CN109819271A - The method and device of game direct broadcasting room displaying, storage medium, electronic equipment - Google Patents
The method and device of game direct broadcasting room displaying, storage medium, electronic equipment Download PDFInfo
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- CN109819271A CN109819271A CN201910114207.4A CN201910114207A CN109819271A CN 109819271 A CN109819271 A CN 109819271A CN 201910114207 A CN201910114207 A CN 201910114207A CN 109819271 A CN109819271 A CN 109819271A
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Abstract
The embodiment of the present invention is the method and device shown about a kind of game direct broadcasting room, storage medium, electronic equipment, this method comprises: obtaining single frames picture from the video flowing that the game direct broadcasting room plays；The identification of game transcript status information is carried out to the single frames picture；Wherein, the game transcript status information includes at least one of the following: copy icon, copy title；The game direct broadcasting room is marked according to recognition result.This method solve the problem poor by the real-time of copy state information caused by manual setting room title and accuracy is needed in the prior art, the real-time and accuracy of copy information are improved, and then the user experience is improved.
Description
Technical field
The present embodiments relate to game technical field, a kind of shown in particular to game direct broadcasting room method and
Device, storage medium, electronic equipment.
Background technique
Game transcript is one of the part that player is most interested in a online game, and room is broadcast live in selection game in spectators
When, whether main broadcaster is an important references in copy of playing games.Since the room to start broadcasting simultaneously on live streaming platform is numerous, Guan Zhongnan
To obtain the copy state information of current time live game from static room selection interface, need by click manually into
Judged after entering room by live streaming picture, therefore will cause spectators and be difficult to quickly select oneself interested room,
Influence user experience.
Accordingly, it is desirable to provide a kind of method and device that new game direct broadcasting room is shown.
It should be noted that the information in the invention of above-mentioned background technology part is only used for reinforcing the reason to background of the invention
Solution, therefore may include the information not constituted to the prior art known to persons of ordinary skill in the art.
Summary of the invention
The purpose of the present invention is to provide a kind of game direct broadcasting room show method and device, storage medium, electronic equipment,
And then game live streaming can not be accurately obtained caused by overcoming the limitation and defect due to the relevant technologies at least to a certain extent
Between copy state information the problem of.
According to one aspect of the disclosure, a kind of method that game direct broadcasting room is shown is provided, comprising:
Single frames picture is obtained from the video flowing that the game direct broadcasting room plays；
The identification of game transcript status information is carried out to the single frames picture；Wherein, the game transcript status information packet
It includes at least one of following: copy icon, copy title；
The game direct broadcasting room is marked according to recognition result.
It is described when the game transcript status information is copy icon in a kind of exemplary embodiment of the disclosure
The identification of game transcript status information is carried out to the single frames picture, comprising:
The identification for being carried out copy icon to the single frames picture using preset deep learning model is obtained the single frames and drawn
It include the confidence level of copy icon in face；
If the confidence level is greater than preset threshold, the corresponding game transcript of the copy icon that will identify that is as identification knot
Fruit.
It is described when the game transcript status information is copy title in a kind of exemplary embodiment of the disclosure
The identification of game transcript status information is carried out to the single frames picture, comprising:
The identification for carrying out copy title to the single frames picture using preset deep learning model obtains prediction copy name
Title and corresponding confidence level；
If the confidence level of the prediction copy title is greater than preset threshold, by the corresponding game of the prediction copy title
Copy is as recognition result.
In a kind of exemplary embodiment of the disclosure, when the game transcript status information includes copy icon and copy
When title, the identification that game transcript status information is carried out to the single frames picture, comprising:
The identification for being carried out copy icon to the single frames picture using preset deep learning model is obtained the single frames and drawn
It include the confidence level of copy icon in face；
If the confidence level in the single frames picture comprising copy icon is greater than preset threshold, preset deep learning is utilized
Model carries out the identification of copy title to the single frames picture, obtains prediction copy title；
Using the obtained corresponding game transcript of prediction copy title as recognition result.
In a kind of exemplary embodiment of the disclosure, when the game transcript status information includes copy icon and copy
When title, the identification that game transcript status information is carried out to the single frames picture, comprising:
The identification for carrying out copy title to the single frames picture using preset deep learning model obtains prediction copy name
Title and corresponding confidence level；
If the confidence level of the prediction copy title is greater than preset threshold, using preset deep learning model to described
The identification of single frames picture progress copy icon；
If recognizing comprising the corresponding copy icon of the prediction copy title in the single frames picture, by the prediction
The corresponding game transcript of copy title is as recognition result.
It is described that the game direct broadcasting room is marked according to recognition result in a kind of exemplary embodiment of the disclosure
Note, comprising:
The title of the game direct broadcasting room is adjusted to match with the title of the game transcript in the recognition result
Title；Alternatively,
Type belonging to the game transcript in the recognition result is determined, according to determining type to the game direct broadcasting room
Displaying thumbnail carry out classification logotype；Alternatively,
Type belonging to the game transcript in the recognition result is determined, according to determining type by the game direct broadcasting room
Displaying thumbnail be moved in the copy column of corresponding types.
It is described that list is obtained from the video flowing that the game direct broadcasting room plays in a kind of exemplary embodiment of the disclosure
Frame picture, comprising: obtain multiple single frames pictures from the video flowing that the game direct broadcasting room plays；
It is described that the game direct broadcasting room is marked according to recognition result, comprising:
The most game pair of frequency of occurrence is determined according to the recognition result of every single frames picture in multiple described single frames pictures
This；
The game direct broadcasting room is marked according to the frequency of occurrence most game transcript.
It is described to utilize preset deep learning model to the single frames picture in a kind of exemplary embodiment of the disclosure
Carry out the identification of copy icon, comprising:
Picture interception is carried out to the single frames picture using preset first window size and first movement step-length, wherein
The first window size is less than the size of the single frames picture；
Copy icon-based programming, every intercepted are carried out by every picture of the preset deep learning model to interception
Picture includes the confidence level of copy icon；
Using obtained every picture include in the confidence level of copy icon maximum confidence level as the single frames picture
It include the confidence level of copy icon.
It is described to utilize preset deep learning model to the single frames picture in a kind of exemplary embodiment of the disclosure
Carry out the identification of copy title, comprising:
Picture interception is carried out to the single frames picture using preset second window size and the second moving step length, wherein
The second window size is less than the size of the single frames picture；
The identification of copy title, every intercepted are carried out by every picture of the preset deep learning model to interception
The corresponding prediction copy title of picture and corresponding confidence level；
By maximum confidence level in the corresponding confidence level of the corresponding prediction copy title of obtained every picture and corresponding
Prediction copy name is referred to as the confidence level and corresponding prediction copy title of the single frames picture.
According to one aspect of the disclosure, a kind of device that game direct broadcasting room is shown is provided, comprising:
Single frames picture obtains module, for obtaining single frames picture from the video flowing that the game direct broadcasting room plays；
Status information identification module, for carrying out the identification of game transcript status information to the single frames picture；Wherein, institute
It states game transcript status information and includes at least one of the following: copy icon, copy title；
Mark module, for the game direct broadcasting room to be marked according to recognition result.
According to one aspect of the disclosure, a kind of computer readable storage medium is provided, computer program is stored thereon with,
The computer program realizes the method that game direct broadcasting room described in above-mentioned any one is shown when being executed by processor.
According to one aspect of the disclosure, a kind of electronic equipment is provided, comprising:
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor is configured to execute trip described in above-mentioned any one via the executable instruction is executed
The method that direct broadcasting room of playing is shown.
The method that a kind of game direct broadcasting room of the embodiment of the present invention is shown, by single frames picture in acquisition video flowing and to single frames
Picture carries out the identification of game transcript status information, and then game direct broadcasting room is marked further according to recognition result；On the one hand,
By carrying out the identification of game transcript status information to single frames picture, then game direct broadcasting room is marked further according to recognition result
Note, solves the real-time and standard needed in the prior art through copy state information caused by manual setting room title
The poor problem of true property, improves the real-time and accuracy of game direct broadcasting room label, and then the user experience is improved；It is another
Aspect carries out automatic identification by the copy state information to single frames picture, carries out further according to recognition result to game direct broadcasting room
Label, improves the recognition speed of recognition result；In another aspect, being known automatically by the copy state information to single frames picture
Not, game direct broadcasting room is marked further according to recognition result, avoiding will directly contract due to identify to game transcript
On shown ih outline to room selection interface, and then it can make the thumbnail that may not be the thumbnail of copy state information, from
And the problem of reducing user experience.
It should be understood that above general description and following detailed description be only it is exemplary and explanatory, not
It can the limitation present invention.
Detailed description of the invention
The drawings herein are incorporated into the specification and forms part of this specification, and shows and meets implementation of the invention
Example, and be used to explain the principle of the present invention together with specification.It should be evident that the accompanying drawings in the following description is only the present invention
Some embodiments for those of ordinary skill in the art without creative efforts, can also basis
These attached drawings obtain other attached drawings.
Fig. 1 schematically shows a kind of flow chart of method that game direct broadcasting room is shown；
Fig. 2 schematically shows a kind of game transcript scene exemplary diagram；
Fig. 3 schematically shows the method flow diagram that a kind of pair of single frames picture carries out the identification of copy state information；
Fig. 4 schematically shows the method flow diagram of another identification that copy state information is carried out to single frames picture；
Fig. 5 schematically shows a kind of block diagram of device that game direct broadcasting room is shown；
Fig. 6 schematically shows a kind of electronic equipment of method shown for realizing above-mentioned game direct broadcasting room；
Fig. 7 schematically shows a kind of computer-readable storage medium of method shown for realizing above-mentioned game direct broadcasting room
Matter.
Specific embodiment
Example embodiment is described more fully with reference to the drawings.However, example embodiment can be with a variety of shapes
Formula is implemented, and is not understood as limited to example set forth herein；On the contrary, thesing embodiments are provided so that the present invention will more
Fully and completely, and by the design of example embodiment comprehensively it is communicated to those skilled in the art.Described feature, knot
Structure or characteristic can be incorporated in any suitable manner in one or more embodiments.In the following description, it provides perhaps
More details fully understand embodiments of the present invention to provide.It will be appreciated, however, by one skilled in the art that can
It is omitted with practicing technical solution of the present invention one or more in the specific detail, or others side can be used
Method, constituent element, device, step etc..In other cases, be not shown in detail or describe known solution to avoid a presumptuous guest usurps the role of the host and
So that each aspect of the present invention thickens.
In addition, attached drawing is only schematic illustrations of the invention, it is not necessarily drawn to scale.Identical attached drawing mark in figure
Note indicates same or similar part, thus will omit repetition thereof.Some block diagrams shown in the drawings are function
Energy entity, not necessarily must be corresponding with physically or logically independent entity.These function can be realized using software form
Energy entity, or these functional entitys are realized in one or more hardware modules or integrated circuit, or at heterogeneous networks and/or place
These functional entitys are realized in reason device device and/or microcontroller device.
Image recognition technology is a kind of technology that computer program obtains target information in image automatically, special based on image
It seeks peace pattern recognition model.Traditional image recognition technology is to use appropriate feature based on the characteristics of image manually designed
Sample data trains identification model, and the scene stable for feature can reach higher accuracy of identification and stability, but as spy
It is showed when levying complicated and changeable poor.Based on the image recognition technology of deep learning by learning automatically using great amount of samples data
Effective characteristics of image has better robustness compared to the feature of engineer, and the performance under complex scene is better than biography
System image recognition technology, is widely used.
Pattern recognition model based on deep learning usually requires great amount of samples data and is trained, and the size of sample size is
An important factor for influencing model accuracy and generalization ability.Game transcript information is usually to follow game version iteration and quickly change
, identification model is also required to quickly be updated, and updates iteration every time and is required to collect a large amount of newest training samples again
Data, therefore sample collection method is most important.It is big needed for deep learning model in no available situation of public data collection
Amount sample data is obtained frequently with the mode artificially collected, but this method is more time-consuming.
Picture is broadcast live by using the image recognition technology based on deep learning, dynamic acquisition going game in the embodiment of the present invention
The state of game transcript in face, and classification marker is carried out to each live streaming with this, in order to which spectators quick and precisely select oneself sense emerging
The live streaming room of interest.
A kind of method that game direct broadcasting room is shown is provided firstly in this example embodiment, this method can run on clothes
Business device, server cluster or Cloud Server etc., can also run on terminal device；Certainly, those skilled in the art can also root
Method of the invention is run in other platforms according to demand, and particular determination is not done to this in the present exemplary embodiment.With reference to Fig. 1 institute
Show, the method which shows may comprise steps of:
Step S110. obtains single frames picture from the video flowing that game direct broadcasting room plays.
Step S120. carries out the identification of game transcript status information to the single frames picture；Wherein, game transcript status information
Include at least one of the following: copy icon, copy title.
Step S130. is marked the game direct broadcasting room according to recognition result.
The following two kinds is generally comprised in the existing method for obtaining game copy state information in live streaming room: one is,
Main broadcaster's manual setting room title, then user judges according to title；Another kind is that thumbnail is concentrated on a room
In selection interface, then user is judged by the thumbnail that room selection interface is shown.
But in the above described two methods, it has following defects that on the one hand, since copy version updates iteration speed mistake
Fastly, by manual setting title, so that the real-time and accuracy of copy state information are lower；On the other hand, due to displaying
Static thumbnail is the simple displaying to game transcript status information, and user can not be accurately obtained copy state information, lead
Cause copy state information error in judgement rate high, to reduce user experience.
In the method that above-mentioned game direct broadcasting room provided by the invention is shown, on the one hand, by carrying out game to single frames picture
Then the identification of copy state information is marked game direct broadcasting room further according to recognition result, solve needs in the prior art
Problem that will be poor by the real-time and accuracy of copy state information caused by manual setting room title, improves
The real-time and accuracy of game direct broadcasting room label, and then the user experience is improved；On the other hand, by single frames picture
Copy state information carries out automatic identification, obtains recognition result, improves the recognition speed of recognition result；In another aspect, passing through
Automatic identification is carried out to the copy state information of single frames picture, game direct broadcasting room is marked further according to recognition result, is avoided
Due to not identified to game transcript directly thumbnail is shown in room selection interface, and then the thumbnail can be made
Copy state information may not can accurately reflect, thus the problem of reducing user experience.
In the following, by each step in the method shown in conjunction with attached drawing to game direct broadcasting room above-mentioned in this example embodiment into
The detailed explanation of row and explanation.
In step s 110, single frames picture is obtained from the video flowing that game direct broadcasting room plays.
In this example embodiment, can at set time intervals (such as can be 20s or 30s, can also be with
It is other times interval, there is no special restriction on this for this example), from the current live video flowing that game is broadcast live, obtain continuous
Multiple single frames pictures；For example, available 40 frame single frames picture etc..Wherein, a wherein frame single frames picture for acquisition can join
It examines shown in Fig. 2.
In the step s 120, the identification of game transcript status information is carried out to the single frames picture of acquisition；Wherein, game transcript
Status information includes at least one of the following: copy icon, copy title.
It is described to the single frames when the game transcript status information is copy icon in this example embodiment
Picture carry out game transcript status information identification may include: using preset deep learning model to the single frames picture into
The identification of row copy icon obtains the confidence level in the single frames picture comprising copy icon；If the confidence level is greater than default
Threshold value, then the corresponding game transcript of copy icon that will identify that is as recognition result.
Copy icon is one of important feature of copy, and system is scanned the single frames picture of acquisition, can be somebody's turn to do
The characteristic information for the icon for including in single frames picture, in embodiments of the present invention, systemic presupposition deep learning model, the model
For the pattern recognition model based on deep learning, sample data includes the copy icon of game transcript, therefore passes through the depth
The icon information that learning model obtains scanning identifies, can determine whether the icon that scanning obtains belongs to copy icon,
And belong to the credibility of copy icon, i.e. confidence level.In embodiments of the present invention, confidence level is greater than to the pair of preset threshold
The corresponding game transcript of this icon is as recognition result.According to practice, repeatedly test obtains the preset threshold, e.g., the preset threshold
It can be 0.8, or 0.9, there is no special restriction on this for this example.
Specifically, refering to what is shown in Fig. 3, carrying out copy icon to the single frames picture using preset deep learning model
Identification may include step S310- step S330, be described in detail below.
In step s310, figure is carried out to the single frames picture using preset first window size and first movement step-length
Piece interception, wherein the first window size is less than the size of the single frames picture.
It, can be to the single frames picture to realize the accuracy scanned to single frames picture icon in this example embodiment
Multiple repairing weld and scanning are carried out, multiple repairing weld can be carried out to the single frames picture by a certain size window, obtain multiple figures
Then piece is scanned plurality of pictures respectively.For example, can use preset first window size and first movement step-length pair
Single frames picture shown in Fig. 2 is sampled, i.e. the every mobile first movement step-length of window, then intercepts the first window from the single frames picture
The picture of mouthful size, can since any bar side of single frames picture screenshot, can also be opened from any region among single frames picture
Beginning screenshot.Window can be rule square, such as 40mm*40mm, be also possible to rule rectangle, such as 40mm*30mm,
It can be other irregular shapes, there is no special restriction on this for this example, and it is upper need to only to guarantee that preset first window size is less than
State the size of single frames picture；Preset first movement step-length length can be a unit length, be also possible to two unit lengths,
If first movement step-length is 20mm, there is no special restriction on this for this example.In the specific implementation, in order to improve icon prediction prediction
Accuracy, above-mentioned first window size and first movement step-length cannot be too big；Also, in order to guarantee icon prediction efficiency,
Above-mentioned first window size and first movement step-length can not be too small, specifically can be according to the size of single frames picture and terminal
Calculation processing ability determines the value of first window size and first movement step-length.
In step s 320, copy icon-based programming is carried out by every picture of the preset deep learning model to interception,
The every picture intercepted includes the confidence level of copy icon.
In this example embodiment, after the picture for obtaining obtaining above by traversal interception single frames picture, by pre-
If deep learning model copy icon-based programming is carried out to every picture of interception；Wherein, which is
Based on neural network model and by what is be trained to a large amount of training sample, which can be by history
The single frames picture of game transcript handled to obtain；Further, when by preset deep learning model to every picture
After carrying out copy icon-based programming, available every picture includes the confidence level of copy icon.
In step S330, using obtained every picture include in the confidence level of copy icon maximum confidence level as
The single frames picture includes the confidence level of copy icon.
It is described to the single frames when the game transcript status information is copy title in this example embodiment
The identification of picture progress game transcript status information, comprising: the single frames picture is carried out using preset deep learning model
The identification of copy title obtains prediction copy title and corresponding confidence level；If the confidence level of the prediction copy title is greater than
Preset threshold, then using the corresponding game transcript of the prediction copy title as recognition result.Specifically, refering to what is shown in Fig. 4, benefit
It may include step S410- step with the identification that preset deep learning model carries out copy title to the single frames picture
S430 is described in detail below.
In step S410, figure is carried out to the single frames picture using preset second window size and the second moving step length
Piece interception, wherein the second window size is less than the size of the single frames picture.
In this example embodiment, preset second window size can use (for example, the second window size can be with
It is 40mm*40mm, be also possible to other sizes, such as can be 30mm*30mm etc., there is no special restriction on this for this example,
Also, above-mentioned second window size is less than the size of above-mentioned single frames picture) and the second moving step length (for example, this is second mobile
Step-length can be a unit length, be also possible to two unit lengths, there is no special restriction on this for this example) in Fig. 2
In addition to there is edge stage property and the region unrelated with the gaming portion to carry out traversal interception, multiple capturing pictures are obtained.Its
In, the capturing picture for example can be in Fig. 2 in addition to edge has stage property and the region unrelated with the gaming portion
Subgraph is no longer illustrated one by one since quantity is more.It should be added that, predicted herein in order to improve icon
And the accuracy of title prediction, above-mentioned second window size and the second moving step length cannot be too big；Further, in order to can
To improve the efficiency of icon prediction and title prediction, above-mentioned second window size and the second moving step length can not be too small,
It therefore, can be with value are as follows: the second pre-set dimension is 30mm*30mm；Second pre-set dimension is 2 unit lengths.
In the step s 420, the identification of copy title is carried out by every picture of the preset deep learning model to interception,
The corresponding prediction copy title of the every picture intercepted and corresponding confidence level.
In step S430, set maximum in the corresponding confidence level of the corresponding prediction copy title of obtained every picture
Reliability and corresponding prediction copy name are referred to as the confidence level and corresponding prediction copy title of the single frames picture.
Further, in this example embodiment, when the game transcript status information includes copy icon and pair
When this title, the identification that game transcript status information is carried out to the single frames picture, comprising: utilize preset deep learning
Model carries out the identification of copy icon to the single frames picture, obtains the confidence level in the single frames picture comprising copy icon；
If the confidence level in the single frames picture comprising copy icon is greater than preset threshold, using preset deep learning model to institute
The identification that single frames picture carries out copy title is stated, prediction copy title is obtained；The corresponding game of prediction copy title that will be obtained
Copy is as recognition result.
Further, in this example embodiment, when the game transcript status information includes copy icon and pair
When this title, the identification that game transcript status information is carried out to the single frames picture also may include: to utilize preset depth
The identification that learning model carries out copy title to the single frames picture is spent, prediction copy title and corresponding confidence level are obtained；If
It is described prediction copy title confidence level be greater than preset threshold, then using preset deep learning model to the single frames picture into
The identification of row copy icon；If recognizing includes the corresponding copy icon of the prediction copy title in the single frames picture,
Using the corresponding game transcript of the prediction copy title as recognition result.
In step s 130, the game direct broadcasting room is marked according to recognition result.
In this example embodiment, the game direct broadcasting room is marked according to recognition result and is specifically included: will be described
The title of game direct broadcasting room is adjusted to the title to match with the title of the game transcript in the recognition result；Alternatively, determining
Type belonging to game transcript in the recognition result, according to determining type to the displaying thumbnail of the game direct broadcasting room
Carry out classification logotype；Alternatively, determine type belonging to the game transcript in the recognition result, it will be described according to determining type
The displaying thumbnail of game direct broadcasting room is moved in the copy column of corresponding types.
Further, in this example embodiment, single frames picture, packet are obtained from the video flowing that game direct broadcasting room plays
It includes: obtaining multiple single frames pictures from the video flowing that game direct broadcasting room plays.To, according to recognition result to game direct broadcasting room into
Line flag may include: that the recognition result of every single frames picture in multiple single frames pictures according to acquisition determines that frequency of occurrence is most
Game transcript；The game direct broadcasting room is marked according to frequency of occurrence most game transcript.
Further, the copy state information can be searched according to classification for the ease of user, game live streaming
Between the method that shows can also include: type according to game transcript, classification marker is carried out to game direct broadcasting room.Specifically:
Firstly, the type of above-mentioned game transcript may include common copy, elite copy, more people's copies, challenge copy with
And booty loft copy etc.；It is then possible to carry out classification marker to game direct broadcasting room according to the type of the game transcript；Example
Such as, when the type of game transcript is elite copy, which can be labeled as elite copy；Then when user needs
When watching such live streaming, the game direct broadcasting room can be found in the window of elite copy, and watched.Pass through the party
Method saves the lookup time of user, further improves user experience.
Picture, which is broadcast live, in game has various colors, and content scene is changeable, and games window position is not fixed and picture quality
The features such as just uneven, so that the traditional recognition method accuracy rate based on image procossing is not high.Game version update iteration is rapid,
Recognition methods based on image procossing depends on the characteristics of image of engineer, and therefore, it is difficult to quickly cope with changing for game transcript
Become.This programme uses the image recognition technology based on deep learning, and accuracy of identification is high, and is not necessarily to engineer's characteristics of image,
It is fast thus to update iteration speed, can quickly cope with the variation of game transcript version.
Further, based on the image recognition technology of deep learning, it usually needs a large amount of marker samples train network
Model, and taken time and effort by way of sample on line artificially collecting, cost dearly and be difficult to adapt to the fast of game transcript version
Speed variation.This programme by using image processing techniques, automatically generate largely with picture sample similar in real screen, with meet
Requirement of the deep learning to sample size.
Further, in example embodiment of the invention, on the one hand, by using the image based on deep learning
Identification technology, the copy state information of picture is broadcast live in dynamic acquisition going game, and carries out classification marker to live streaming with this, so that
Spectators can rapidly and accurately select oneself interested live streaming, and the user experience is improved.On the other hand, deep learning skill is utilized
Art, and the method for automatically generating a large amount of training samples based on image procossing is used, improving game transcript recognition accuracy
Meanwhile, it is capable to adapt to the quick update iteration of game transcript version.
The disclosure additionally provides a kind of device that game direct broadcasting room is shown.Refering to what is shown in Fig. 5, what the game direct broadcasting room was shown
Device may include: that single frames picture obtains module 510, status information identification module 520 and mark module 530.Wherein:
Single frames picture, which obtains module 510, can be used for obtaining single frames picture from the video flowing that the game direct broadcasting room plays
Face；
Status information identification module 520 can be used for carrying out the single frames picture identification of game transcript status information；
Wherein, the game transcript status information includes at least one of the following: copy icon, copy title；
Mark module 530 can be used for that the game direct broadcasting room is marked according to recognition result.
It is described right when the game transcript status information is copy icon in a kind of example embodiment of the disclosure
The identification that the single frames picture carries out game transcript status information includes:
The identification for being carried out copy icon to the single frames picture using preset deep learning model is obtained the single frames and drawn
It include the confidence level of copy icon in face；
If the confidence level is greater than preset threshold, the corresponding game transcript of the copy icon that will identify that is as identification knot
Fruit.
It is described right when the game transcript status information is copy title in a kind of example embodiment of the disclosure
The single frames picture carries out the identification of game transcript status information, comprising:
The identification for carrying out copy title to the single frames picture using preset deep learning model obtains prediction copy name
Title and corresponding confidence level；
If the confidence level of the prediction copy title is greater than preset threshold, by the corresponding game of the prediction copy title
Copy is as recognition result.
In a kind of example embodiment of the disclosure, when the game transcript status information includes copy icon and copy name
When title, the identification that game transcript status information is carried out to the single frames picture, comprising:
The identification for being carried out copy icon to the single frames picture using preset deep learning model is obtained the single frames and drawn
It include the confidence level of copy icon in face；
If the confidence level in the single frames picture comprising copy icon is greater than preset threshold, preset deep learning is utilized
Model carries out the identification of copy title to the single frames picture, obtains prediction copy title；
Using the obtained corresponding game transcript of prediction copy title as recognition result.
In a kind of example embodiment of the disclosure, when the game transcript status information includes copy icon and copy name
When title, the identification that game transcript status information is carried out to the single frames picture, comprising:
The identification for carrying out copy title to the single frames picture using preset deep learning model obtains prediction copy name
Title and corresponding confidence level；
If the confidence level of the prediction copy title is greater than preset threshold, using preset deep learning model to described
The identification of single frames picture progress copy icon；
If recognizing comprising the corresponding copy icon of the prediction copy title in the single frames picture, by the prediction
The corresponding game transcript of copy title is as recognition result.
It is described that the game direct broadcasting room is marked according to recognition result in a kind of example embodiment of the disclosure,
Include:
The title of the game direct broadcasting room is adjusted to match with the title of the game transcript in the recognition result
Title；Alternatively,
Type belonging to the game transcript in the recognition result is determined, according to determining type to the game direct broadcasting room
Displaying thumbnail carry out classification logotype；Alternatively,
Type belonging to the game transcript in the recognition result is determined, according to determining type by the game direct broadcasting room
Displaying thumbnail be moved in the copy column of corresponding types.
It is described to obtain single frames from the video flowing that the game direct broadcasting room plays in a kind of example embodiment of the disclosure
Picture, comprising: obtain multiple single frames pictures from the video flowing that the game direct broadcasting room plays；
It is described that the game direct broadcasting room is marked according to recognition result, comprising:
The most game pair of frequency of occurrence is determined according to the recognition result of every single frames picture in multiple described single frames pictures
This；
The game direct broadcasting room is marked according to the frequency of occurrence most game transcript.
In a kind of example embodiment of the disclosure, it is described using preset deep learning model to the single frames picture into
The identification of row copy icon, comprising:
Picture interception is carried out to the single frames picture using preset first window size and first movement step-length, wherein
The first window size is less than the size of the single frames picture；
Copy icon-based programming, every intercepted are carried out by every picture of the preset deep learning model to interception
Picture includes the confidence level of copy icon；
Using obtained every picture include in the confidence level of copy icon maximum confidence level as the single frames picture
It include the confidence level of copy icon.
In a kind of example embodiment of the disclosure, it is described using preset deep learning model to the single frames picture into
The identification of row copy title, comprising:
Picture interception is carried out to the single frames picture using preset second window size and the second moving step length, wherein
The second window size is less than the size of the single frames picture；
The identification of copy title, every intercepted are carried out by every picture of the preset deep learning model to interception
The corresponding prediction copy title of picture and corresponding confidence level；
By maximum confidence level in the corresponding confidence level of the corresponding prediction copy title of obtained every picture and corresponding
Prediction copy name is referred to as the confidence level and corresponding prediction copy title of the single frames picture.
The detail of each module is shown in corresponding game direct broadcasting room in the device that above-mentioned game direct broadcasting room is shown
Method in be described in detail, therefore details are not described herein again.
It should be noted that although being referred to several modules or list for acting the equipment executed in the above detailed description
Member, but this division is not enforceable.In fact, embodiment according to the present invention, it is above-described two or more
Module or the feature and function of unit can embody in a module or unit.Conversely, an above-described mould
The feature and function of block or unit can be to be embodied by multiple modules or unit with further division.
In addition, although describing each step of method in the present invention in the accompanying drawings with particular order, this does not really want
These steps must be executed in this particular order by asking or implying, or having to carry out step shown in whole could realize
Desired result.Additional or alternative, it is convenient to omit multiple steps are merged into a step and executed by certain steps, and/
Or a step is decomposed into execution of multiple steps etc..
Through the above description of the embodiments, those skilled in the art is it can be readily appreciated that example described herein is implemented
Mode can also be realized by software realization in such a way that software is in conjunction with necessary hardware.Therefore, according to the present invention
The technical solution of embodiment can be embodied in the form of software products, which can store non-volatile at one
Property storage medium (can be CD-ROM, USB flash disk, mobile hard disk etc.) in or network on, including some instructions are so that a calculating
Equipment (can be personal computer, server, mobile terminal or network equipment etc.) executes embodiment according to the present invention
Method.
In an exemplary embodiment of the present invention, a kind of electronic equipment that can be realized the above method is additionally provided.
Person of ordinary skill in the field it is understood that various aspects of the invention can be implemented as system, method or
Program product.Therefore, various aspects of the invention can be embodied in the following forms, it may be assumed that complete hardware embodiment, complete
The embodiment combined in terms of full Software Implementation (including firmware, microcode etc.) or hardware and software, can unite here
Referred to as circuit, " module " or " system ".
The electronic equipment 600 of this embodiment according to the present invention is described referring to Fig. 6.The electronics that Fig. 6 is shown
Equipment 600 is only an example, should not function to the embodiment of the present invention and use scope bring any restrictions.
As shown in fig. 6, electronic equipment 600 is showed in the form of universal computing device.The component of electronic equipment 600 can wrap
It includes but is not limited to: at least one above-mentioned processing unit 610, at least one above-mentioned storage unit 620, the different system components of connection
The bus 630 of (including storage unit 620 and processing unit 610).
Wherein, the storage unit is stored with program code, and said program code can be held by the processing unit 610
Row, so that various according to the present invention described in the execution of the processing unit 610 above-mentioned " illustrative methods " part of this specification
The step of illustrative embodiments.For example, the processing unit 610 can execute step S110 as shown in fig. 1: from described
Single frames picture is obtained in the video flowing that game direct broadcasting room plays；S120: game transcript status information is carried out to the single frames picture
Identification；Wherein, the game transcript status information includes at least one of the following: copy icon, copy title；Step S130:
Judge in the replica prediction title whether to include that identical copies predict title；Step S140: according to recognition result to the trip
Play direct broadcasting room is marked.
Storage unit 620 may include the readable medium of volatile memory cell form, such as Random Access Storage Unit
(RAM) 6201 and/or cache memory unit 6202, it can further include read-only memory unit (ROM) 6203.
Storage unit 620 can also include program/utility with one group of (at least one) program module 6205
6204, such program module 6205 includes but is not limited to: operating system, one or more application program, other program moulds
It may include the realization of network environment in block and program data, each of these examples or certain combination.
Bus 630 can be to indicate one of a few class bus structures or a variety of, including storage unit bus or storage
Cell controller, peripheral bus, graphics acceleration port, processing unit use any bus structures in a variety of bus structures
Local bus.
Electronic equipment 600 can also be with one or more external equipments 700 (such as keyboard, sensing equipment, bluetooth equipment
Deng) communication, can also be enabled a user to one or more equipment interact with the electronic equipment 600 communicate, and/or with make
Any equipment (such as the router, modulation /demodulation that the electronic equipment 600 can be communicated with one or more of the other calculating equipment
Device etc.) communication.This communication can be carried out by input/output (I/O) interface 650.Also, electronic equipment 600 can be with
By network adapter 660 and one or more network (such as local area network (LAN), wide area network (WAN) and/or public network,
Such as internet) communication.As shown, network adapter 660 is communicated by bus 630 with other modules of electronic equipment 600.
It should be understood that although not shown in the drawings, other hardware and/or software module can not used in conjunction with electronic equipment 600, including but not
Be limited to: microcode, device driver, redundant processing unit, external disk drive array, RAID system, tape drive and
Data backup storage system etc..
Through the above description of the embodiments, those skilled in the art is it can be readily appreciated that example described herein is implemented
Mode can also be realized by software realization in such a way that software is in conjunction with necessary hardware.Therefore, according to the present invention
The technical solution of embodiment can be embodied in the form of software products, which can store non-volatile at one
Property storage medium (can be CD-ROM, USB flash disk, mobile hard disk etc.) in or network on, including some instructions are so that a calculating
Equipment (can be personal computer, server, terminal installation or network equipment etc.) executes embodiment according to the present invention
Method.
In an exemplary embodiment of the present invention, a kind of computer readable storage medium is additionally provided, energy is stored thereon with
Enough realize the program product of this specification above method.In some possible embodiments, various aspects of the invention may be used also
In the form of being embodied as a kind of program product comprising program code, when described program product is run on the terminal device, institute
Program code is stated for executing the terminal device described in above-mentioned " illustrative methods " part of this specification according to this hair
The step of bright various illustrative embodiments.
Refering to what is shown in Fig. 7, describing the program product for realizing the above method of embodiment according to the present invention
710, can using portable compact disc read only memory (CD-ROM) and including program code, and can in terminal device,
Such as it is run on PC.However, program product of the invention is without being limited thereto, in this document, readable storage medium storing program for executing can be with
To be any include or the tangible medium of storage program, the program can be commanded execution system, device or device use or
It is in connection.
Described program product can be using any combination of one or more readable mediums.Readable medium can be readable letter
Number medium or readable storage medium storing program for executing.Readable storage medium storing program for executing for example can be but be not limited to electricity, magnetic, optical, electromagnetic, infrared ray or
System, device or the device of semiconductor, or any above combination.The more specific example of readable storage medium storing program for executing is (non exhaustive
List) include: electrical connection with one or more conducting wires, portable disc, hard disk, random access memory (RAM), read-only
Memory (ROM), erasable programmable read only memory (EPROM or flash memory), optical fiber, portable compact disc read only memory
(CD-ROM), light storage device, magnetic memory device or above-mentioned any appropriate combination.
Computer-readable signal media may include in a base band or as carrier wave a part propagate data-signal,
In carry readable program code.The data-signal of this propagation can take various forms, including but not limited to electromagnetic signal,
Optical signal or above-mentioned any appropriate combination.Readable signal medium can also be any readable Jie other than readable storage medium storing program for executing
Matter, the readable medium can send, propagate or transmit for by instruction execution system, device or device use or and its
The program of combined use.
The program code for including on readable medium can transmit with any suitable medium, including but not limited to wirelessly, have
Line, optical cable, RF etc. or above-mentioned any appropriate combination.
The program for executing operation of the present invention can be write with any combination of one or more programming languages
Code, described program design language include object oriented program language-Java, C++ etc., further include conventional
Procedural programming language-such as " C " language or similar programming language.Program code can be fully in user
It calculates and executes in equipment, partly executes on a user device, being executed as an independent software package, partially in user's calculating
Upper side point is executed on a remote computing or is executed in remote computing device or server completely.It is being related to far
Journey calculates in the situation of equipment, and remote computing device can pass through the network of any kind, including local area network (LAN) or wide area network
(WAN), it is connected to user calculating equipment, or, it may be connected to external computing device (such as utilize ISP
To be connected by internet).
In addition, above-mentioned attached drawing is only the schematic theory of processing included by method according to an exemplary embodiment of the present invention
It is bright, rather than limit purpose.It can be readily appreciated that the time that above-mentioned processing shown in the drawings did not indicated or limited these processing is suitable
Sequence.In addition, be also easy to understand, these processing, which can be, for example either synchronously or asynchronously to be executed in multiple modules.
Those skilled in the art will readily occur to of the invention its after considering specification and the invention invented here of practice
His embodiment.This application is intended to cover any variations, uses, or adaptations of the invention, these modifications, purposes or
Adaptive change follow general principle of the invention and the common knowledge in the art do not invented including the present invention or
Conventional techniques.The description and examples are only to be considered as illustrative, and true scope and spirit of the invention are by claim
It points out.
Claims (12)
1. a kind of method that game direct broadcasting room is shown characterized by comprising
Single frames picture is obtained from the video flowing that the game direct broadcasting room plays；
The identification of game transcript status information is carried out to the single frames picture；Wherein, the game transcript status information include with
It is at least one of lower: copy icon, copy title；
The game direct broadcasting room is marked according to recognition result.
2. the method that game direct broadcasting room according to claim 1 is shown, which is characterized in that when the game transcript state is believed
When breath is copy icon, the identification that game transcript status information is carried out to the single frames picture, comprising:
The identification for being carried out copy icon to the single frames picture using preset deep learning model, is obtained in the single frames picture
Confidence level comprising copy icon；
If the confidence level is greater than preset threshold, the corresponding game transcript of copy icon that will identify that is as recognition result.
3. the method that game direct broadcasting room according to claim 1 is shown, which is characterized in that when the game transcript state is believed
When breath is copy title, the identification that game transcript status information is carried out to the single frames picture, comprising:
Using preset deep learning model to the single frames picture carry out copy title identification, obtain prediction copy title and
Corresponding confidence level；
If the confidence level of the prediction copy title is greater than preset threshold, by the corresponding game transcript of the prediction copy title
As recognition result.
4. the method that game direct broadcasting room according to claim 1 is shown, which is characterized in that when the game transcript state is believed
When breath includes copy icon and copy title, the identification that game transcript status information is carried out to the single frames picture, comprising:
The identification for being carried out copy icon to the single frames picture using preset deep learning model, is obtained in the single frames picture
Confidence level comprising copy icon；
If the confidence level in the single frames picture comprising copy icon is greater than preset threshold, preset deep learning model is utilized
The identification that copy title is carried out to the single frames picture obtains prediction copy title；
Using the obtained corresponding game transcript of prediction copy title as recognition result.
5. the method that game direct broadcasting room according to claim 1 is shown, which is characterized in that when the game transcript state is believed
When breath includes copy icon and copy title, the identification that game transcript status information is carried out to the single frames picture, comprising:
Using preset deep learning model to the single frames picture carry out copy title identification, obtain prediction copy title and
Corresponding confidence level；
If the confidence level of the prediction copy title is greater than preset threshold, using preset deep learning model to the single frames
The identification of picture progress copy icon；
If recognizing comprising the corresponding copy icon of the prediction copy title in the single frames picture, by the prediction copy
The corresponding game transcript of title is as recognition result.
6. the method that game direct broadcasting room according to any one of claims 2 to 5 is shown, which is characterized in that described according to knowledge
The game direct broadcasting room is marked in other result, comprising:
The title of the game direct broadcasting room is adjusted to the title to match with the title of the game transcript in the recognition result；
Alternatively,
Determine type belonging to the game transcript in the recognition result, the exhibition according to determining type to the game direct broadcasting room
Show that thumbnail carries out classification logotype；Alternatively,
Type belonging to the game transcript in the recognition result is determined, according to determining type by the exhibition of the game direct broadcasting room
Show that thumbnail is moved in the copy column of corresponding types.
7. the method that game direct broadcasting room according to any one of claims 2 to 5 is shown, which is characterized in that described from described
Single frames picture is obtained in the video flowing that game direct broadcasting room plays, comprising: obtain from the video flowing that the game direct broadcasting room plays
Multiple single frames pictures；
It is described that the game direct broadcasting room is marked according to recognition result, comprising:
The most game transcript of frequency of occurrence is determined according to the recognition result of every single frames picture in multiple described single frames pictures；
The game direct broadcasting room is marked according to the frequency of occurrence most game transcript.
8. the method that the game direct broadcasting room according to any one of claim 2,4,5 is shown, which is characterized in that the utilization
Preset deep learning model carries out the identification of copy icon to the single frames picture, comprising:
Picture interception is carried out to the single frames picture using preset first window size and first movement step-length, wherein described
First window size is less than the size of the single frames picture；
Copy icon-based programming, the every picture intercepted are carried out by every picture of the preset deep learning model to interception
It include the confidence level of copy icon；
Using obtained every picture include in the confidence level of copy icon maximum confidence level as the single frames picture include
There is the confidence level of copy icon.
9. the method that game direct broadcasting room according to any one of claim 3 to 5 is shown, which is characterized in that the utilization
Preset deep learning model carries out the identification of copy title to the single frames picture, comprising:
Picture interception is carried out to the single frames picture using preset second window size and the second moving step length, wherein described
Second window size is less than the size of the single frames picture；
The identification of copy title, the every picture intercepted are carried out by every picture of the preset deep learning model to interception
Corresponding prediction copy title and corresponding confidence level；
By maximum confidence level and corresponding prediction in the corresponding confidence level of the corresponding prediction copy title of obtained every picture
Copy name is referred to as the confidence level and corresponding prediction copy title of the single frames picture.
10. the device that a kind of game direct broadcasting room is shown characterized by comprising
Single frames picture obtains module, for obtaining single frames picture from the video flowing that the game direct broadcasting room plays；
Status information identification module, for carrying out the identification of game transcript status information to the single frames picture；Wherein, the trip
Play copy state information includes at least one of the following: copy icon, copy title；
Mark module, for the game direct broadcasting room to be marked according to recognition result.
11. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program
The method that the described in any item game direct broadcasting rooms of claim 1-9 are shown is realized when being executed by processor.
12. a kind of electronic equipment characterized by comprising
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor is configured to require 1-9 described in any item via executing the executable instruction and carry out perform claim
The method that game direct broadcasting room is shown.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910114207.4A CN109819271A (en) | 2019-02-14 | 2019-02-14 | The method and device of game direct broadcasting room displaying, storage medium, electronic equipment |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910114207.4A CN109819271A (en) | 2019-02-14 | 2019-02-14 | The method and device of game direct broadcasting room displaying, storage medium, electronic equipment |
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| CN111135571A (en) * | 2019-12-30 | 2020-05-12 | 广州酷狗计算机科技有限公司 | Game identification method, device, terminal, server and readable storage medium |
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