CN109145138A - A kind of cover choosing method, device, electronic equipment and storage medium - Google Patents
A kind of cover choosing method, device, electronic equipment and storage medium Download PDFInfo
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- CN109145138A CN109145138A CN201811056276.6A CN201811056276A CN109145138A CN 109145138 A CN109145138 A CN 109145138A CN 201811056276 A CN201811056276 A CN 201811056276A CN 109145138 A CN109145138 A CN 109145138A
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Abstract
The present invention relates to a kind of cover choosing method, device, electronic equipment and storage mediums, belong to technical field of image processing.This method comprises: obtaining all original images that cover main body to be chosen is included；The picture for being unsatisfactory for preset rules is rejected from all original images, obtains remaining picture；Marking sequence is carried out to remaining picture using precondition good disaggregated model, obtains ranking results；Ranking is supplied to user as candidate picture not less than the corresponding picture of the first preset threshold according to ranking results, so that user carries out cover selection from candidate picture.By carrying out marking sequence to from the remaining picture that rejecting is unsatisfactory for obtaining after the picture of preset rules in all original images using the good disaggregated model of precondition, it solves the problems, such as when existing cover is chosen using the unsuitable picture for carrying out cover displaying as cover, cover selection is carried out according to the result of sequence simultaneously, is difficult to form the defect of unified evaluation criterion when overcoming subjective judgement.
Description
Technical field
The invention belongs to technical field of image processing, and in particular to a kind of cover choosing method, device, electronic equipment and deposit
Storage media.
Background technique
Since the quality height of the corresponding picture of cover is an important factor for attraction user pays close attention to, each platform is recommended
Advertising business all shows which type of cover could attract more points in concern on information flow and major Internet company's line
It hits.It is exactly first three picture or only single to pass through figure in simple selection text that some traditional surface plots, which choose logics,
The a certain feature of picture carries out the judgement of picture quality superiority and inferiority.
Apply in practical business scene when traditional surface plot choosing method it finds that, it is assumed that only pass through distribution of color
This dimension is counted to judge image quality and choose surface plot, on the one hand, this is possible to will lead to " illegal "
Picture outflow, on the other hand, user is very strong to the judgement subjectivity of picture quality superiority and inferiority, it is difficult to form unified evaluation criterion.
Summary of the invention
In consideration of it, the purpose of the present invention is to provide a kind of cover choosing method, device, electronic equipment and storage medium,
To effectively improve the above problem.
The embodiment of the present invention is achieved in that
In a first aspect, the embodiment of the invention provides a kind of cover choosing methods, comprising: obtain cover main body institute to be chosen
All original images for including；The picture for being unsatisfactory for preset rules is rejected from all original images, obtains remaining picture；
Marking sequence is carried out to the remaining picture using precondition good disaggregated model, obtains ranking results；According to the sequence
As a result ranking is supplied to user as the candidate picture of the cover to be chosen not less than the corresponding picture of the first preset threshold,
So that user carries out cover selection from the candidate picture.
A kind of optional embodiment provided with reference to first aspect, it is described to be not less than ranking according to the ranking results
The corresponding picture of first preset threshold is supplied to user as the candidate picture of the cover to be chosen, comprising: according to the row
Sequence result filters out ranking not less than the corresponding picture of the first preset threshold；From the ranking that filters out not less than the first default threshold
It is worth in corresponding picture and removes similar pictures, the picture after obtaining duplicate removal；Using the picture after the duplicate removal as the candidate figure
Piece is supplied to user.
The optional embodiment of another provided with reference to first aspect, the picture using after the duplicate removal is as described in
Candidate picture is supplied to user, comprising: carries out cutting the region for retaining and having saliency to the picture after the duplicate removal, obtain
Picture after to cutting；User is supplied to using the picture after the cutting as the candidate picture.
The optional embodiment of another provided with reference to first aspect, it is described to be rejected not from all original images
Meet the picture of preset rules, comprising: porny and/or advertising pictures are rejected from all original images.
The optional embodiment of another provided with reference to first aspect, it is described to reject color from all original images
Before feelings picture and/or advertising pictures, which comprises based on the good model of precondition from all original images
Filter out the porny and the advertising pictures.
Second aspect, the embodiment of the invention also provides a kind of cover selecting devices, comprising: obtain module, reject module,
Sorting module, screening module；Obtain module, all original images for being included for obtaining cover main body to be chosen；Reject mould
Block obtains remaining picture for rejecting the picture for being unsatisfactory for preset rules from all original images；Sorting module is used
In carrying out marking sequence to the remaining picture using the good disaggregated model of precondition, ranking results are obtained；Screening module is used
In the candidate according to the ranking results using ranking not less than the corresponding picture of the first preset threshold cover to be chosen as described in
Picture is supplied to user, so that user carries out cover selection from the candidate picture.
In conjunction with a kind of optional embodiment that second aspect provides, the screening module is also used to according to the sequence
As a result ranking is filtered out not less than the corresponding picture of the first preset threshold；And it is also used to from the ranking that filters out not less than the
Similar pictures are removed in the corresponding picture of one preset threshold, the picture after obtaining duplicate removal；And be also used to will be after the duplicate removal
Picture is supplied to user as the candidate picture.
In conjunction with another optional embodiment that second aspect provides, the screening module is also used to the duplicate removal
Picture afterwards carries out cutting the region for retaining and having saliency, the picture after being cut；And it is also used to the sanction
Picture after cutting is supplied to user as the candidate picture.
In conjunction with another optional embodiment that second aspect provides, the rejecting module is also used to from described all
Porny and/or advertising pictures are rejected in original image.
In conjunction with another optional embodiment that second aspect provides, the rejecting module is also used to based on instruction in advance
The model perfected filters out the porny and the advertising pictures from all original images.
The third aspect, the embodiment of the invention also provides a kind of electronic equipment, comprising: memory and processor, it is described to deposit
Reservoir is connected with the processor；The memory is for storing program；The processor is stored in the storage for calling
Method of the program to execute first aspect and/or a kind of optional embodiment offer with reference to first aspect in device.
Fourth aspect, the embodiment of the invention also provides a kind of storage mediums, are stored thereon with computer program, the meter
It executes first aspect when calculation machine program is run by processor and/or a kind of optional embodiment with reference to first aspect provides
Method.
Cover choosing method provided in an embodiment of the present invention, comprising: obtain all originals that cover main body to be chosen is included
Beginning picture；The picture for being unsatisfactory for preset rules is rejected from all original images, obtains remaining picture；Utilize precondition
Good disaggregated model carries out marking sequence to the remaining picture, obtains ranking results；According to the ranking results by ranking not
Picture corresponding less than the first preset threshold is supplied to user as the candidate picture of the cover to be chosen, so that user is from institute
State progress cover selection in candidate picture.In the present embodiment, all original graphs for being included by obtaining cover main body to be chosen
Then piece rejects the picture for being unsatisfactory for preset rules from all original images, obtains remaining picture, then using prior
Trained disaggregated model carries out marking sequence to the remaining picture, ranking results is obtained, then according to the ranking results
Ranking is supplied to user as the candidate picture of the cover to be chosen not less than the corresponding picture of the first preset threshold, so as to
User carries out cover selection from the candidate picture.It is unsatisfactory for the picture of preset rules, due to eliminating so as to avoid
Existing cover choose when using it is unsuitable carry out cover displaying picture be used as the problem of cover, while using precondition it is good divide
Class model carries out marking sequence, carries out cover selection according to the result of sequence, is difficult to form unification when overcoming subjective judgement
The defect of evaluation criterion.
Other features and advantages of the present invention will be illustrated in subsequent specification, also, partly be become from specification
It is clear that being understood by implementing the embodiment of the present invention.The objectives and other advantages of the invention can be by written
Specifically noted structure is achieved and obtained in specification, claims and attached drawing.
Detailed description of the invention
It in order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, below will be to institute in embodiment
Attached drawing to be used is needed to be briefly described, it should be apparent that, the accompanying drawings in the following description is only some implementations of the invention
Example, for those of ordinary skill in the art, without creative efforts, can also obtain according to these attached drawings
Obtain other attached drawings.By the way that shown in attached drawing, above and other purpose of the invention, feature and advantage will be more clear.In whole
Identical appended drawing reference indicates identical part in attached drawing.Attached drawing, emphasis deliberately are not drawn by actual size equal proportion scaling
It is to show the gist of the present invention.
Fig. 1 shows the structural schematic diagram of a kind of electronic equipment provided in an embodiment of the present invention.
Fig. 2 shows a kind of flow charts of cover choosing method provided in an embodiment of the present invention.
Fig. 3 shows the flow chart of the step S104 in a kind of Fig. 2 provided in an embodiment of the present invention.
Fig. 4 shows a kind of module diagram of cover selecting device provided in an embodiment of the present invention.
Specific embodiment
In order to make the object, technical scheme and advantages of the embodiment of the invention clearer, below in conjunction with the embodiment of the present invention
In attached drawing, technical scheme in the embodiment of the invention is clearly and completely described, it is clear that described embodiment is
A part of the embodiment of the present invention, instead of all the embodiments.The present invention being usually described and illustrated herein in the accompanying drawings is implemented
The component of example can be arranged and be designed with a variety of different configurations.
Therefore, the detailed description of the embodiment of the present invention provided in the accompanying drawings is not intended to limit below claimed
The scope of the present invention, but be merely representative of selected embodiment of the invention.Based on the embodiments of the present invention, this field is common
Technical staff's every other embodiment obtained without creative efforts belongs to the model that the present invention protects
It encloses.
It should also be noted that similar label and letter indicate similar terms in following attached drawing, therefore, once a certain Xiang Yi
It is defined in a attached drawing, does not then need that it is further defined and explained in subsequent attached drawing.
In the description of the present invention, it should be noted that term " first ", " second ", " third " etc. are only used for distinguishing and retouch
It states, is not understood to indicate or imply relative importance.Furthermore term "and/or" in the application, only a kind of description is closed
Join the incidence relation of object, indicates may exist three kinds of relationships, for example, A and/or B, can indicate: individualism A is deposited simultaneously
In A and B, these three situations of individualism B.
First embodiment
As shown in Figure 1, Fig. 1 shows the structural block diagram of a kind of electronic equipment 100 provided in an embodiment of the present invention.The electricity
Sub- equipment 100 includes: cover selecting device 110, memory 120, storage control 130 and processor 140.
The memory 120, storage control 130, each element of processor 140 directly or indirectly electrically connect between each other
It connects, to realize the transmission or interaction of data.For example, these elements can pass through one or more communication bus or signal between each other
Line, which is realized, to be electrically connected.The cover selecting device 110 includes at least one can be in the form of software or firmware (firmware)
It is stored in the memory 120 or is solidificated in the operating system (operating system, OS) of the electronic equipment 100
Software function module.The processor 140 is for executing the executable module stored in memory 120, such as the cover
The software function module or computer program that selecting device 110 includes.
Wherein, memory 120 may be, but not limited to, random access memory (Random Access Memory,
RAM), read-only memory (Read Only Memory, ROM), programmable read only memory (Programmable Read-
Only Memory, PROM), erasable read-only memory (Erasable Programmable Read-Only Memory,
EPROM), electricallyerasable ROM (EEROM) (Electric Erasable Programmable Read-Only Memory,
EEPROM) etc..Wherein, memory 120 is for storing program, and the processor 140 is after receiving and executing instruction, described in execution
Program, method performed by the electronic equipment 100 for the flow definition that aftermentioned any embodiment of the embodiment of the present invention discloses can answer
It is realized in processor 140, or by processor 140.
Processor 140 may be a kind of IC chip, the processing capacity with signal.Above-mentioned processor can be
General processor, including central processing unit (Central Processing Unit, CPU), network processing unit (Network
Processor, NP) etc.；It can also be digital signal processor (DSP), specific integrated circuit (ASIC), field-programmable gate array
Arrange (FPGA) either other programmable logic device, discrete gate or transistor logic, discrete hardware components.It may be implemented
Or disclosed each method, step and logic diagram in the execution embodiment of the present invention.General processor can be microprocessor
Or the processor is also possible to any conventional processor etc..
Second embodiment
Referring to Fig. 2, being a kind of cover selection side applied to above-mentioned electronic equipment 100 provided in an embodiment of the present invention
Method, the step of including to it below in conjunction with Fig. 2, are illustrated.
Step S101: all original images that cover main body to be chosen is included are obtained.
All original images that cover main body to be chosen is included are obtained, when choosing cover main body is article, are then obtained
All original images included in this article are taken, if obtaining in the video when choosing cover main body is video and including
All original images.In addition, being somebody's turn to do cover main body to be chosen can also be the main bodys such as books, photograph album.
Step S102: the picture for being unsatisfactory for preset rules is rejected from all original images, obtains remaining picture.
After obtaining all original images, the picture for being unsatisfactory for preset rules is rejected from all original images, is obtained
To remaining picture.Optionally, which includes that porny and/or advertising pictures are rejected from all original images.Into
One step, the porny and the advertisement are filtered out from all original images based on the good model of precondition
Then picture rejects porny and/or advertising pictures.
Wherein, when being identified to porny, as an alternative embodiment, can be based on precondition
Good inception-v3 model filters out the porny from all original images.
Wherein, when identifying to advertising pictures, precondition is utilized as an alternative embodiment, can be
The textual classification model of good RNN (Recurrent Neural Network) filters out described from all original images
Advertising pictures.
In addition, the process can also include rejecting some to be not suitable for being opened up in surface plot from all original images
The picture (for example, the line chart of table, finance and economic, histogram, curve graph etc.) shown.
Step S103: marking sequence is carried out to the remaining picture using precondition good disaggregated model, is sorted
As a result.
It is rejected from all original images and is unsatisfactory for the pictures of preset rules, after obtaining remaining picture, using prior
Trained disaggregated model carries out marking sequence to the remaining picture, obtains ranking results.
As an alternative embodiment, the disaggregated model can be CNN (Convolutional Neural
Networks) model.Wherein, can be when sequence according to sequence from low to high, can also sequence from high to low arranged
Column.
Step S104: according to the ranking results using ranking not less than the corresponding picture of the first preset threshold as described in
The candidate picture for choosing cover is supplied to user, so that user carries out cover selection from the candidate picture.
After obtaining ranking results, according to the ranking results using ranking not less than the corresponding picture of the first preset threshold as
The candidate picture of the cover to be chosen is supplied to user, so that user carries out cover selection from the candidate picture.
As an alternative embodiment, the process may include step shown in Fig. 3, below in conjunction with shown in Fig. 3
The step of be illustrated.
Step S201: ranking is filtered out not less than the corresponding picture of the first preset threshold according to the ranking results.
Ranking is filtered out not less than the corresponding picture of the first preset threshold, for example, before filtering out according to the ranking results
10 pictures, it is to be understood that the mode of sequence is different, and the value of the first preset threshold is also different, meanwhile, the first default threshold
The numerical value of value also depends on the quantity of remaining picture, for example, remaining picture number is got over when score sorts in a manner of from high to low
More, the numerical value of the first preset threshold can accordingly increase.
Step S202: from the ranking that filters out not less than removing similar pictures in the corresponding picture of the first preset threshold,
Picture after obtaining duplicate removal.
Ranking is being filtered out not less than after the corresponding picture of the first preset threshold, ranking can will be directly being filtered out and be not less than
The corresponding picture of first preset threshold is as candidate picture, naturally it is also possible to and it is therefrom to remove similar pictures, then it will be after duplicate removal
Picture is as candidate picture.
Wherein, removal similar pictures also can be regarded as picture duplicate removal, i.e., identical picture only retains one, in this way can be with
Obtain the collection of not multiimage.Wherein, when the two picture is only in that size and/or brightness difference, then as similar pictures.
Step S203: user is supplied to using the picture after the duplicate removal as the candidate picture.
After picture after obtaining duplicate removal, it is supplied to user using the picture after the duplicate removal as the candidate picture, so as to
User carries out cover selection from the candidate picture.
As an alternative embodiment, after obtaining the picture after duplicate removal, it can also be to the picture after the duplicate removal
It carries out cutting the region for retaining and having saliency, the picture after being cut；Then the picture after the cutting is made again
User is supplied to for the candidate picture.The embodiment is equivalent to increase more and carries out to image compared with a upper embodiment
The process of cutting.
Wherein, when cutting, removal does not have the region of saliency, retains the region for having saliency.As
A kind of optional embodiment can be and carry out object detection to the picture after duplicate removal based on machine learning model, for example, using
Convolutional neural networks CNN model, wherein using the object in trained model inspection picture, can guarantee that cutting image uses up
It is possible complete.
3rd embodiment
The embodiment of the present application also provides a kind of cover selecting devices 110, as shown in Figure 4.The cover selecting device 110 packet
It includes: obtaining module 111, rejects module 112, sorting module 113 and screening module 114.
Obtain module 111, all original images for being included for obtaining cover main body to be chosen.
Module 112 is rejected, for rejecting the picture for being unsatisfactory for preset rules from all original images, obtains residue
Picture.
Sorting module 113 is obtained for carrying out marking sequence to the remaining picture using the good disaggregated model of precondition
To ranking results.
Screening module 114, for being made ranking picture corresponding not less than the first preset threshold according to the ranking results
Candidate picture for the cover to be chosen is supplied to user, so that user carries out cover selection from the candidate picture.
Fourth embodiment
The embodiment of the present application also provides a kind of storage medium, computer program is stored on the storage medium, it is described
The step of method described in above method embodiment is executed when computer program is run by processor.Specific implementation can be found in method
Embodiment, details are not described herein.
It should be noted that all the embodiments in this specification are described in a progressive manner, each embodiment weight
Point explanation is the difference from other embodiments, and the same or similar parts between the embodiments can be referred to each other.
The technical effect of cover selecting device 110 provided by the embodiment of the present invention, realization principle and generation and aforementioned
Embodiment of the method is identical, and to briefly describe, Installation practice part does not refer to place, can refer to corresponding in preceding method embodiment
Content.
In several embodiments provided herein, it should be understood that disclosed device and method can also pass through
Other modes are realized.The apparatus embodiments described above are merely exemplary, for example, flow chart and block diagram in attached drawing
Show the device of multiple embodiments according to the present invention, the architectural framework in the cards of method and computer program product,
Function and operation.In this regard, each box in flowchart or block diagram can represent the one of a module, section or code
Part, a part of the module, section or code, which includes that one or more is for implementing the specified logical function, to be held
Row instruction.It should also be noted that function marked in the box can also be to be different from some implementations as replacement
The sequence marked in attached drawing occurs.For example, two continuous boxes can actually be basically executed in parallel, they are sometimes
It can execute in the opposite order, this depends on the function involved.It is also noted that every in block diagram and or flow chart
The combination of box in a box and block diagram and or flow chart can use the dedicated base for executing defined function or movement
It realizes, or can realize using a combination of dedicated hardware and computer instructions in the system of hardware.
In addition, each functional module in each embodiment of the present invention can integrate one independent portion of formation together
Point, it is also possible to modules individualism, an independent part can also be integrated to form with two or more modules.
It, can be with if the function is realized and when sold or used as an independent product in the form of software function module
It is stored in a computer readable storage medium.Based on this understanding, technical solution of the present invention is substantially in other words
The part of the part that contributes to existing technology or the technical solution can be embodied in the form of software products, the meter
Calculation machine software product is stored in a storage medium, including some instructions are used so that a computer equipment (can be a
People's computer, laptop, server or network equipment etc.) execute the whole of each embodiment the method for the present invention
Or part steps.And storage medium above-mentioned includes: USB flash disk, mobile hard disk, read-only memory (ROM, Read-Only
Memory), random access memory (RAM, Random Access Memory), magnetic or disk etc. are various can store journey
The medium of sequence code.It should be noted that, in this document, relational terms such as first and second and the like are used merely to one
A entity or operation with another entity or operate distinguish, without necessarily requiring or implying these entities or operation it
Between there are any actual relationship or orders.Moreover, the terms "include", "comprise" or its any other variant are intended to
Cover non-exclusive inclusion, so that the process, method, article or equipment for including a series of elements not only includes those
Element, but also including other elements that are not explicitly listed, or further include for this process, method, article or setting
Standby intrinsic element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that
There is also other identical elements in the process, method, article or apparatus that includes the element.
The foregoing is only a preferred embodiment of the present invention, is not intended to restrict the invention, for the skill of this field
For art personnel, the invention may be variously modified and varied.All within the spirits and principles of the present invention, made any to repair
Change, equivalent replacement, improvement etc., should all be included in the protection scope of the present invention.
Claims (10)
1. a kind of cover choosing method characterized by comprising
Obtain all original images that cover main body to be chosen is included；
The picture for being unsatisfactory for preset rules is rejected from all original images, obtains remaining picture；
Marking sequence is carried out to the remaining picture using precondition good disaggregated model, obtains ranking results；
Time according to the ranking results using ranking not less than the corresponding picture of the first preset threshold cover to be chosen as described in
Picture is selected to be supplied to user, so that user carries out cover selection from the candidate picture.
2. the method according to claim 1, wherein described be not less than first for ranking according to the ranking results
The corresponding picture of preset threshold is supplied to user as the candidate picture of the cover to be chosen, comprising:
Ranking is filtered out not less than the corresponding picture of the first preset threshold according to the ranking results；
From the ranking that filters out not less than removing similar pictures in the corresponding picture of the first preset threshold, the figure after obtaining duplicate removal
Piece；
User is supplied to using the picture after the duplicate removal as the candidate picture.
3. according to the method described in claim 2, it is characterized in that, the picture using after the duplicate removal is as the candidate figure
Piece is supplied to user, comprising:
Picture after the duplicate removal is carried out to cut the region for retaining and having saliency, the picture after being cut；
User is supplied to using the picture after the cutting as the candidate picture.
4. method according to any one of claim 1-3, which is characterized in that described from all original images
Reject the picture for being unsatisfactory for preset rules, comprising:
Porny and/or advertising pictures are rejected from all original images.
5. according to the method described in claim 4, it is characterized in that, described reject porny from all original images
And/or before advertising pictures, which comprises
The porny and the advertisement figure are filtered out from all original images based on the good model of precondition
Piece.
6. a kind of cover selecting device characterized by comprising
Obtain module, all original images for being included for obtaining cover main body to be chosen；
Module is rejected, for rejecting the picture for being unsatisfactory for preset rules from all original images, obtains remaining picture；
Sorting module is sorted for carrying out marking sequence to the remaining picture using the good disaggregated model of precondition
As a result；
Screening module, for according to the ranking results using ranking not less than the corresponding picture of the first preset threshold as described in
The candidate picture for choosing cover is supplied to user, so that user carries out cover selection from the candidate picture.
7. device according to claim 6, which is characterized in that the screening module is also used to according to the ranking results
Ranking is filtered out not less than the corresponding picture of the first preset threshold；And it is also used to filter out ranking in advance not less than first from described
If removing similar pictures in the corresponding picture of threshold value, the picture after obtaining duplicate removal；And it is also used to the picture after the duplicate removal
User is supplied to as the candidate picture.
8. device according to claim 7, which is characterized in that the screening module is also used to the figure after the duplicate removal
Piece carries out cutting the region for retaining and having saliency, the picture after being cut；And be also used to will be after the cutting
Picture is supplied to user as the candidate picture.
9. a kind of electronic equipment characterized by comprising memory and processor, the memory are connected with the processor；
The memory is for storing program；
The processor is for calling the program being stored in the memory to execute such as any one of claim 1-5 institute
The method stated.
10. a kind of storage medium, which is characterized in that be stored thereon with computer program, the computer program is transported by processor
Method according to any one of claims 1 to 5 is executed when row.
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| CN201811056276.6A CN109145138A (en) | 2018-09-10 | 2018-09-10 | A kind of cover choosing method, device, electronic equipment and storage medium |
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| CN109815352A (en) * | 2019-01-17 | 2019-05-28 | 网易传媒科技（北京）有限公司 | Cover image choosing method, medium, device and calculating equipment |
| CN109905773A (en) * | 2019-02-26 | 2019-06-18 | 广州华多网络科技有限公司 | Screen the method, apparatus and storage medium of main broadcaster's cover |
| CN110149532A (en) * | 2019-06-24 | 2019-08-20 | 北京奇艺世纪科技有限公司 | A kind of cover choosing method and relevant device |
| CN110324662A (en) * | 2019-06-28 | 2019-10-11 | 北京奇艺世纪科技有限公司 | A kind of video cover generation method and device |
| CN110413815A (en) * | 2019-07-26 | 2019-11-05 | 北京旷视科技有限公司 | Portrait clusters cleaning method and device |
| CN110929070A (en) * | 2019-12-09 | 2020-03-27 | 北京字节跳动网络技术有限公司 | Image processing method, image processing device, electronic equipment and storage medium |
| CN111309948A (en) * | 2020-02-14 | 2020-06-19 | 北京旷视科技有限公司 | Picture screening method, picture screening device and electronic equipment |
| CN112069346A (en) * | 2020-09-03 | 2020-12-11 | Oppo广东移动通信有限公司 | Picture processing method and device, electronic equipment and storage medium |
| CN112749298A (en) * | 2020-04-08 | 2021-05-04 | 腾讯科技（深圳）有限公司 | Video cover determining method and device, electronic equipment and computer storage medium |
| CN112819509A (en) * | 2021-01-18 | 2021-05-18 | 上海携程商务有限公司 | Method, system, electronic device and storage medium for automatically screening advertisement pictures |
| CN112860941A (en) * | 2021-02-04 | 2021-05-28 | 百果园技术(新加坡)有限公司 | Cover recommendation method, device, equipment and medium |
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| CN111309948A (en) * | 2020-02-14 | 2020-06-19 | 北京旷视科技有限公司 | Picture screening method, picture screening device and electronic equipment |
| CN112749298A (en) * | 2020-04-08 | 2021-05-04 | 腾讯科技（深圳）有限公司 | Video cover determining method and device, electronic equipment and computer storage medium |
| CN112749298B (en) * | 2020-04-08 | 2024-02-09 | 腾讯科技（深圳）有限公司 | Video cover determining method and device, electronic equipment and computer storage medium |
| CN112069346A (en) * | 2020-09-03 | 2020-12-11 | Oppo广东移动通信有限公司 | Picture processing method and device, electronic equipment and storage medium |
| CN112819509A (en) * | 2021-01-18 | 2021-05-18 | 上海携程商务有限公司 | Method, system, electronic device and storage medium for automatically screening advertisement pictures |
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