayed through images, characters and other contents, wherein the images are most visual, and the quality of the image contents such as the images, models and the like in the games is particularly important. Along with the popularization of games, more and more people in all ages become game players, some game developers adopt some eyeball images of the Boren, the images have adverse effects on teenagers and adults, and the online game needs to be audited by relevant departments at present to ensure the quality of the game.

In the prior art, for example, in an application scenario of self-review by a game developer, manual review is usually adopted for the review mode of image content in a game, and therefore, the review efficiency is low and the accuracy is poor.

Disclosure of Invention

In view of this, the present application provides a method and an apparatus for auditing game resource materials, a storage medium, and a computer device.

According to one aspect of the application, a game resource material auditing method is provided, which comprises the following steps: obtaining game resource materials to be audited and release information corresponding to the game resource materials to be audited; according to the release information, determining a preset game resource material auditing rule corresponding to the game resource material to be audited; identifying a game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited; and auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule.

According to another aspect of the present application, there is provided a game resource material auditing apparatus including: the game resource material acquisition unit is used for acquiring game resource materials to be audited and release information corresponding to the game resource materials to be audited; the rule determining unit is used for determining a preset game resource material auditing rule corresponding to the game resource material to be audited according to the release information; the game resource material identification unit is used for identifying a game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited; and the auditing unit is used for auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule.

According to yet another aspect of the present application, there is provided a storage medium having stored thereon a computer program which, when executed by a processor, implements the above-described game resource material auditing method.

According to yet another aspect of the present application, there is provided a computer device, including a storage medium, a processor, and a computer program stored on the storage medium and executable on the processor, wherein the processor implements the above game resource material auditing method when executing the program.

By means of the technical scheme, the method and the device for auditing the game resource materials, the storage medium and the computer equipment provided by the application determine the game resource materials to be audited and the corresponding release information thereof, then determine the audit rule of the preset game resource materials according to the release information, and identify the game resource material area related to the audit rule of the preset game resource materials in the game resource materials to be audited, so that whether the game resource materials to be audited conform to the audit rule of the preset game resource materials is judged by utilizing the identified game resource material area, and the audit of the game resource materials to be audited is realized. The method and the device for auditing the game resource materials can determine the preset game resource material auditing rules which are required to be met by the game resource materials to be audited according to the issuing information of the game resource materials to be audited, and audit the game resource materials to be audited according to the relevant rules, so that the game resource materials which can be audited can meet the relevant auditing rules.

The foregoing description is only an overview of the technical solutions of the present application, and the present application can be implemented according to the content of the description in order to make the technical solutions of the present application more clearly understood, and the following detailed description of the present application is provided in order to make the above and other objects, features, and advantages of the present application more clearly understandable.

Drawings

The accompanying drawings, which are included to provide a further understanding of the application and are incorporated in and constitute a part of this application, illustrate embodiment(s) of the application and together with the description serve to explain the application and not to limit the application in a non-limiting sense. In the drawings:

fig. 1 shows a schematic flowchart of a method for auditing game resource materials according to an embodiment of the present application.

Detailed Description

The present application will be described in detail below with reference to the accompanying drawings in conjunction with embodiments. It should be noted that the embodiments and features of the embodiments in the present application may be combined with each other without conflict.

In this embodiment, a method for auditing game resource materials is provided, as shown in fig. 1, the method includes:

step 101, obtaining game resource materials to be audited and release information corresponding to the game resource materials to be audited;

step 102, determining a preset game resource material auditing rule corresponding to the game resource material to be audited according to the release information;

103, identifying a game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited;

and 104, auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule.

The embodiment of the application can be applied to an auditing system, a releasing system and an evaluating system, wherein the auditing system, the releasing system and the evaluating system are carried in a physical computer device, specifically, the auditing system, the releasing system and the evaluating system are applied to a game auditing scene, and can be used for auditing undistributed games, publicly releasing games passing the auditing and evaluating the games, or auditing and evaluating the released games, or be used for auditing systems, releasing systems and evaluating systems of other auditing scenes, for example, auditing, releasing after the auditing and evaluating the contents of posters, propaganda pictures, propaganda animations and the like. Taking an auditing system and a publishing system applied to the field of games as an example, in an actual application scene, before a game is published and online, auditing of at least one dimension of the game is required, so that the game can be allowed to be publicly developed and distributed after contents of multiple dimensions in the game meet relevant regulations. For example, the auditing system and the issuing system may include the above-mentioned game resource material auditing module for auditing the contents of two-dimensional pictures, three-dimensional models, gif motion pictures, model animations, and the like in the game; for example, the auditing system and the publishing system can also comprise a text auditing module for auditing the character-related contents in the game, such as game names, game titles, task names, task summaries and the like; for example, the auditing system and the publishing system may also be a map auditing module for auditing the related contents of the map in the game, and certainly, the auditing system may also be for auditing the contents of other aspects in the game, which is not illustrated here. The embodiments of the present application are explained by using an auditing method applied in a game scenario, and those skilled in the art should understand that methods applied in other scenarios also fall within the scope of the present application.

In the embodiment of the application, the game resource materials to be audited may be two-dimensional pictures, three-dimensional models, gif pictures, animations, and the like in games, and for games planned to be issued in different regions and facing different audiences and in different types, the preset model audit rules may be determined according to factors, i.e., issuing information, such as an issuing place, an issuing type, a game audience, and the like corresponding to the game resource materials to be audited, for example, some games provide game experience of visitor identity login, and players logged in with visitor identity may be minors. According to the preset model auditing rule, the contents such as the type of the clothes in the game resource material to be audited, the covering condition of the clothes on the human body, whether the special sensitive part is covered and the like can be audited.

Further, after obtaining the game resource material to be audited and the preset model audit rule, first, the type of the game resource material region required for auditing the model corresponding to the preset model audit rule is determined, for example, the clothing type needs to be audited, the game resource material region may include a clothing region, for example, the covering ratio of clothing to human body needs to be audited, and the game resource material region may include a clothing region and a human body region. Secondly, identifying related game resource material areas in the game resource materials to be audited, such as clothing areas, human body areas and the like, according to the game resource material area types corresponding to the preset model audit rules. Finally, auditing the model according to the identified game resource material areas and the preset model auditing rule, to judge whether the game resource material to be audited accords with the preset model audit rule, such as whether the dress type accords with, whether the dress covers the human body in proportion, and the like, in practical application scenarios, the auditing system may be a self-auditing system of the game developer, and after determining that the materials of the game resources to be audited conform to the corresponding pre-set model auditing rules, the game resource materials to be audited and the games corresponding to the game resource materials to be audited can be sent to the relevant departments for official audit, the audit system can also be an official audit system of the relevant departments, after the game resource materials to be audited are judged to be in accordance with the corresponding preset model auditing rules, the game resource materials to be audited and the game corresponding to the game resource materials to be audited can be allowed to be published publicly.

By applying the technical scheme of the embodiment, after the game resource material to be audited and the corresponding release information are determined, the audit rule of the preset game resource material is determined according to the release information, and the game resource material area related to the audit rule of the preset game resource material is identified in the game resource material to be audited, so that whether the game resource material to be audited conforms to the audit rule of the preset game resource material is judged by utilizing the identified game resource material area, and the audit of the game resource material to be audited is realized. According to the method and the device, the preset game resource material auditing rule which is required to be met by the game resource material to be audited can be determined according to the issuing information of the game resource material to be audited, and the game resource material to be audited is audited according to the relevant rule, so that the condition that the audited game resource material can meet the relevant auditing rule is ensured, the auditing efficiency is improved compared with a manual auditing mode, the game resource material batch auditing is facilitated, the issuing success rate of the game resource material to be audited is improved, and the quality of the game resource material to be audited is ensured.

In the embodiment of the application, with respect to obtaining the audit rule of the preset game resource material, an audit rule base storing the mapping relationship between the game release information and the audit item may be established in advance, so as to query the audit rule of the preset model corresponding to the game resource material to be audited in the audit rule base, wherein the release information is not limited to at least one of information of a game type, a game release place, a game audience crowd and the like, and the mapping relationship may be specifically determined according to the audit standard released by a game audit department. In addition, the mapping relation can also comprise auditing standards and auditing sequences corresponding to the auditing items, so that auditing can be performed according to the sequence and the standards during auditing, for example, for card games, auditing can be performed on the covering proportion of the character clothes to the human body firstly, for shooting games, auditing can be performed on whether to comprise vivid blood pictures or not firstly, and for example, the judging standards of different areas on the covering proportion of the character clothes to the human body are inconsistent.

In a specific application scenario, the preset model audit rule determined based on the mapping relationship may specifically include one or more audit items, when only one audit item is included, it can be understood that only one audit item is required to audit the compliance condition of the game resource material to be audited, and when a plurality of audit items are included, the plurality of audit items may be audited in parallel, or may be audited in an artificially specified order, or in an order determined by priorities of the plurality of audit items corresponding to the game resource material to be audited. Optionally, the audit sequence may be determined according to a historical audit record, or may be determined according to a weight of each audit item corresponding to at least one piece of release information. For example, a historical audit result corresponding to a historical audit game resource material which is the same as or similar to the release information of the game resource material to be audited is inquired in the historical audit record, which of audit items which are not audited and correspond to the historical audit game resource material are inquired in the historical audit result, the number of times of failure corresponding to the items which are not audited in the audit history is sorted according to at least a plurality of sequences, and the audit sequence is determined according to the number of times of failure; for example, the audit items are sorted according to the weight of the audit items corresponding to at least one of the release type, the release place and the attribute of the audience population, and particularly, when the attribute of the audience population is a minor, whether each audit item contains a vivid blood picture or not and the weight corresponding to the coverage ratio of the clothing of the sensitive part of the character to the human body is large can be arranged at the front position.

In addition, besides the audit rule of the game resource material, the method can also obtain a text audit rule, a map audit rule and the like, similarly, for games with different release information, the corresponding text audit rule and the map audit rule can also be different, the related audit rule can also be stored in the mapping relation in advance, and when the game to be audited exists, the game resource material to be audited, the text to be audited, the map to be audited and the like can be obtained through analysis of the game to be audited or according to the content to be audited, which is imported by technical personnel and is related to the game to be audited, so that the corresponding audit rule of the preset game resource material, the preset text audit rule, the preset map audit rule and the like can be obtained based on the release information of the game to be audited. That is, the mapping relationship between the game release information and the audit rule at least may include different game types, game release places, game resource material audit rules, text audit rules and map audit rules corresponding to the game audience groups, and may further include respective audit items, audit standards and audit sequences corresponding to the game resource material audit rules, the text audit rules and the map audit rules. The auditing rule can be adapted to the game resource materials to be audited with different auditing requirements, the accuracy of the auditing result is improved, the model auditing method provided by the embodiment of the application is also suitable for more various auditing scenes, and the applicability of the method and the universality of an auditing system and a publishing system are improved.

In the embodiment of the present application, the model audit rule included in the audit rule base includes, but is not limited to, at least one of a requirement for clothing coverage ratio, a requirement for clothing transparency, a requirement for sensitive part ratio, a requirement for sensitive part coverage position, a requirement for sensitive pixel point ratio, and a requirement for abnormal pattern matching degree, which are matched with different release information, and an audit sequence corresponding to the requirement. Specifically, the auditing method can be used for auditing the aspects of the game resource material to be audited, such as the covering proportion of clothing to human bodies, whether the clothing is semitransparent, the proportion of sensitive parts (such as the area from the lower part of the neck to the upper part of the waist) to the human bodies, the covering proportion of clothing to the sensitive parts, the covering positions of clothing to the sensitive parts (whether the key area of the sensitive parts is covered), the proportion of sensitive pixel points to all pixel points in the game resource material to be audited (such as the situation that the picture may relate to vivid blood if the proportion of red-tone pixel points is too much), whether the picture contains a preset abnormal figure, and the like.

Further, in order to achieve more accurate matching of the audit items and the audit standards, the embodiment of the present application may optionally further include, before querying the preset game resource material audit rule in the audit rule base, that: identifying character attribute information corresponding to the game resource material to be audited, wherein the character attribute information comprises character gender attribute and/or character age attribute and/or character integrity; and/or obtaining display attribute information corresponding to the game resource material to be audited, wherein the display attribute information comprises a display position and/or a display granularity corresponding to the game resource material to be audited;

correspondingly, the step of inquiring the audit rule of the preset game resource material in the audit rule base can specifically be as follows: inquiring an auditing item corresponding to the game resource material to be audited in the auditing rule base according to the release information and the character attribute information; and determining an auditing standard corresponding to the auditing item according to the display attribute information, and determining an auditing sequence corresponding to the auditing item.

In the above embodiment, since the auditing rules corresponding to game characters of different genders and ages may also be different in the game, for example, a male game character may not block an area from below the neck to above the waist, a female game character needs to block an area from below the neck to above the waist to a certain extent, a child game character may have more unoccluded skin, and an adult game character may not have more unoccluded skin. In addition, the game resource material to be audited may contain only partial character images, for example, it is a common situation that only the image of the head of the character is included, and the head of the character is not covered by the clothing, and it is obviously not reasonable if the verification is performed simply according to the verification rule corresponding to the game release information, so in the embodiment of the present application, the integrity of the human body part contained in the game resource material to be audited can be identified, the model category contained in the game resource material to be audited is determined, such as a head model, an upper body model, a whole body model, etc., and when the game resource material to be audited contains a human body part to be occluded, namely, when the model category does not belong to the head model, the game resource element to be audited is audited, and if the model type belongs to the head model, the examination can be directly passed or converted into manual examination. In addition, for human body models with different integrity degrees, auditing items and auditing standards in corresponding preset model auditing rules can also be different, the preset model auditing rules can be further adjusted according to model types and then the game resource materials to be audited are audited based on new rules, for example, the requirement of the clothing covering proportion corresponding to the upper half body model can be different from the requirement of the clothing covering proportion corresponding to the whole body model, the requirement of the proportion of the sensitive part corresponding to the upper half body model can be different from the requirement of the proportion of the sensitive part corresponding to the whole body model, and when the model to be audited only comprises the upper half body model, the sensitive part corresponding to the lower half body does not need to be used as the auditing item.

In a specific application scenario, for some special types of clothes, such as swimsuits, because the coverage ratio of the clothes to human bodies is low when the swimsuit is worn by the player, for such special cases, even if the coverage ratio is low, it cannot be said that the game resource material to be audited does not meet the regulations, in this embodiment of the present application, step 104 may optionally include: identifying a clothing type corresponding to the clothing area; if the clothing type belongs to a manual auditing type, marking the game resource material to be audited with a manual auditing label; and if the clothing type does not belong to the manual review type, executing step 104.

The manual auditing type can be a swimsuit, when the swimsuit is worn by a person in the game resource materials to be audited is identified, the game resource materials to be audited are marked with manual auditing labels and sent to a manual auditing position for manual auditing, for example, the game resource materials to be audited comprise 1000 pictures, 4 identified dress types are the swimsuit, and the 4 pictures can be sent to a manual auditing terminal so that a worker can perform manual auditing, so that the problem of inaccurate auditing caused by the fact that auditing is performed only by depending on auditing rules is avoided.

After the preset model audit rule corresponding to the game resource material to be audited is determined, the corresponding game resource material area can be identified in the game resource material to be audited according to the category of the game resource material required corresponding to the preset model audit rule, and therefore auditing is carried out according to the rule. For example, under the condition that the preset model auditing rule includes a clothing covering proportion requirement, the corresponding required game resource material area includes a human body area and a clothing area; under the condition that the preset model auditing rule comprises a clothing transparency requirement, the corresponding required game resource material area comprises a clothing area; the preset model auditing rule comprises that the corresponding required game resource material area comprises a human body area and a sensitive part area in the human body under the condition that the sensitive part accounts for the proportion of the human body; under the condition that the preset model auditing rule comprises at least one of a sensitive part covering proportion requirement and a sensitive part covering position requirement, the corresponding required game resource material area comprises a sensitive part area and a clothing area; under the condition that the preset model auditing rule includes the sensitive pixel point proportion requirement, the corresponding required game resource material area includes a sensitive pixel point area; and under the condition that the preset model auditing rule comprises the requirement of the abnormal graph matching degree, the corresponding required game resource material area comprises an abnormal area.

The following explains a method for identifying relevant game resource material areas in the game resource materials to be audited on the premise that the types of the required game resource material areas are known. Specifically, when the game resource material areas such as the human body area, the clothing area, the sensitive part area, and the like need to be identified, optionally, step 103 may specifically include:

103-1, when the game resource material to be audited is a two-dimensional picture, inputting the game resource material to be audited into a first preset game resource material identification model to obtain a first probability map of game resource material categories related to the audit rule of the preset game resource material, obtaining pixel points of which the probability values of the pixel points in the first probability map are greater than a first probability value threshold of the corresponding game resource material categories, and determining game resource material areas corresponding to the related game resource material categories in the game resource material to be audited, wherein the first probability map comprises probability values of the pixel points in the first probability map belonging to the corresponding game resource material categories.

In step 103-1, when the game resource material to be audited is a two-dimensional picture, or when the game resource material to be audited is gif moving picture or game animation, the two-dimensional image recognition submodule included in the game resource material auditing module in the auditing system or publishing system can be used to parse the two-dimensional picture corresponding to each frame from the gif moving picture or game animation by frame-by-frame parsing, after obtaining the game resource material to be audited in the form of two-dimensional picture, the game resource material to be audited is identified by using the pre-trained preset game resource material identification model, in a specific practical application scenario, the first preset game resource material identification model can adopt an HRNet (High-resolution network) network model, the model is trained by using the pre-labeled sample picture, wherein the sample picture is labeled with the game resource material category corresponding to each pixel point in advance, the game resource material categories can comprise human bodies, clothes, sensitive areas (such as areas from the lower part of the neck to the upper part of the waist, from the lower part of the waist to the upper part of the legs and the like), heads, upper bodies, lower bodies and the like, after a preset game resource material identification model is trained by utilizing sample pictures, any picture is input into the model, a plurality of game resource material probability maps, namely a first probability map can be obtained, each game resource material probability map corresponds to one game resource material category, the size of the probability map is the same as that of the input picture, the pixel value of each pixel point in the game resource material probability map is used for reflecting the probability value of the pixel point belonging to the game resource material category corresponding to the probability map (the pixel value can be directly used as the probability value, or the probability value of the pixel point belonging to the category can be obtained after normalization processing), for example, it may be specified that the larger the pixel value is, the higher the confidence that the pixel point belongs to the category of the game resource material is, in the embodiment of the present application, the pixel point whose pixel value is greater than the preset pixel value threshold may be directly determined as the pixel point belonging to the category of the game resource material, or the pixel point whose probability value is greater than the preset probability value threshold may be determined as the pixel point belonging to the category of the game resource material after the pixel value is processed into the probability value, and all the pixel points belonging to the category of the game resource material are used as the corresponding game resource material regions, so that the game resource material regions such as the human body region, the clothing region, and the like are identified from the game resource material to be audited.

It should be noted that in the embodiment of the present application, an unlabeled sample picture may be labeled in a semantic segmentation manner to obtain a labeled sample picture, so as to train the first preset game resource material identification model by using the labeled sample picture. For example, a semantic segmentation graph of character game resource materials is constructed for the character game resource material pictures, mapping of the character game resource materials to the semantic segmentation graph is learned through a convolutional neural network, then, the game resource material areas such as clothing areas and human body areas of the character game resource materials are extracted based on the semantic segmentation graph, and the types of the game resource materials are labeled for the segmented game resource material areas, so that sample pictures for model training are obtained. When the first preset game resource material identification model is trained, sample pictures corresponding to all game resource material categories can be used for training, a first preset game resource material identification model matched with the audit rule can be trained aiming at different audit rules (specifically, audit items in the audit rule), correspondingly, in step 103-1, the game resource material to be audited is input into the first preset game resource material identification model matched with the related audit item to obtain a first probability map corresponding to the audit item, a game resource material area corresponding to the audit item is determined, and when the audit item is subsequently audited, the game resource material area corresponding to the audit item is directly used for auditing, so that the identified game resource material area is more suitable for auditing a certain audit item, and improving the auditing accuracy.

It can be understood that, for a certain pixel point in any sample picture, the pixel point may correspond to one semantic or a plurality of semantics, that is, one pixel point may correspond to one game resource material category or a plurality of game resource material categories, for example, a certain pixel point in an area from below the neck to above the waist, and the pixel point is covered by clothing, so that the game resource material category corresponding to the pixel point may include a human body, an area from below the neck to above the waist, and clothing.

In addition, in some application scenarios, when a modeler builds a model, the modeler can directly build the model according to the game resource material type division layers, for example, a clothing layer is built by clothing game resource materials alone, and a human body layer is built by human body game resource materials alone.

103-2, when the game resource material to be audited is a three-dimensional model, performing UV expansion processing on the surface of the game resource material to be audited according to the coordinates corresponding to the game resource material classes, and determining a first UV expansion diagram of the game resource material classes related to the preset game resource material auditing rules, wherein the game resource material area comprises the first UV expansion diagram; or,

when the game resource material to be audited is a three-dimensional model, performing UV unfolding processing on the surface of the game resource material to be audited, determining a second UV unfolding picture corresponding to the game resource material to be audited, inputting the second UV expansion map into a second preset game resource material identification model to obtain a second probability map of game resource material categories related to the preset game resource material auditing rules, obtaining pixel points of which the probability values of the pixel points in the second probability map are greater than a second probability value threshold of the corresponding game resource material categories, and determining a game resource material area corresponding to the related game resource material category in the game resource materials to be audited, the second probability map comprises probability values of each pixel point in the second probability map belonging to corresponding game resource material categories.

In step 103-2, when the game resource material to be audited is a three-dimensional model (specifically, a 3D character game resource material model), since the corresponding relationship between the UV map and the 3D character game resource material may be stored in the three-dimensional model information during modeling, each game resource material region may be obtained by using a three-dimensional model identification submodule included in a game resource material auditing module in the auditing system and the issuing system in a UV expansion manner, so as to obtain a first UV expansion map of the game resource material category required by the preset model auditing rule as the game resource material region in the embodiment of the present application, for example, a hand UV expansion map is obtained by expanding the three-dimensional model using hand game resource material coordinates. In addition, for the case that the three-dimensional model information does not contain the corresponding relationship between the UV map and the 3D character game resource material, the three-dimensional model can be subjected to UV expansion to obtain a second UV expansion map, then the second UV expansion map is input into a second preset game resource material identification model to obtain a second probability map in a mode similar to the game resource material area identification of the two-dimensional picture, and the corresponding game resource material area is determined according to the pixel value of each pixel point in the second probability map and a second probability threshold. The training mode of the second preset game resource material identification model can be the same as that of the first preset game resource material identification model, and the difference lies in that the two training sample pictures are different, the sample picture corresponding to the first preset game resource material identification model is a two-dimensional picture, and the sample picture corresponding to the second preset game resource material identification model is a UV development picture.

Furthermore, after the preset model audit rule is determined and the relevant game resource material region is obtained, compliance audit can be performed on the game resource material to be audited, and whether the game resource material to be audited conforms to the preset model audit rule or not is judged. For example, for the case where the preset model audit rule includes a plurality of audit rules and the plurality of rules do not differentiate the audit priorities (for example, in a self-audit scene inside a game developer, it is necessary to ensure that the resource materials of the game to be audited satisfy each rule), the audit can be performed simultaneously for the plurality of rules, or the audit can be performed one by one in a predetermined order or in a random order, for the case where the preset model audit rule includes a plurality of rules and the plurality of rules need to differentiate the audit priorities (for example, in a scene where a game audit is performed by a game audit department, or in a scene where the self-audit scene inside the game developer needs to quickly obtain the audit result, if one of the rules does not satisfy the audit result, it is determined that the resource materials of the game or the game to be audited cannot pass the audit), after the audit rules are sorted according to the priorities of the various audit rules, and auditing is carried out in sequence according to the sequence, and auditing can be finished when the game resource materials to be audited do not meet a certain rule, or auditing is continued until auditing of all rules is finished when the game resource materials to be audited do not meet the certain rule.

In the following, the embodiment of the present application describes an auditing method for a game resource material to be audited, taking a scenario in which an auditing sequence of each rule is not distinguished and each auditing rule is determined as an example. The audit item includes at least one of a clothing covering ratio, clothing transparency, a sensitive part ratio, a sensitive part covering position, a sensitive pixel point ratio, and an abnormal pattern matching degree, and optionally, the step 104 may specifically include:

104-1, when the audit item comprises the clothing covering proportion, acquiring the number of human body pixels corresponding to the human body area and the number of clothing pixels corresponding to the clothing area, and determining a first covering proportion of clothing to a human body in the game resource material to be audited; and determining whether the first coverage proportion meets the clothing coverage proportion requirement corresponding to the preset model auditing rule.

In this embodiment, a clothing covering proportion auditing submodule included in a game resource material auditing module in an auditing system and a publishing system may be used to count the number of pixel points corresponding to a human body area, that is, the number of human body pixel points, and the number of pixel points corresponding to a clothing area, that is, the number of clothing pixel points, and then a ratio of the number of clothing pixel points to the number of human body pixel points may be used as a first covering proportion, a covering ratio of clothing to the whole human body area in the game resource material to be audited is represented by the first covering proportion, and when the first covering proportion meets the auditing requirement of the auditing project, that is, when the first covering proportion meets the requirement of the covering proportion, that is, for example, greater than the minimum value of the covering proportion requirement, the game resource material to be audited may be considered to pass the auditing of the auditing project.

104-2, when the audit item comprises the clothing transparency, acquiring the RGB value of a clothing pixel point corresponding to the clothing area; and determining whether the RGB value of the clothing pixel point belongs to the range of the RGB value interval of the clothing transparency requirement corresponding to the preset game resource material auditing rule.

In this embodiment, the semitransparent clothing auditing submodule included in the game resource material auditing module of the auditing system and the publishing system may be used to count the RGB values of each pixel point in the clothing area, and determine whether the clothing transparency meets the relevant requirements according to the RGB values of each pixel point, for example, if the average value of the RGB values of each pixel point is within the RGB value interval of the clothing transparency requirement or more than a certain percentage of the RGB values of the pixel points are within the interval (for example, 70% of the RGB values of the pixel points are within the interval), it may be considered that the clothing worn by the character in the game resource material to be audited belongs to semitransparent clothing, and the auditing of the auditing item cannot be passed.

104-3, when the auditing item includes the sensitive part ratio, acquiring the number of sensitive part pixel points corresponding to the sensitive part area and the number of human body pixel points corresponding to the human body area, and determining the proportion of the sensitive part in the game resource material to be audited to the human body; and determining whether the proportion of the sensitive part in the human body meets the sensitive part proportion requirement corresponding to the preset game resource material auditing rule.

In this embodiment, the sensitive portion may include a region from below the neck to above the waist (mainly for a female character), a region from below the waist to above the leg, and other human body portions, in order to avoid adverse effects on the player caused by a character picture and a model with an exaggerated proportion of the sensitive portion in the game, the sensitive portion proportion auditing submodule included in the game resource material auditing module in the auditing system and the issuing system may be used to calculate the proportion of the sensitive portion to the human body, specifically, the ratio of the number of sensitive portion pixels corresponding to the sensitive portion region to the number of human body pixels corresponding to the human body region may be used as the proportion of the sensitive portion to the human body corresponding to the game resource material to be audited, and whether the proportion meets the sensitive portion proportion requirement is determined, for example, when the proportion of the sensitive portion to the human body is smaller than a preset sensitive portion proportion threshold value, and considering that the game resource material to be audited passes the audit of the audit item.

104-4, when the auditing item includes a sensitive part covering proportion, determining a covering area corresponding to the sensitive part area according to the sensitive part area and the clothing area, wherein the covering area is an area corresponding to a sensitive part which is blocked by clothing in the game resource material to be audited; acquiring the number of covering area pixel points corresponding to the covering area and the number of sensitive part pixel points corresponding to the sensitive part area, determining a second covering proportion of the clothing to the sensitive part in the game resource material to be audited, and determining whether the second covering proportion meets the requirement of the sensitive part covering proportion corresponding to the preset game resource material auditing rule.

In this embodiment, the covering region corresponding to the sensitive part region may specifically be a coincidence portion of the sensitive part region and the clothing region, a sensitive part covering ratio auditing submodule included in a game resource material auditing module in the auditing system and the issuing system may be used to take a ratio of the number of pixel points of the covering region corresponding to the covering region to the number of pixel points of the sensitive part corresponding to the sensitive part region as a second covering ratio of the clothing to the sensitive part in the game resource material to be audited, and determine whether the second covering ratio meets a requirement of the covering ratio of the sensitive part, for example, the area from below the neck to above the waist is required to be covered by at least 70%, and then when the second covering ratio is greater than or equal to 70%, the game resource material to be audited is considered to pass through the audit of the audit item.

104-5, when the auditing item comprises the covering position of the sensitive part, determining a covering area corresponding to the sensitive part area according to the sensitive part area and the clothing area, wherein the covering area is an area corresponding to the sensitive part which is blocked by clothing in the game resource material to be audited; and acquiring the covering position of the covering area in the sensitive part area, and determining whether the covering position meets the requirement of the covering position of the sensitive part corresponding to the preset game resource material auditing rule.

In this embodiment, the coverage proportion of the sensitive part region can be checked, and the coverage position of the sensitive part region can also be checked, the coverage region can be the overlapped part of the sensitive part region and the clothing region, after the coverage region is determined by using a sensitive part coverage position checking submodule included in a game resource material checking module in a checking system and a release system, whether the coverage region covers the position to be covered corresponding to the requirement of the sensitive part coverage position can be judged, and when the coverage region covers the position to be covered, the game resource material to be checked is confirmed to pass the checking of the checking item. Specifically, the position to be covered may be determined by a region range formed by a minimum height ratio, a maximum height ratio, a minimum width ratio and a maximum width ratio corresponding to the sensitive region (of course, more parameter values may be used for determining), for example, the minimum height coordinate corresponding to the sensitive region is 10, the maximum height coordinate is 20, the minimum width coordinate is 30, the maximum width coordinate is 40, the minimum height ratio is 30%, the maximum height ratio is 70%, the minimum width ratio is 30% and the maximum width ratio is 70%, the minimum height coordinate corresponding to the position to be covered may be 20+ (30-20)% 30 ═ 23, correspondingly, the maximum height coordinate is 27, the minimum width coordinate is 33, and the maximum width coordinate is 37, and then the position to be covered may be considered as coordinates (33, 23), (37, 23), (33, 27) and (37, 27) areas surrounded by the four coordinate points.

In this embodiment of the application, the audit item may further include a sensitive pixel proportion, and step 103 may further include:

103-3, acquiring an RGB value corresponding to each pixel point in the game resource material to be audited, and determining a sensitive pixel point region according to sensitive pixel points belonging to a preset sensitive RGB value interval, wherein the game resource material region comprises the sensitive pixel point region;

correspondingly, step 104 may specifically further include:

104-6, acquiring the number of sensitive pixels corresponding to the sensitive pixel area and the number of all pixels corresponding to the game resource material to be audited, and determining the proportion of the sensitive pixels corresponding to the game resource material to be audited; and determining whether the proportion of the sensitive pixel points meets the proportion requirement of the sensitive pixel points corresponding to the auditing rule of the preset game resource material.

In this embodiment, a sensitive pixel point proportion auditing submodule included in a game resource material auditing module in an auditing system or a publishing system may be used to obtain an RGB value corresponding to each pixel point in a game resource material to be audited, a region corresponding to a sensitive pixel point whose RGB value falls within a preset sensitive RGB value range is determined as a sensitive pixel point region, for example, the RGB value range may specifically be red and a pixel RGB value close to red, and then a ratio of the number of sensitive pixel points to the number of all pixel points corresponding to the game resource material to be audited is calculated, the ratio is used as a sensitive pixel point proportion, and when the sensitive pixel point proportion is smaller than a threshold value specified by a sensitive pixel point proportion requirement, the game resource material to be audited is considered to pass through the auditing of the auditing item. And realizing the auditing of the vivid blood picture in the game resource material to be audited.

In addition, regarding the sensitive pixel point region, the pixel points of which the corresponding RGB values belonging to the human body region fall within the preset sensitive RGB value range can be used as the sensitive pixel points to determine the sensitive pixel point region, and the ratio of the number of the sensitive pixel points corresponding to the sensitive pixel point region to the number of the human body pixel points corresponding to the human body region is used as the sensitive pixel point proportion, so that when the proportion is judged to be smaller than the corresponding threshold value, the game resource material to be audited is considered to pass the audit of the audit item.

103-4, identifying an abnormal area matched with an abnormal graph corresponding to the preset game resource material auditing rule in the game resource material to be audited and an abnormal graph matching degree between the abnormal area and the abnormal graph, wherein the game resource material area comprises the abnormal area;

correspondingly, step 104 may specifically further include:

and step 104-7, determining whether the matching degree of the abnormal image corresponding to the abnormal area meets the requirement of the matching degree of the abnormal image corresponding to the audit rule of the preset game resource material.

In the above embodiment, the auditing sub-module of the abnormal graph included in the auditing module of the game resource material in the auditing system and the issuing system can be used to identify and audit whether the abnormal graph is included in the game resource material to be audited. The abnormal figure can be a figure which is not suitable for appearing in the game.

Further, in this embodiment of the application, optionally, after step 104, the method may further include:

105, when the game resource material to be audited does not meet the audit rule of the preset game resource material, marking an illegal area which does not meet the audit rule of the preset game resource material in the game resource material to be audited;

step 106, determining violation reasons of the violation areas according to the violation areas and preset game resource element auditing rules corresponding to the violation areas, and outputting the violation areas, the corresponding violation reasons and preset optimization suggestions corresponding to the violation reasons;

and 107, modifying the violation area according to the preset optimization suggestion, and outputting modified game resource materials to be audited.

In steps 105 to 107, when it is determined that the game resource material to be audited does not satisfy the preset game resource material audit rule (does not satisfy any audit item), the illegal region that does not satisfy the audit rule is marked, so that an audit conclusion is output, and an optimization suggestion can be given. For example, the clothing coverage ratio does not meet the requirement, the clothing area may be marked as an offending area, and the offending area, the cause of the offending corresponding to the offending area (e.g., clothing coverage ratio is smaller than the minimum value required by clothing coverage ratio), and the corresponding preset optimization suggestion (e.g., suggestion to cover clothing with more human skin) are output.

In addition, for game resource materials to be audited in the violation area, the violation area can be amended according to corresponding preset optimization suggestions, and the amended result is output, for example, when the clothing covering proportion does not meet corresponding rules, the human body area is covered on the basis of the original clothing area based on the clothing area, for example, the clothing type corresponding to the original clothing area is a vest, the clothing color corresponding to the clothing area can be identified, and the original clothing area is expanded to the clothing area corresponding to the T-shirt type, so that more coverage on the human skin is realized. In this way, a reference thought is provided for the artists to manufacture the game resource materials, the game resource material modification efficiency is improved, and in addition, the modified game resource materials to be verified can be directly used for replacing the original game resource materials, so that the game is favorable for quick over-examination and quick online.

Further, as a specific implementation of the method in fig. 1, an embodiment of the present application provides a device for auditing game resource materials, where the device includes:

the game resource material acquisition unit is used for acquiring game resource materials to be audited and release information corresponding to the game resource materials to be audited;

the rule determining unit is used for determining a preset game resource material auditing rule corresponding to the game resource material to be audited according to the release information;

the game resource material identification unit is used for identifying a game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited;

and the auditing unit is used for auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule.

Optionally, the rule determining unit is specifically configured to:

and inquiring a preset auditing rule corresponding to the game resource material to be audited in an auditing rule base according to the issuing information, wherein the issuing information at least comprises an issuing type, an issuing place and crowdsourcing attributes, and the preset auditing rule comprises an auditing item, an auditing standard corresponding to the auditing item and an auditing sequence corresponding to the auditing item.

Optionally, the apparatus further comprises:

the character attribute identification unit is used for identifying character attribute information corresponding to the game resource material to be audited before inquiring a preset audit rule corresponding to the game resource material to be audited in an audit rule base according to the release information, wherein the character attribute information comprises character gender attribute and/or character age attribute and/or character integrity; and/or the presence of a gas in the gas,

the display attribute identification unit is used for acquiring display attribute information corresponding to the game resource material to be audited, wherein the display attribute information comprises a display position and/or a display granularity corresponding to the game resource material to be audited;

accordingly, the rule determining unit is further configured to: inquiring an auditing item corresponding to the game resource material to be audited in the auditing rule base according to the release information and the character attribute information; and determining an auditing standard corresponding to the auditing item according to the display attribute information, and determining an auditing sequence corresponding to the auditing item.

Optionally, the game resource material identification unit specifically includes:

the first identification subunit is configured to, when the game resource material to be audited is a two-dimensional picture, input the game resource material to be audited into a first preset game resource material identification model to obtain a first probability map of game resource material categories related to the audit rule of the preset game resource material, obtain a pixel point in the first probability map, where a probability value of the pixel point is greater than a first probability value threshold of the corresponding game resource material category, and determine a game resource material region corresponding to the related game resource material category in the game resource material to be audited, where the first probability map includes a probability value, where each pixel point in the first probability map belongs to the corresponding game resource material category.

the second identification subunit is used for performing UV expansion processing on the surface of the game resource material to be audited according to coordinates corresponding to each game resource material category when the game resource material to be audited is a three-dimensional model, and determining a first UV expansion diagram of the game resource material category related to the preset game resource material auditing rule, wherein the game resource material area comprises the first UV expansion diagram; or,

Optionally, the preset game resource material auditing rule comprises an auditing item, an auditing standard corresponding to the auditing item and an auditing sequence corresponding to the auditing item, wherein the auditing item comprises at least one of a clothing covering proportion, clothing transparency, a sensitive part ratio, a sensitive part covering proportion, a sensitive part covering position, a sensitive pixel point ratio and an abnormal pattern matching degree;

the auditing unit is specifically configured to: and sequentially executing an auditing process corresponding to the auditing items according to the auditing sequence so as to judge whether the game resource elements to be audited meet the auditing standard of the corresponding auditing items according to the game resource material areas, wherein the auditing process comprises the following steps:

when the audit item comprises the clothing covering proportion, acquiring the number of human body pixels corresponding to the human body area and the number of clothing pixels corresponding to the clothing area, and determining a first covering proportion of clothing to the human body in the game resource material to be audited; determining whether the first covering proportion meets the clothing covering proportion requirement corresponding to the preset game resource material auditing rule;

when the audit item comprises the clothing transparency, acquiring the RGB value of a clothing pixel point corresponding to the clothing area; determining whether the RGB value of the clothing pixel point belongs to the range of the RGB value interval of the clothing transparency requirement corresponding to the preset game resource material auditing rule;

when the auditing item comprises the sensitive part ratio, acquiring the number of sensitive part pixel points corresponding to the sensitive part region and the number of human body pixel points corresponding to the human body region, and determining the proportion of the sensitive part in the game resource material to be audited to the human body; determining whether the proportion of the sensitive part in the human body meets the sensitive part proportion requirement corresponding to the preset game resource material auditing rule;

when the auditing item comprises a sensitive part covering proportion, determining a covering area corresponding to the sensitive part area according to the sensitive part area and the clothing area, wherein the covering area is an area corresponding to a sensitive part which is covered by clothing in the game resource material to be audited; acquiring the number of covering area pixel points corresponding to the covering area and the number of sensitive part pixel points corresponding to the sensitive part area, determining a second covering proportion of clothing to the sensitive part in the game resource material to be checked, and determining whether the second covering proportion meets the requirement of the sensitive part covering proportion corresponding to the preset game resource material checking rule;

when the auditing item comprises the covering position of the sensitive part, determining a covering area corresponding to the sensitive part area according to the sensitive part area and the clothing area, wherein the covering area is an area corresponding to the sensitive part which is covered by clothing in the game resource material to be audited; and acquiring a covering position of the covering area in the sensitive part area, and determining whether the covering position meets the requirement of the sensitive part covering position corresponding to the preset game resource material auditing rule.

Optionally, the audit item includes a sensitive pixel ratio; the game resource material identification unit further includes:

the third identification subunit is used for acquiring an RGB value corresponding to each pixel point in the game resource material to be audited, and determining a sensitive pixel point region according to a sensitive pixel point belonging to a preset sensitive RGB value interval, wherein the game resource material region comprises the sensitive pixel point region;

correspondingly, the auditing unit is further configured to: acquiring the number of sensitive pixels corresponding to the sensitive pixel area and the number of all pixels corresponding to the game resource material to be audited, and determining the proportion of the sensitive pixels corresponding to the game resource material to be audited; and determining whether the proportion of the sensitive pixel points meets the proportion requirement of the sensitive pixel points corresponding to the auditing rule of the preset game resource material.

Optionally, the audit item comprises an abnormal graph match; the game resource material identification unit further includes:

a fourth identification subunit, configured to identify an abnormal region in the game resource material to be audited, where the abnormal region is matched with an abnormal pattern corresponding to the preset game resource material audit rule, and an abnormal pattern matching degree between the abnormal region and the abnormal pattern, where the game resource material region includes the abnormal region;

correspondingly, the auditing unit is further configured to: and determining whether the matching degree of the abnormal image corresponding to the abnormal area meets the requirement of the matching degree of the abnormal image corresponding to the audit rule of the preset game resource material.

Optionally, the apparatus further comprises:

the marking unit is used for marking the illegal region which does not meet the auditing rule of the preset game resource material in the game resource material to be audited after the audit is performed on the game resource material to be audited according to the game resource material region and the audit rule of the preset game resource material and when the game resource material to be audited does not meet the audit rule of the preset game resource material;

and the output unit is used for determining the violation reasons of the violation areas according to the violation areas and preset game resource material auditing rules corresponding to the violation areas, and outputting the violation areas, the corresponding violation reasons and preset optimization suggestions corresponding to the violation reasons.

Optionally, the apparatus further comprises:

and the modification unit is used for modifying the violation area according to the preset optimization suggestion after the violation area, the corresponding violation reason and the preset optimization suggestion corresponding to the violation reason are output, and outputting the modified game resource material to be audited.

It should be noted that, other corresponding descriptions of the functional units involved in the game resource material auditing device provided by the embodiment of the present application may refer to the corresponding description in the method of fig. 1, and are not described herein redundantly.

Based on the method shown in fig. 1, correspondingly, the embodiment of the present application further provides a storage medium, on which a computer program is stored, and the computer program, when executed by a processor, implements the method for auditing game resource materials shown in fig. 1.

Based on such understanding, the technical solution of the present application may be embodied in the form of a software product, which may be stored in a non-volatile storage medium (which may be a CD-ROM, a usb disk, a removable hard disk, etc.), and includes several instructions for enabling a computer device (which may be a personal computer, a server, or a network device, etc.) to execute the method described in the embodiments of the present application.

Based on the method shown in fig. 1 and the above virtual device embodiment, in order to achieve the above object, an embodiment of the present application further provides a computer device, which may specifically be a personal computer, a server, a network device, and the like, where the computer device includes a storage medium and a processor; a storage medium for storing a computer program; a processor for executing a computer program to implement the above-described game resource material auditing method shown in fig. 1.

Optionally, the computer device may also include a user interface, a network interface, a camera, Radio Frequency (RF) circuitry, sensors, audio circuitry, a WI-FI module, and so forth. The user interface may include a Display screen (Display), an input unit such as a Keyboard (Keyboard), and the like, and the optional user interface may further include a USB interface, a card reader interface, and the like. The network interface may optionally include a standard wired interface, a wireless interface (e.g., a bluetooth interface, WI-FI interface), etc.

It will be appreciated by those skilled in the art that the present embodiment provides a computer device architecture that is not limiting of the computer device, and that may include more or fewer components, or some components in combination, or a different arrangement of components.

The storage medium may further include an operating system and a network communication module. An operating system is a program that manages and maintains the hardware and software resources of a computer device, supporting the operation of information handling programs, as well as other software and/or programs. The network communication module is used for realizing communication among components in the storage medium and other hardware and software in the entity device.

Through the description of the above embodiment, those skilled in the art can clearly understand that the present application can be implemented by software and a necessary universal hardware platform, and can also determine the game resource material to be audited and the corresponding release information thereof through hardware, determine the audit rule of the preset game resource material according to the release information, and identify the game resource material area related to the audit rule of the preset game resource material in the game resource material to be audited, so as to determine whether the game resource material to be audited conforms to the audit rule of the preset game resource material by using the identified game resource material area, thereby implementing the audit of the game resource material to be audited. The method and the device for auditing the game resource materials can determine the preset game resource material auditing rules which are required to be met by the game resource materials to be audited according to the issuing information of the game resource materials to be audited, and audit the game resource materials to be audited according to the relevant rules, so that the game resource materials which can be audited can meet the relevant auditing rules.

Those skilled in the art will appreciate that the figures are merely schematic representations of one preferred implementation scenario and that the blocks or processes in the figures are not necessarily required to practice the present application. Those skilled in the art will appreciate that the modules in the devices in the implementation scenario may be distributed in the devices in the implementation scenario according to the description of the implementation scenario, or may be located in one or more devices different from the present implementation scenario with corresponding changes. The modules of the implementation scenario may be combined into one module, or may be further split into a plurality of sub-modules.

The above application serial numbers are for description purposes only and do not represent the superiority or inferiority of the implementation scenarios. The above disclosure is only a few specific implementation scenarios of the present application, but the present application is not limited thereto, and any variations that can be made by those skilled in the art are intended to fall within the scope of the present application.

Claims

1. A method for auditing game resource materials is characterized by comprising the following steps:

acquiring game resource materials to be audited and release information corresponding to the game resource materials to be audited;

determining a preset game resource material auditing rule corresponding to the game resource material to be audited according to the release information;

identifying a game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited;

and auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule.

2. The method according to claim 1, wherein the identifying of the game resource material area in the game resource material to be audited, which is related to the pre-set game resource material audit rule, specifically comprises:

and selecting a corresponding identification mode according to the material type of the game resource material to be audited so as to identify a game resource material area related to the preset game resource material auditing rule in the game resource material to be audited.

3. The method according to claim 1, wherein the identifying of the game resource material area in the game resource material to be audited, which is related to the pre-set game resource material audit rule, specifically comprises:

when the game resource material to be audited is a two-dimensional picture, the game resource material to be audited is input into a first preset game resource material identification model to obtain a first probability map of game resource material categories related to auditing rules of the preset game resource material, pixel points of which the probability values of the pixel points in the first probability map are larger than a first probability value threshold of the corresponding game resource material category are obtained, and a game resource material area corresponding to the related game resource material category in the game resource material to be audited is determined, wherein the first probability map comprises the probability value of each pixel point in the first probability map belonging to the corresponding game resource material category.

4. The method according to claim 1, wherein the identifying of the game resource material area in the game resource material to be audited, which is related to the pre-set game resource material audit rule, specifically comprises:

when the game resource material to be audited is a three-dimensional model, performing UV unfolding processing on the surface of the game resource material to be audited according to coordinates corresponding to the classes of the game resource material, and determining a first UV unfolding picture of the game resource material class related to the preset game resource material auditing rule, wherein the game resource material area comprises the first UV unfolding picture; or,

when the game resource material to be audited is a three-dimensional model, performing UV unfolding processing on the surface of the game resource material to be audited, determining a second UV unfolding picture corresponding to the game resource material to be audited, inputting the second UV unfolding picture into a second preset game resource material identification model to obtain a second probability picture of game resource material categories related to the preset game resource material auditing rule, obtaining pixel points of which the probability values of the pixel points in the second probability picture are greater than a second probability value threshold of the corresponding game resource material categories, and determining game resource material areas corresponding to the related game resource material categories in the game resource material to be audited, wherein the second probability picture comprises the probability values of all the pixel points in the second probability picture belonging to the corresponding game resource material categories.

5. The method according to claim 3 or 4, wherein the preset game resource material auditing rules include an auditing item, an auditing standard corresponding to the auditing item, and an auditing sequence corresponding to the auditing item; the auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule specifically comprises the following steps:

and sequentially executing the auditing processes corresponding to the auditing items according to the auditing sequence so as to judge whether the game resource materials to be audited meet the auditing standard of the corresponding auditing items according to the game resource material area.

6. The method of claim 5, wherein the audit item includes at least one of a clothing covering ratio, clothing transparency, a sensitive portion ratio, a sensitive portion covering position, a sensitive pixel point ratio, and an abnormal pattern matching degree, and the audit process includes:

when the audit item comprises the clothing covering proportion, acquiring the number of human body pixel points corresponding to a human body area and the number of clothing pixel points corresponding to a clothing area, and determining a first covering proportion of clothing to the human body in the game resource material to be audited; determining whether the first covering proportion meets the clothing covering proportion requirement corresponding to the preset game resource material auditing rule;

7. The method according to claim 1, wherein the determining, according to the release information, a preset game resource material audit rule corresponding to the game resource material to be audited specifically includes:

and acquiring character attribute information and display attribute information corresponding to the game resource material to be audited, and inquiring a preset audit rule corresponding to the game resource material to be audited in an audit rule base according to the release information, the character attribute information and the display attribute information.

8. The method according to claim 1, wherein the preset game resource material audit rules include audit items, wherein the audit items include sensitive pixel site ratios; the identifying of the game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited further comprises:

acquiring an RGB value corresponding to each pixel point in the game resource material to be audited, and determining a sensitive pixel point region according to sensitive pixel points belonging to a preset sensitive RGB value interval, wherein the game resource material region comprises the sensitive pixel point region;

correspondingly, the auditing the game resource materials to be audited according to the game resource material area and the preset game resource material auditing rule further comprises:

acquiring the number of sensitive pixels corresponding to the sensitive pixel area and the number of all pixels corresponding to the game resource material to be audited, and determining the proportion of the sensitive pixels corresponding to the game resource material to be audited;

and determining whether the proportion of the sensitive pixel points meets the proportion requirement of the sensitive pixel points corresponding to the auditing rule of the preset game resource material.

9. The method of claim 1, wherein the preset game resource material audit rules include audit items, the audit items including exception pattern matching; the identifying of the game resource material area related to the preset game resource material auditing rule in the game resource materials to be audited specifically includes:

identifying an abnormal area matched with an abnormal graph corresponding to the preset game resource material auditing rule in the game resource material to be audited and an abnormal graph matching degree between the abnormal area and the abnormal graph, wherein the game resource material area comprises the abnormal area;

and determining whether the matching degree of the abnormal image corresponding to the abnormal area meets the requirement of the matching degree of the abnormal image corresponding to the audit rule of the preset game resource materials.

10. A game resource material auditing apparatus, the apparatus comprising:

11. A storage medium having a computer program stored thereon, wherein the computer program, when executed by a processor, implements the game resource material auditing method of any one of claims 1 to 9.

12. A computer apparatus comprising a storage medium, a processor, and a computer program stored on the storage medium and executable on the processor, wherein the processor implements the game resource material auditing method according to any one of claims 1 to 9 when executing the computer program.