CN109584326A - Poster Automatic color matching method, medium, computer equipment and device - Google Patents
Poster Automatic color matching method, medium, computer equipment and device Download PDFInfo
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- CN109584326A CN109584326A CN201811320945.6A CN201811320945A CN109584326A CN 109584326 A CN109584326 A CN 109584326A CN 201811320945 A CN201811320945 A CN 201811320945A CN 109584326 A CN109584326 A CN 109584326A
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- 238000000034 method Methods 0.000 title claims abstract description 33
- 230000008859 change Effects 0.000 claims abstract description 50
- 238000012549 training Methods 0.000 claims description 16
- 241001269238 Data Species 0.000 claims description 10
- 238000003860 storage Methods 0.000 claims description 8
- 238000011156 evaluation Methods 0.000 claims description 5
- 239000003973 paint Substances 0.000 claims description 5
- 238000004364 calculation method Methods 0.000 claims description 2
- 238000013461 design Methods 0.000 abstract description 17
- 239000003086 colorant Substances 0.000 abstract description 9
- 239000000463 material Substances 0.000 abstract description 9
- 238000010586 diagram Methods 0.000 description 10
- 238000004590 computer program Methods 0.000 description 9
- 238000012545 processing Methods 0.000 description 6
- 238000012986 modification Methods 0.000 description 5
- 230000004048 modification Effects 0.000 description 5
- 230000006870 function Effects 0.000 description 4
- 238000012938 design process Methods 0.000 description 3
- 230000008569 process Effects 0.000 description 3
- 238000004040 coloring Methods 0.000 description 2
- 230000009193 crawling Effects 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 230000008901 benefit Effects 0.000 description 1
- 238000012937 correction Methods 0.000 description 1
- 238000013135 deep learning Methods 0.000 description 1
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- 230000003993 interaction Effects 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T11/00—2D [Two Dimensional] image generation
- G06T11/001—Texturing; Colouring; Generation of texture or colour
Abstract
The invention discloses a kind of poster Automatic color matching method, medium, computer equipment and devices, this method comprises: obtaining the style of poster to be generated and needing to change the figure layer of color；It constructs scheme of colour and generates model, and by the style of poster to be generated and the figure layer input scheme of colour generation model for needing to change color, to generate the scheme of colour that model generates corresponding style by scheme of colour；It is painted to figure layer according to scheme of colour to obtain new color matching poster；Building aesthetics assessment discrimination model, and the poster input aesthetics assessment discrimination model that will newly match colors, score to new color matching poster with assessing discrimination model by aesthetics；Obtain the new color matching poster that appraisal result is greater than default scoring threshold value；Figure layer scheme of colour each in poster is automatically generated to realize, and discrimination model is assessed by aesthetics and is scored the scheme of colour, have artistic poster to generate, while saving a large amount of manpower and material resources, for not design basis user design poster provide it is convenient.
Description
Technical field
The present invention relates to poster design field, in particular to a kind of poster Automatic color matching method, medium, computer are set
Standby and device.
Background technique
In existing poster design process, figure layer colouring is an important link in poster design, in this link
In, designer needs to replace the color of each figure layer one by one, and the figure layer color progress color constantly more renewed is taken
Match, to choose wherein more artistic figure layer scheme of colour；For designer, the step for it is extremely cumbersome, it is time-consuming to take
Power；And for the ordinary user not Jing Guo Specialty Design training, matching for each figure layer is chosen from the color of magnanimity
Color has artistic poster formulating color match scheme to generate, even more extremely difficult.
Summary of the invention
The present invention is directed to solve one of the technical problem in above-mentioned technology at least to a certain extent.For this purpose, of the invention
One purpose is to propose a kind of poster Automatic color matching method, can be realized the automatic life to figure layer scheme of colour each in poster
At, and discrimination model is assessed by aesthetics and is scored the scheme of colour, have artistic poster to generate, saves a large amount of people
While power material resources, for not design basis user design poster provide it is convenient.
Second object of the present invention is to propose a kind of computer readable storage medium.
Third object of the present invention is to propose a kind of computer equipment.
Fourth object of the present invention is to propose a kind of poster Automatic color matching device.
In order to achieve the above objectives, first aspect present invention embodiment proposes a kind of poster Automatic color matching method, including with
Lower step: it obtains the style of poster to be generated and needs to change the figure layer of color；It constructs scheme of colour and generates model, and will be described
The style of poster to be generated and the figure layer for needing to change color input the scheme of colour and generate model, to pass through the color matching side
Case generates the scheme of colour that auto-building model corresponds to the style；According to the scheme of colour to the figure layer for needing to change color
It paints to obtain new color matching poster；Building aesthetics assessment discrimination model, and the new color matching poster is inputted into the aesthetics
Discrimination model is assessed, to score by the aesthetics assessment discrimination model the new color matching poster；Obtain appraisal result
Greater than the new color matching poster of default scoring threshold value.
Poster Automatic color matching method according to an embodiment of the present invention, firstly, obtaining the style of poster to be generated and needs change
Become the figure layer of color；Then, building scheme of colour generates model, and by the style of poster to be generated and the figure for needing to change color
Layer input scheme of colour generates model, to generate the scheme of colour that auto-building model corresponds to the style by scheme of colour；
Then, it is painted according to scheme of colour to the figure layer for needing to change color to obtain new color matching poster；Then, building aesthetics is commented
Discrimination model is estimated, and the poster input aesthetics assessment discrimination model that will newly match colors, to assess discrimination model to new color matching by aesthetics
Poster scores；Obtain the new color matching poster that appraisal result is greater than default scoring threshold value；To realize to figure layer each in poster
Scheme of colour automatically generates, and assesses discrimination model by aesthetics and score the scheme of colour, has aesthetic feeling to generate
Poster, while saving a large amount of manpower and material resources, for not design basis user design poster provide it is convenient.
In addition, the poster Automatic color matching method proposed according to that above embodiment of the present invention can also have following additional skill
Art feature:
Optionally, the building scheme of colour generates model, comprising: obtains a large amount of scheme of colour, and according to different styles
The scheme of colour of acquisition is grouped；Based on the scheme of colour after grouping, network is fought by the generation based on condition and is carried out
It trains to learn the deep layer law of color matching, generates model to obtain the scheme of colour.
Optionally, the scheme of colour shared is obtained by major website.
Optionally, the building aesthetics assessment discrimination model, comprising: auto-building model is generated based on the scheme of colour
Each scheme of colour, painted to the figure layer for needing to change color to obtain multiple new color matching posters；It is commented according to preset
Minute mark standard scores to each new color matching poster to obtain multiple score datas, and carries out network instruction based on multiple score datas
Practice, to generate the aesthetics assessment discrimination model.
In order to achieve the above objectives, second aspect of the present invention embodiment proposes a kind of computer readable storage medium, thereon
It is stored with poster Automatic color matching program, is realized when which is executed by processor as above-mentioned poster is matched automatically
Color method.
In order to achieve the above objectives, third aspect present invention embodiment proposes a kind of computer equipment, including memory, place
The computer program managing device and storage on a memory and can running on a processor, when the processor executes described program,
Realize such as above-mentioned poster Automatic color matching method.
In order to achieve the above objectives, fourth aspect present invention embodiment proposes a kind of poster Automatic color matching device, comprising: the
One obtains module, for obtaining the style of poster to be generated and needing to change the figure layer of color；First building module, for constructing
Scheme of colour generates model；Automatic color matching module, for by the style of the poster to be generated and the figure layer for needing to change color
It inputs the scheme of colour and generates model, to generate the color matching that auto-building model corresponds to the style by the scheme of colour
Scheme, and painted to the figure layer for needing to change color according to the scheme of colour to obtain new color matching poster；Second building
Module, for constructing aesthetics assessment discrimination model；Evaluation module, for sentencing the new color matching poster input aesthetics assessment
Other model obtains appraisal result and is greater than in advance to be scored by the aesthetics assessment discrimination model the new color matching poster
If the new color matching poster for the threshold value that scores.
The poster Automatic color matching device proposed according to embodiments of the present invention, comprising: first obtains module, to be generated for obtaining
At poster style and need to change the figure layer of color；First building module generates model for constructing scheme of colour；Automatically match
Color module, for the style of poster to be generated to be generated model with the figure layer input scheme of colour for needing to change color, to pass through
Scheme of colour generates auto-building model and corresponds to the scheme of colour of the style, and according to scheme of colour to needing to change color
Figure layer is painted to obtain new color matching poster；Second building module, for constructing aesthetics assessment discrimination model；Evaluation module,
For the poster input aesthetics assessment discrimination model that will newly match colors, new color matching poster is commented with assessing discrimination model by aesthetics
Point, and obtain the new color matching poster that appraisal result is greater than default scoring threshold value；To realize to figure layer scheme of colour each in poster
Automatically generate, and discrimination model is assessed by aesthetics and is scored the scheme of colour, have artistic poster to generate, section
About a large amount of manpower and material resources while, for not design basis user design poster provide it is convenient.
In addition, the poster Automatic color matching device proposed according to that above embodiment of the present invention can also have following additional skill
Art feature:
Optionally, the first building module is further used for, and obtains a large amount of scheme of colour, and according to different styles to obtaining
The scheme of colour taken is grouped；Based on the scheme of colour after grouping, network is fought by the generation based on condition and carries out network
It trains to learn the deep layer law of color matching, model is generated to obtain the scheme of colour.
Optionally, the first building module is also used to obtain the scheme of colour shared by major website.
Optionally, the second building module is further used for, and generates auto-building model based on the scheme of colour
Each scheme of colour paints to the figure layer for needing to change color to obtain multiple new color matching posters；According to preset scoring
Standard scores to each new color matching poster to obtain multiple score datas, and carries out network instruction based on multiple score datas
Practice, to generate the aesthetics assessment discrimination model.
Detailed description of the invention
Fig. 1 is the poster Automatic color matching method flow schematic diagram according to the embodiment of the present invention；
Fig. 2 is the flow diagram that scheme of colour generation is carried out by scheme of colour generator according to the embodiment of the present invention；
Fig. 3 is the block diagram according to the poster Automatic color matching device of the embodiment of the present invention.
Specific embodiment
The embodiment of the present invention is described below in detail, examples of the embodiments are shown in the accompanying drawings, wherein from beginning to end
Same or similar label indicates same or similar element or element with the same or similar functions.Below with reference to attached
The embodiment of figure description is exemplary, it is intended to is used to explain the present invention, and is not considered as limiting the invention.
The work of figure layer colouring link is extremely cumbersome in existing poster design process, time-consuming and laborious, and does not pass through
Trained ordinary user is difficult to complete；Poster Automatic color matching method according to an embodiment of the present invention, firstly, obtaining poster to be generated
Style and need to change the figure layer of color；Then, building scheme of colour generates model, and by the style of poster to be generated and needs
The figure layer input scheme of colour for changing color generates model, corresponds to the wind to generate auto-building model by scheme of colour
The scheme of colour of lattice；Then, it is painted according to scheme of colour to the figure layer for needing to change color to obtain new color matching poster；It connects
, aesthetics assessment discrimination model is constructed, and the poster input aesthetics assessment discrimination model that will newly match colors, to differentiate by aesthetics assessment
Model scores to new color matching poster；Obtain the new color matching poster that appraisal result is greater than default scoring threshold value；To realization pair
Each figure layer scheme of colour automatically generates in poster, and assesses discrimination model by aesthetics and score the scheme of colour, with
It generates and has artistic poster, while saving a large amount of manpower and material resources, provided just for user's design poster of not design basis
It is prompt.
In order to better understand the above technical scheme, the exemplary reality that the present invention will be described in more detail below with reference to accompanying drawings
Apply example.Although showing exemplary embodiment of the present invention in attached drawing, it being understood, however, that may be realized in various forms this hair
It is bright and should not be limited by the embodiments set forth herein.It is to be able to thoroughly understand this on the contrary, providing these embodiments
Invention, and the scope of the present invention can be fully disclosed to those skilled in the art.
In order to better understand the above technical scheme, in conjunction with appended figures and specific embodiments to upper
Technical solution is stated to be described in detail.
Fig. 1 is according to the flow diagram of the poster Automatic color matching method of the embodiment of the present invention, as shown in Figure 1, the poster
Automatic color matching method the following steps are included:
S101 obtains the style of poster to be generated and needs to change the figure layer of color.
Wherein, it obtains there are many style of poster to be generated and the modes for the figure layer for needing to change color, for example, passing through use
Selection of the family to poster style and poster template to be generated obtains the style of poster to be generated and needs to change the figure of color
Layer, wherein the figure layer for needing to change color is had determined that in poster template.
As an example, it firstly, when user needs to carry out color replacement to the figure layer in poster, obtains user and uploads
Poster to be generated, and poster to be generated upload complete after enter style and need to change color figure layer select the page,
And the style of poster to be generated is determined according to the user's choice and needs to change the figure layer of color.
S102, building scheme of colour generate model, and by the style of the poster to be generated and the figure for needing to change color
Layer inputs the scheme of colour and generates model, corresponds to matching for the style to generate auto-building model by the scheme of colour
Color scheme.
That is, carrying out the training that scheme of colour generates model, which generates model and is used for according to be generated
The style of poster and its corresponding figure layer for needing to change color generate corresponding scheme of colour.
Wherein, there are many training methods of scheme of colour generation model.
As an example, firstly, obtaining a large amount of scheme of colour, and according to different styles to the scheme of colour of acquisition
It is grouped；Then, based on the scheme of colour after grouping, the deep layer law matched colors by the training study of deep learning method, with
It obtains scheme of colour and generates model.
As another example, firstly, obtaining history scheme of colour information, and the history scheme of colour is screened,
For example, selected according to the style of scheme of colour, pouplarity, with formed according to different-style or welcome rank into
Then the scheme of colour of row grouping is covered the scheme of colour of each completion using specified color at random, default to be formed
Scheme of colour, to generate training data according to the scheme of colour of completion and its corresponding default scheme of colour, and according to the instruction
Practice the training that data carry out scheme of colour generator；Wherein, the purpose of the scheme of colour generator is, by color matching deep layer
The study of rule allows final generation confrontation network to generate complete scheme of colour according to default color matching information.?
After the training of scheme of colour generator is completed, the poster to be generated of client's upload, the style and needs of poster to be generated are obtained
Change the figure layer of color, to generate complete scheme of colour.As shown in Fig. 2, scheme of colour generator includes at least encoder
(Encoder) it in use, by the style (simple and elegant) of poster to be generated and is needed with decoder (Decoder), user
The figure layer (figure layer for wherein, needing to change color is covered using black) for changing color inputs scheme of colour generator, then
Scheme of colour generator exports complete scheme of colour, so that user selects.
Wherein, there are many acquisition modes of scheme of colour, for example, by designer in the design process to reasonable color matching
Scheme is stored to form data set.
As an example, the scheme of colour shared is obtained by major website.Specifically, web crawlers pair can be passed through
Designers' a large amount of schemes of colour freely shared on website crawl, and select the scheme of colour after crawling,
Local data base is formed with the scheme of colour after selecting.
S103 paints to the figure layer for needing to change color according to the scheme of colour to obtain new color matching poster.
That is, painted according to the scheme of colour that scheme of colour generates model output to figure layer is corresponded in poster,
To obtain new color matching poster；Wherein, according to scheme of colour generate model output scheme of colour can there are many, for example, when using
It is 3 that family selected, which needs to change the figure layer of color, and when style is simple and elegant, from based on style be selected in simple and elegant grouping it is different
Color carry out figure layer color collocation, the scheme of colour that can be generated is a large amount of.
S104 constructs aesthetics assessment discrimination model, and the new color matching poster is inputted the aesthetics assessment discrimination model,
To be scored by the aesthetics assessment discrimination model the new color matching poster.
That is, the aesthetics of newly color matching poster input building is assessed into discrimination model after newly color matching poster generates,
It is scored with assessing discrimination model by the aesthetics new color matching poster, in this way, subsequent can be according to assessment to new color matching poster
It is screened, to provide good new poster scheme of colour for user.
Wherein, there are many modes of building aesthetics assessment discrimination model.
As an example, each scheme of colour that auto-building model is generated based on scheme of colour, to needing to change face
The figure layer of color is painted to obtain multiple new color matching posters；And each new color matching poster is carried out according to preset standards of grading
Scoring carries out network training to obtain multiple score datas, and based on multiple score datas, differentiates mould to generate aesthetics assessment
Type.
Wherein, score each new scheme of colour with obtain multiple score datas can be by designer manually into
Row, is also possible to carry out automatically by computer, then carries out artificial correction by designer.
As another example, based on scheme of colour generate auto-building model correspond to the style scheme of colour it
Afterwards, it is given a mark to newly-generated each scheme of colour according to preset standards of grading by designer, is matched in this way, being generated in circulation
After color scheme and this process of giving a mark, the aesthetics marking data of the first scale can be formed, so as to give a mark according to the aesthetics
Data carry out the training of aesthetics assessment discrimination model, wherein the aesthetics assess discrimination model for according to the poster of input and its
Corresponding figure layer color carries out the scheme of colour scoring of poster.
S105 obtains the new color matching poster that appraisal result is greater than default scoring threshold value.
That is, the style of score data and poster to be generated that comprehensive aesthetics assessment discrimination model provides obtains phase
Matched scheme of colour, so that the scheme of colour obtained meets the requirement of user.
As an example, when the highest marking of default aesthetics assessment discrimination model is 1 point, minimum 0 point, and default warp
Scheme of colour of the score data greater than 0.75 point is outstanding scheme of colour after aesthetics assessment discrimination model marking；In this way, can be
For scheme of colour after aesthetics assessment discrimination model marking, system chooses outstanding scheme of colour as candidate scheme, by
Candidate scheme is supplied to client；In this way, assessing discrimination model by aesthetics generates largely matching for model generation to scheme of colour
Color scheme is further screened, to provide matched, good scheme of colour for client.
In conclusion poster Automatic color matching method according to an embodiment of the present invention, firstly, obtaining the style of poster to be generated
With the figure layer for needing to change color；Then, building scheme of colour generates model, and by the style of poster to be generated and needs to change
The figure layer input scheme of colour of color generates model, corresponds to matching for the style to generate auto-building model by scheme of colour
Color scheme；Then, it is painted according to scheme of colour to the figure layer for needing to change color to obtain new color matching poster；Then, structure
Aesthetics assessment discrimination model is built, and the poster input aesthetics assessment discrimination model that will newly match colors, to assess discrimination model by aesthetics
It scores new color matching poster；Obtain the new color matching poster that appraisal result is greater than default scoring threshold value；To realize to poster
In each figure layer scheme of colour automatically generate, and discrimination model is assessed by aesthetics and is scored the scheme of colour, to generate
Have artistic poster, while saving a large amount of manpower and material resources, for not design basis user design poster provide it is convenient.
In order to realize above-described embodiment, the embodiment of the present invention also proposed a kind of computer readable storage medium, deposit thereon
Poster Automatic color matching program is contained, such as above-mentioned poster Automatic color matching is realized when which is executed by processor
Method.
In order to realize above-described embodiment, the embodiment of the present invention also proposed a kind of computer equipment, including memory, processing
Device and storage are on a memory and the computer program that can run on a processor, which is characterized in that processor execution institute
When stating program, such as above-mentioned poster Automatic color matching method is realized.
In order to realize above-described embodiment, the embodiment of the present invention also proposed a kind of poster Automatic color matching device, such as Fig. 3 institute
Show, which includes: the first acquisition module 10, first building module 20, Automatic color matching module 30, the second structure
Model block 40 and evaluation module 50.
Wherein, first module 10 is obtained, for obtaining the style of poster to be generated and needing to change the figure layer of color.
First building module 20 generates model for constructing scheme of colour.
As an example, the first building module 20 is also used to obtain a large amount of scheme of colour, and according to different styles
The scheme of colour of acquisition is grouped；Based on the scheme of colour after grouping, network is fought by the generation based on condition and is carried out
Network training come learn color matching deep layer law, with obtain scheme of colour generate model.
As another example, the first building module 20 is also used to obtain the scheme of colour shared by major website.
That is, the first building module 20 is for obtaining a large amount of scheme of colour, wherein the acquisition modes of scheme of colour
Can there are many, for example, by crawling the scheme of colour that designer freely issues in major website；Then, these are being got
After scheme of colour, these schemes of colour are grouped according to different styles, to be carried out based on the scheme of colour after grouping
The training of scheme of colour generation model.
Automatic color matching module 30, for the style of poster to be generated to be inputted scheme of colour with the figure layer for needing to change color
Model is generated, to generate the scheme of colour that auto-building model corresponds to the style by scheme of colour, and according to scheme of colour
It is painted to the figure layer for needing to change color to obtain new color matching poster.
Second building module 40, for constructing aesthetics assessment discrimination model.
As an example, the second building module 40 is further also used to generate auto-building model based on scheme of colour
Each scheme of colour paints to the figure layer for needing to change color to obtain multiple new color matching posters；
It is scored each new color matching poster according to preset standards of grading to obtain multiple score datas, and commented based on multiple
Divided data carries out network training, to generate aesthetics assessment discrimination model.
Evaluation module 50, for the poster input aesthetics assessment discrimination model that will newly match colors, to differentiate mould by aesthetics assessment
Type scores to new color matching poster, obtains the new color matching poster that appraisal result is greater than default scoring threshold value.
It should be noted that be equally applicable to the poster automatic for the above-mentioned description as described in poster Automatic color matching method in Fig. 1
Color matching device, this will not be repeated here.
In conclusion poster Automatic color matching device according to an embodiment of the present invention, comprising: first obtains module, for obtaining
It takes the style of poster to be generated and needs to change the figure layer of color；First building module generates model for constructing scheme of colour；
Automatic color matching module, for the style of poster to be generated to be generated model with the figure layer input scheme of colour for needing to change color,
The scheme of colour of the style is corresponded to generate auto-building model by scheme of colour, and according to scheme of colour to needing to change
The figure layer of color is painted to obtain new color matching poster；Second building module, for constructing aesthetics assessment discrimination model；Assessment
Module, for the poster input aesthetics assessment discrimination model that will newly match colors, to assess discrimination model to new color matching poster by aesthetics
It scores, obtains the new color matching poster that appraisal result is greater than default scoring threshold value；It matches colors to realize to figure layer each in poster
Scheme automatically generates, and assesses discrimination model by aesthetics and score the scheme of colour, has artistic sea to generate
Report, while saving a large amount of manpower and material resources, for not design basis user design poster provide it is convenient.
It should be understood by those skilled in the art that, the embodiment of the present invention can provide as method, system or computer program
Product.Therefore, complete hardware embodiment, complete software embodiment or reality combining software and hardware aspects can be used in the present invention
Apply the form of example.Moreover, it wherein includes the computer of computer usable program code that the present invention, which can be used in one or more,
The computer program implemented in usable storage medium (including but not limited to magnetic disk storage, CD-ROM, optical memory etc.) produces
The form of product.
The present invention be referring to according to the method for the embodiment of the present invention, the process of equipment (system) and computer program product
Figure and/or block diagram describe.It should be understood that every one stream in flowchart and/or the block diagram can be realized by computer program instructions
The combination of process and/or box in journey and/or box and flowchart and/or the block diagram.It can provide these computer programs
Instruct the processor of general purpose computer, special purpose computer, Embedded Processor or other programmable data processing devices to produce
A raw machine, so that being generated by the instruction that computer or the processor of other programmable data processing devices execute for real
The device for the function of being specified in present one or more flows of the flowchart and/or one or more blocks of the block diagram.
These computer program instructions, which may also be stored in, is able to guide computer or other programmable data processing devices with spy
Determine in the computer-readable memory that mode works, so that it includes referring to that instruction stored in the computer readable memory, which generates,
Enable the manufacture of device, the command device realize in one box of one or more flows of the flowchart and/or block diagram or
The function of being specified in multiple boxes.
These computer program instructions also can be loaded onto a computer or other programmable data processing device, so that counting
Series of operation steps are executed on calculation machine or other programmable devices to generate computer implemented processing, thus in computer or
The instruction executed on other programmable devices is provided for realizing in one or more flows of the flowchart and/or block diagram one
The step of function of being specified in a box or multiple boxes.
It should be noted that in the claims, any reference symbol between parentheses should not be configured to power
The limitation that benefit requires.Word "comprising" does not exclude the presence of component or step not listed in the claims.Before component
Word "a" or "an" does not exclude the presence of multiple such components.The present invention can be by means of including several different components
It hardware and is realized by means of properly programmed computer.In the unit claims listing several devices, these are filled
Several in setting, which can be, to be embodied by the same item of hardware.The use of word first, second, and third is not
Indicate any sequence.These words can be construed to title.
Although preferred embodiments of the present invention have been described, it is created once a person skilled in the art knows basic
Property concept, then additional changes and modifications may be made to these embodiments.So it includes excellent that the following claims are intended to be interpreted as
It selects embodiment and falls into all change and modification of the scope of the invention.
Obviously, various changes and modifications can be made to the invention without departing from essence of the invention by those skilled in the art
Mind and range.In this way, if these modifications and changes of the present invention belongs to the range of the claims in the present invention and its equivalent technologies
Within, then the present invention is also intended to include these modifications and variations.
In the description of the present invention, it is to be understood that, term " first ", " second " are used for description purposes only, and cannot
It is interpreted as indication or suggestion relative importance or implicitly indicates the quantity of indicated technical characteristic.Define as a result, " the
One ", the feature of " second " can explicitly or implicitly include one or more of the features.In the description of the present invention,
The meaning of " plurality " is two or more, unless otherwise specifically defined.
In the present invention unless specifically defined or limited otherwise, term " installation ", " connected ", " connection ", " fixation " etc.
Term shall be understood in a broad sense, for example, it may be being fixedly connected, may be a detachable connection, or integral；It can be mechanical connect
It connects, is also possible to be electrically connected；It can be directly connected, can also can be in two elements indirectly connected through an intermediary
The interaction relationship of the connection in portion or two elements.It for the ordinary skill in the art, can be according to specific feelings
Condition understands the concrete meaning of above-mentioned term in the present invention.
In the present invention unless specifically defined or limited otherwise, fisrt feature in the second feature " on " or " down " can be with
It is that the first and second features directly contact or the first and second features pass through intermediary mediate contact.Moreover, fisrt feature exists
Second feature " on ", " top " and " above " but fisrt feature be directly above or diagonally above the second feature, or be merely representative of
First feature horizontal height is higher than second feature.Fisrt feature can be under the second feature " below ", " below " and " below "
One feature is directly under or diagonally below the second feature, or is merely representative of first feature horizontal height less than second feature.
In the description of this specification, reference term " one embodiment ", " some embodiments ", " example ", " specifically show
The description of example " or " some examples " etc. means specific features, structure, material or spy described in conjunction with this embodiment or example
Point is included at least one embodiment or example of the invention.In the present specification, schematic expression of the above terms are not
It is interpreted as that identical embodiment or example must be directed to.Moreover, particular features, structures, materials, or characteristics described
It may be combined in any suitable manner in any one or more of the embodiments or examples.In addition, without conflicting with each other, this
The technical staff in field can be by the spy of different embodiments or examples described in this specification and different embodiments or examples
Sign is combined.
Although the embodiments of the present invention has been shown and described above, it is to be understood that above-described embodiment is example
Property, it is not considered as limiting the invention, those skilled in the art within the scope of the invention can be to above-mentioned
Embodiment is changed, modifies, replacement and variant.
Claims (10)
1. a kind of poster Automatic color matching method, which comprises the following steps:
It obtains the style of poster to be generated and needs to change the figure layer of color；
It constructs scheme of colour and generates model, and by the style of the poster to be generated and need to change described in the figure layer input of color
Scheme of colour generates model, to generate the scheme of colour that auto-building model corresponds to the style by the scheme of colour；
It is painted to the figure layer for needing to change color according to the scheme of colour to obtain new color matching poster；
Building aesthetics assessment discrimination model, and by the new color matching poster input aesthetics assessment discrimination model, to pass through
Aesthetics assessment discrimination model is stated to score to the new color matching poster；
Obtain the new color matching poster that appraisal result is greater than default scoring threshold value.
2. poster Automatic color matching method as described in claim 1, which is characterized in that the building scheme of colour generates model,
Include:
A large amount of scheme of colour is obtained, and is grouped according to scheme of colour of the different styles to acquisition；
Based on the scheme of colour after grouping, network training is carried out by the generation confrontation network based on condition to learn the depth of color matching
Layer rule generates model to obtain the scheme of colour.
3. poster Automatic color matching method as claimed in claim 2, which is characterized in that obtain the color matching shared by major website
Scheme.
4. poster Automatic color matching method as claimed in any one of claims 1-3, which is characterized in that the building aesthetics assessment
Discrimination model, comprising:
Each scheme of colour that auto-building model is generated based on the scheme of colour, carries out the figure layer for needing to change color
Color is to obtain multiple new color matching posters；
It is scored each new color matching poster according to preset standards of grading to obtain multiple score datas, and commented based on multiple
Divided data carries out network training, to generate the aesthetics assessment discrimination model.
5. a kind of computer readable storage medium, which is characterized in that be stored thereon with poster Automatic color matching program, the poster is automatic
Such as poster Automatic color matching method of any of claims 1-4 is realized when colo(u)r matching program is executed by processor.
6. a kind of computer equipment including memory, processor and stores the meter that can be run on a memory and on a processor
Calculation machine program, which is characterized in that when the processor executes described program, realize as of any of claims 1-4
Poster Automatic color matching method.
7. a kind of poster Automatic color matching device characterized by comprising
First obtains module, for obtaining the style of poster to be generated and needing to change the figure layer of color；
First building module generates model for constructing scheme of colour；
Automatic color matching module, for the style of the poster to be generated to be inputted the color matching side with the figure layer for needing to change color
Case generates model, to generate the scheme of colour that auto-building model corresponds to the style by the scheme of colour, and according to institute
Scheme of colour is stated to paint to the figure layer for needing to change color to obtain new color matching poster；
Second building module, for constructing aesthetics assessment discrimination model；
Evaluation module, for the new color matching poster input aesthetics to be assessed discrimination model, to pass through the aesthetics assessment
Discrimination model scores to the new color matching poster, and obtains the new color matching poster that appraisal result is greater than default scoring threshold value.
8. poster Automatic color matching device as claimed in claim 7, which is characterized in that the first building module is further used
In,
A large amount of scheme of colour is obtained, and is grouped according to scheme of colour of the different styles to acquisition；
Based on the scheme of colour after grouping, network training is carried out by the generation confrontation network based on condition to learn the depth of color matching
Layer rule generates model to obtain the scheme of colour.
9. poster Automatic color matching device as claimed in claim 8, which is characterized in that the first building module is also used to pass through
Major website obtains the scheme of colour shared.
10. poster Automatic color matching device as claimed in any one of claims 7-9, which is characterized in that the second building mould
Block is further used for,
Each scheme of colour that auto-building model is generated based on the scheme of colour, carries out the figure layer for needing to change color
Color is to obtain multiple new color matching posters；
It is scored each new color matching poster according to preset standards of grading to obtain multiple score datas, and commented based on multiple
Divided data carries out network training, to generate the aesthetics assessment discrimination model.
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