CN109151217A - Backlight mode method of adjustment and device - Google Patents

Backlight mode method of adjustment and device Download PDF

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Publication number
CN109151217A
CN109151217A CN201811291436.5A CN201811291436A CN109151217A CN 109151217 A CN109151217 A CN 109151217A CN 201811291436 A CN201811291436 A CN 201811291436A CN 109151217 A CN109151217 A CN 109151217A
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China
Prior art keywords
terminal
noctilucence
human face
face expression
screen
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CN201811291436.5A
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CN109151217B (en
Inventor
郑金增
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Beijing Xiaomi Mobile Software Co Ltd
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Beijing Xiaomi Mobile Software Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04MTELEPHONIC COMMUNICATION
    • H04M1/00Substation equipment, e.g. for use by subscribers
    • H04M1/72Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
    • H04M1/724User interfaces specially adapted for cordless or mobile telephones
    • H04M1/72448User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions
    • H04M1/72454User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions according to context-related or environment-related conditions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/174Facial expression recognition
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04MTELEPHONIC COMMUNICATION
    • H04M1/00Substation equipment, e.g. for use by subscribers
    • H04M1/72Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
    • H04M1/724User interfaces specially adapted for cordless or mobile telephones
    • H04M1/72448User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/60Control of cameras or camera modules
    • H04N23/61Control of cameras or camera modules based on recognised objects
    • H04N23/611Control of cameras or camera modules based on recognised objects where the recognised objects include parts of the human body
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04MTELEPHONIC COMMUNICATION
    • H04M2250/00Details of telephonic subscriber devices
    • H04M2250/12Details of telephonic subscriber devices including a sensor for measuring a physical value, e.g. temperature or motion

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  • Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Signal Processing (AREA)
  • Multimedia (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Health & Medical Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Environmental & Geological Engineering (AREA)
  • General Health & Medical Sciences (AREA)
  • Studio Devices (AREA)
  • User Interface Of Digital Computer (AREA)

Abstract

The disclosure is directed to a kind of backlight mode method of adjustment and devices.This method comprises: obtaining the ambient brightness value of ambient enviroment;When the ambient brightness value is less than preset value, the facial image of user is obtained;According to the facial image, human face expression classification is determined;When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.The technical solution can control whether the terminal of user enters noctilucence screen mode by the identification of the human face expression classification to user, make user that can enter noctilucence screen mode in the case where not needing manual operation, while user-friendly, the interest that user uses is increased, user experience is effectively increased.

Description

Backlight mode method of adjustment and device
Technical field
This disclosure relates to field of terminal technology more particularly to a kind of backlight mode method of adjustment and device.
Background technique
Webpage is browsed using the mobile terminal with screen, viewing video, is chatted etc., it has also become people's daily life Indispensable a part, still, under low-light level environment, the excessively high screen of backlight illumination will cause centainly the eyes of user Injury.
For this purpose, in the related technology, occurring that the mobile terminal of noctilucence screen function is supported to pass through that is, under low-light level environment It adjusts screen display color and reduces screen backlight brightness to realize noctilucence screen function, reduce screen to user's eye to reach The purpose of the injury of eyeball.
Summary of the invention
The embodiment of the present disclosure provides backlight mode method of adjustment and device.The technical solution is as follows:
According to the first aspect of the embodiments of the present disclosure, a kind of backlight mode method of adjustment is provided, comprising:
Obtain the ambient brightness value of ambient enviroment;
When the ambient brightness value is less than preset value, the facial image of user is obtained;
According to the facial image, human face expression classification is determined;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.
In one embodiment, the method also includes:
Extract the characteristic information in the facial image;
Human face expression classification is determined according to the characteristic information based on facial expression classification model.
In one embodiment, the method also includes:
When the human face expression classification is not belonging to first pre-set categories, the terminal is controlled into normal backlight mould Formula.
In one embodiment, the method also includes:
Detect the screen state of the terminal;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode, comprising:
In the screen state of the terminal from the case where putting out screen state transition to bright screen state, in the human face expression class When the face expression that Wei not wake up, controlling terminal enters noctilucence screen mode.
In one embodiment, the method also includes:
Detect the screen state of the terminal;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode, comprising:
It is default into table in the human face expression classification in the case where the screen state of the terminal is bright screen state When feelings, the terminal is controlled into the noctilucence screen mode.
In one embodiment, the method also includes:
After the terminal enters the noctilucence screen mode, it is greater than or equal to the preset value in the ambient brightness value When, it controls the terminal and exits the noctilucence screen mode.
In one embodiment, the method also includes:
After the terminal enters the noctilucence screen mode, the human face expression classification belong to it is default exit expression when, It controls the terminal and exits the noctilucence screen mode.
In one embodiment, the method also includes:
When the terminal enters the noctilucence screen mode, prompt information is exported, the prompt information is for prompting user The terminal enters noctilucence screen mode.
According to the second aspect of an embodiment of the present disclosure, a kind of backlight mode adjustment device is provided, comprising:
Luminance acquisition module, for obtaining the ambient brightness value of ambient enviroment;
Image collection module, for obtaining the facial image of user when the ambient brightness value is less than preset value;
Determining module, for determining human face expression classification according to the facial image;
First control module, for when the human face expression classification is the first pre-set categories, controlling terminal to enter noctilucence Screen mode.
In one embodiment, the determining module further include:
Extracting sub-module, for extracting the characteristic information in the facial image;
Submodule is determined, for determining human face expression class according to the characteristic information based on facial expression classification model Not.
In one embodiment, described device further include:
Second control module, for when the human face expression classification is not belonging to first pre-set categories, described in control Terminal enters normal backlight mode.
In one embodiment, described device further include:
Detection module, for detecting the screen state of the terminal;
First control module includes:
First control submodule, for the screen state in the terminal from putting out the case where screen state transition is to bright screen state Under, when the human face expression classification is to wake up face expression, controlling terminal enters noctilucence screen mode.
In one embodiment, described device further include:
Detection module, for detecting the screen state of the terminal;
First control module includes:
Second control submodule, for the screen state of the terminal be bright screen state in the case where, in the face Expression classification is when presetting to enter expression, to control the terminal into the noctilucence screen mode.
In one embodiment, described device further include:
Second control module, for being greater than after the terminal enters the noctilucence screen mode in the ambient brightness value Or it when being equal to the preset value, controls the terminal and exits the noctilucence screen mode.
In one embodiment, described device further include:
Third control module is used for after the terminal enters the noctilucence screen mode, in the human face expression classification category In it is default exit expression when, control the terminal and exit the noctilucence screen mode.
In one embodiment, described device further include:
Cue module, for exporting prompt information, the prompt information when the terminal enters the noctilucence screen mode For prompting terminal described in user to enter noctilucence screen mode.
According to the third aspect of an embodiment of the present disclosure, a kind of backlight mode adjustment device is provided, comprising: processor;
Memory for storage processor executable instruction;
Wherein, the processor is configured to:
Obtain the ambient brightness value of ambient enviroment;
When the ambient brightness value is less than preset value, the facial image of user is obtained;
According to the facial image, human face expression classification is determined;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.
According to a fourth aspect of embodiments of the present disclosure, a kind of computer readable storage medium is provided, computer is stored with and refers to It enables, step in the above method is realized when the computer instruction is executed by processor.
The technical scheme provided by this disclosed embodiment can include the following benefits: around the present embodiment is available The ambient brightness value of environment obtains the facial image of user, according to the face when the ambient brightness value is less than preset value Image determines human face expression classification, and when the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mould Formula controls whether the terminal of user enters noctilucence screen mode by the identification of the human face expression classification to user, user is made to exist It does not need that noctilucence screen mode can be entered in the case where manual operation, while user-friendly, increases user's use Interest, effectively increase user experience.
It should be understood that above general description and following detailed description be only it is exemplary and explanatory, not The disclosure can be limited.
Detailed description of the invention
The drawings herein are incorporated into the specification and forms part of this specification, and shows the implementation for meeting the disclosure Example, and together with specification for explaining the principles of this disclosure.
Fig. 1 is the flow chart of backlight mode method of adjustment shown according to an exemplary embodiment.
Fig. 2 is the variation relation curve graph of ambient brightness value shown according to an exemplary embodiment and screen brightness value.
Fig. 3 is the schematic diagram of brightness instruction axis shown according to an exemplary embodiment.
Fig. 4 is the flow chart of backlight mode method of adjustment shown according to an exemplary embodiment.
Fig. 5 is the flow chart of backlight mode method of adjustment shown according to an exemplary embodiment.
Fig. 6 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Fig. 7 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Fig. 8 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Fig. 9 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Figure 10 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Figure 11 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Figure 12 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Figure 13 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Figure 14 is the block diagram of backlight mode adjustment device shown according to an exemplary embodiment.
Specific embodiment
Example embodiments are described in detail here, and the example is illustrated in the accompanying drawings.Following description is related to When attached drawing, unless otherwise indicated, the same numbers in different drawings indicate the same or similar elements.Following exemplary embodiment Described in embodiment do not represent all implementations consistent with this disclosure.On the contrary, they be only with it is such as appended The example of the consistent device and method of some aspects be described in detail in claims, the disclosure.
In the related technology, noctilucence screen function can by user by operation-control switch come it is manually opened or close, for example, with Family can open noctilucence screen by the way that the brightness value of mobile terminal is adjusted to least way manually.But it above-mentioned opens or closes Noctilucence screen function needs user to be manually operated, and there are many hidden danger, for example, working as user under low-light level environment for the backlight of screen Brightness is adjusted to minimum but when not being turned up in time under high-brightness environment, user will be unable to see screen display content, Jin Eryong clearly Family can not accurately find regulating switch and carry out manual brightness adjusting, operating difficulties;In another example opened in noctilucence eye screen function In the case of, if noctilucence screen function need to be closed, noctilucence screen function can be turned off manually by needing first to be back to noctilucence screen control interface, Increase operating cost.
To solve the above-mentioned problems, the disclosure provides a kind of backlight mode method of adjustment and device, available surrounding ring The ambient brightness value in border obtains the facial image of user, according to the face figure when the ambient brightness value is less than preset value Picture determines human face expression classification, and when the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mould Formula, method of adjustment is simple and intelligent, convenient for users to use, can effectively improve user experience.
Fig. 1 is a kind of flow chart of backlight mode method of adjustment shown according to an exemplary embodiment, as shown in Figure 1, The backlight mode method of adjustment is for including the following steps 101-104 in terminal:
In a step 101, the ambient brightness value of ambient enviroment is obtained.
Here, terminal is by ambient brightness obtaining widget, for example, optical sensor, obtains the ambient brightness value of surrounding.This In, terminal can continue to obtain the ambient brightness value of surrounding, can also pass through the ambient brightness value that predeterminated frequency obtains surrounding.
In a step 102, when the ambient brightness value is less than preset value, the facial image of user is obtained.
Here, the setting of preset value can make terminal in the lower situation of ambient brightness to the facial image of user It is acquired.Terminal is after obtaining ambient brightness value, it can be determined that whether ambient brightness value is less than preset value;Work as ambient brightness When value is less than the preset value, showing that terminal is in the darker environment of ambient brightness, user may need to open noctilucence screen mode, At this point, terminal can acquire the facial image of user by image acquisition component, if terminal is used in user, which is adopted Collection component can collect the facial image of user;If terminal is not used in user, the collected figure of image acquisition component institute There is no facial image as in, then shows that user does not enter into the demand of noctilucence screen, at this point, terminal does not execute into noctilucence screen mode Operation.
Here, image acquisition component can acquire the people of at least two users when acquiring facial image with predeterminated frequency Face image, it is exemplary, facial image is opened with the interval continuous acquisition 3 of 500ms.
Exemplary, preset value is 0.1lux (lux), and image acquisition component is thermal camera, to facilitate terminal in week It encloses under the very low specific environment of ambient brightness, control thermal camera adopts the facial image of the user in pick-up lens Collection.
In step 103, according to the facial image, human face expression classification is determined.
At step 104, when the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mould Formula.
Here, noctilucence screen mode can be when ambient brightness value is less than preset value, within the scope of the first predetermined luminance value Adjust the mode of screen brightness value, to avoid under low-light level environment, injury of the brighter screen intensity to eyes of user.Noctilucence Screen mode may be ambient brightness value be less than preset value when, within the scope of the first predetermined luminance value adjust screen brightness value and The mode of screen color temp value is adjusted within the scope of the first preset color temperature value, so as to be in low-light level, colour temperature soft for the screen of terminal State, under low-light level environment, to increase the ocular comfort degree of the user of using terminal.
Exemplary, the first predetermined luminance value may range from 1nit (nit)~2.5nit, so that terminal is in noctilucence screen mould Under formula, the backlight brightness values of screen are lower, to reduce injury of the screen intensity of terminal to eyes of user under low-light level environment. After terminal enters noctilucence screen mode, the brightness value of screen is a predetermined luminance value, which is 1nit~2.5nit Arbitrary value in range, for example, 1.5nit, also, the numerical value of the predetermined luminance value can by user without departing from 1nit~ In the case where 2.5nit range, it is adjusted according to personal habits.
Exemplary, which is 4000k (Kelvin)~6500k, to incite somebody to action under noctilucence screen mode The screen color temp of terminal is adjusted to warm colour.Likewise, the color temperature value of screen is a default color after terminal enters noctilucence screen mode Temperature value, which is the arbitrary value within the scope of 4000k~6500k, for example, 5000k;Also, the preset color temperature value Numerical value can be adjusted by user without departing from 4000k~6500k range according to personal habits.
Here, terminal can be by the human face expression in the facial image of identification acquisition, to determine belonging to human face expression Classification, when human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.First pre-set categories can be with For, smile, frown and narrow any expression such as eye, for example, if the first pre-set categories be smile expression when, when user is bright in ambient enviroment In the case that degree is very low, when needing to open noctilucence screen mode, user need to only make the expression of smile to terminal, and terminal can known When the expression for being clipped to user is smile expression, into noctilucence screen mode, the intelligent control to the noctilucence screen mode of terminal is realized, Easy to operate, practicability is high.
In the present embodiment, by specific environment brightness, and in the case where human face expression classification belongs to particular category, control Terminal processed enters noctilucence screen mode, can make the unlatching of the noctilucence screen mode of terminal more intelligence with it is convenient, user does not need again The noctilucence screen function that terminal is opened by being manually operated simplifies the operation of user, also, is realized by particular emotion to end The control of the noctilucence screen mode at end, also adds the operation interest of user, improves user experience.
In a kind of possible embodiment, step 103 can be completed by following step A1-A2.
In step A1, the characteristic information in the facial image is extracted.
Here, multiple facial images point that terminal can acquire image acquisition component according to preset feature extraction algorithm Indescribably take characteristic information.It is exemplary, the characteristic points such as eyes, eyebrow, nose, mouth, chin in every facial image are carried out It positions and marks, facial image is done into normalized according to eye position, then eye is extracted using gal cypress (gabor) wavelet transformation Textural characteristics around the characteristic points such as portion, eyebrow and eyes finally do dimensionality reduction normalized to the textural characteristics of extraction, Obtain the characteristic information of every facial image.
In step A2, human face expression classification is determined according to the characteristic information based on facial expression classification model.
Here, which is by the trained disaggregated model for facial expression classification, example , which may include: the sample set of (1) acquisition multiple groups difference expression classification, for example, frown narrow eye, face of wakeing up etc. Various expressions;(2) according to above-mentioned preset feature extraction algorithm, the sample for extracting each sample in each sample set respectively is special Sign, and the sample characteristics of extraction are inputted into classification (the sparse representation-based based on rarefaction representation Classifier, SRC) in algorithm, classified by each sample characteristics of the SRC algorithm to input, obtain classification results; (3) accuracy for judging classification results is adjusted the parameter of SRC algorithm in classification results inaccuracy, continues later pair The sample characteristics of input are classified, and are adjusted according to parameter of the classification results to SRC algorithm, until it is high to obtain accuracy The SRC disaggregated model of (for example, accuracy rate is more than 97%).
Here, when the characteristic information for the facial image that will be extracted inputs trained facial expression classification model, training Good facial expression classification model can accurately identify human face expression classification according to the characteristic information of input.
What needs to be explained here is that due to judging the current face of user according to the human face expression classification in individual facial image When portion's expression, it is likely that user occur and be accidentally made that the expression of the first pre-set categories or the terminal face table current to user The situation of feelings judgement inaccuracy, is easy to produce maloperation.In order to avoid this maloperation, terminal available continuous at least two It opens facial image and extracts the feature of every facial image at least two facial images using preset feature extraction algorithm Information;The face in every facial image is determined according to the characteristic information of every facial image based on facial expression classification model Expression classification;When human face expression in this at least two facial images belongs to same category A, determine that human face expression classification is Category A.
Exemplary, terminal can use preset feature extraction algorithm, and continuous three collected to image acquisition component The characteristic information of every facial image extracts in facial image, by facial expression classification model to every facial image Characteristic information is identified, to identify the generic of the human face expression in every facial image.If continuous three face figures The classification results of human face expression as in are that same category is such as frowned and narrowed at the moment, then can determine that the expression of active user is to frown Ocular feelings are narrowed, in this way, ensure that the accuracy judgement to user's countenance, avoid the generation of above-mentioned maloperation.
In the present embodiment, human face expression classification is identified using trained facial expression classification model, is improved To the identification accuracy of human face expression, the correct unlatching of noctilucence screen mode ensure that.
In a kind of possible embodiment, above-mentioned backlight mode method of adjustment can also include step B1.
In step bl is determined, when the human face expression classification is not belonging to first pre-set categories, control the terminal into Enter normal backlight mode.
Here, normal backlight mode is when ambient brightness value is greater than or equal to preset value, with the change of ambient brightness value Change, the mode of screen brightness value is adjusted within the scope of the second predetermined luminance value, the brightness value within the scope of the second predetermined luminance value is big Brightness value within the scope of the first predetermined luminance value;To avoid under brighter environment, screen intensity it is too low and cause user without Method sees the problem of screen display content of terminal clearly.
Exemplary, which is 2.5nit~600nit.Under normal backlight mode, the screen of terminal Curtain brightness value is according to pre-programmed curve, and with the ambient brightness value of terminal surrounding, within the scope of second predetermined luminance value into Row variation.Fig. 2 is the variation relation curve graph of ambient brightness value shown according to an exemplary embodiment and screen brightness value, such as Shown in Fig. 2, in the variation relation curve graph, horizontal axis is the ambient brightness value of terminal surrounding, indicates the range of ambient brightness value For 0~4000lux, the longitudinal axis is the screen brightness value after normalization, and the range of screen brightness value is shown by 0~255 numerical tabular For 2.5nit~600nit.As shown in Fig. 2, screen brightness value also increases with it, and works as ambient brightness when ambient brightness value increases When value reduces, screen brightness value also reduces therewith.
Here, terminal can be by the human face expression in the facial image of identification acquisition, to determine belonging to human face expression Classification, when human face expression classification is not belonging to the first pre-set categories, controlling terminal enters normal backlight mode.Continue with above-mentioned First pre-set categories are to be illustrated for smile expression, when user is in the case where ambient brightness is very low, are not needed out When opening noctilucence screen mode, user need to not only make the expression of smile to terminal, and terminal can be in the countenance for recognizing user When being not belonging to smile expression, into normal backlight mode, the intelligent control to the normal backlight mode of terminal is realized, is improved User experience, easy to operate, practicability is high.
The present embodiment can be in the case where being not turned on noctilucence screen mode, through the ambient brightness for obtaining terminal surrounding in real time Value, the method for adjusting the screen brightness value of terminal in time according to ambient brightness value make the screen of terminal be maintained at suitable bright at any time Degree, with user-friendly, and reduces injury of the screen intensity to eyes of user of terminal.
In a kind of possible embodiment, above-mentioned backlight mode method of adjustment can also include the following steps C1, also, Step 104 can be completed by following step C2.
In step C1, the screen state of the terminal is detected.
In step C2, in the screen state of the terminal from the case where putting out screen state transition to bright screen state, in institute Stating human face expression classification is when wakeing up face expression, and controlling terminal enters noctilucence screen mode.
Here, terminal can detect whether terminal is currently in bright screen state with predeterminated frequency, can also continue to detect eventually Whether end is current is in bright screen state, and detect terminal be in put out screen state when, whether detection terminal, which receives bright screen, refers to It enables, according to whether receiving bright screen instruction to judge the screen state of the terminal whether from screen state transition is put out to bright screen state.
Here, when the brightness value of ambient enviroment is very low, the screen state of terminal becomes bright screen state from screen state is put out, and The human face expression classification determined be when wakeing up face expression can know user be currently in night wake up after see the shape of screen State, at this point, terminal enters noctilucence screen mode by controlling screen, it, can be to avoid because of screen to further decrease the brightness value of screen Curtain is too bright and user is made to feel dazzling problem.
Whether the present embodiment can be lower than preset value by the ambient brightness value of terminal surrounding, and whether the screen state of terminal Whether it is face expression of wakeing up from screen state transition is put out to the human face expression of bright screen state and user, is to judge user currently It is no in night wake up after see the situation of screen, when user is in the situation, the brightness value of screen to be turned down, avoid because The screen of terminal is too bright and while so that user is felt dazzling problem, it is also convenient for users to use.
In a kind of possible embodiment, above-mentioned backlight mode method of adjustment can also include the following steps D1, also, Step 104 can be completed by following step D2.
In step D1, the screen state of the terminal is detected.
In step d 2, in the case where the screen state of the terminal is bright screen state, in the human face expression classification When entering expression to preset, the terminal is controlled into the noctilucence screen mode.
Here, presetting into expression can be pre-set any expression, exemplary, and the default expression that enters is to frown to narrow Ocular feelings, the default expression that enters can also be customized by the user setting.Here, when user is to default customized into expression progress When setting, which needs to re-execute the operation to facial expression classification model training, to obtain the high people of classification accuracy Face expression classification model realizes accurately identifying to the human face expression classification of user.
The present embodiment can be during user's using terminal, when ambient brightness value reaches preset value, and the table of user Feelings are when presetting to enter expression, the screen of terminal to be made to enter noctilucence screen mode, and so that user is not required to manual operation can quickly open When noctilucence screen mode, while user-friendly, the interest that user uses is increased.
In a kind of possible embodiment, above-mentioned backlight mode method of adjustment further includes step E1.
In step E1, after the terminal enters the noctilucence screen mode, it is greater than or equal in the ambient brightness value When the preset value, controls the terminal and exit the noctilucence screen mode.
Here, when ambient brightness value be greater than or equal to preset value, it is exemplary, be greater than or equal to preset value 0.1lux when, say Bright terminal is in the higher environment of ambient brightness, is unfavorable under noctilucence screen mode at this time aobvious on user's viewing terminal screen Show content, so needing to exit noctilucence screen mode.Here, terminal exits noctilucence screen mode and refers to terminal from noctilucence screen pattern switching To normal backlight mode.
The present embodiment can be according to the ambient brightness value of terminal local environment and the size relation of preset value, controlling terminal It is no to exit noctilucence screen mode, do not need the operation that user is exited noctilucence screen mode manually again, reduce the operation of user at This, avoid as user under low-light level environment the backlight illumination of screen is adjusted to it is minimum, but not under high-brightness environment and When being turned up, the problem of screen display content can not be seen clearly, improve user experience.
In a kind of possible embodiment, above-mentioned backlight mode method of adjustment further includes step F1.
In step F1, after the terminal enters the noctilucence screen mode, belong in the human face expression classification default When exiting expression, controls the terminal and exit the noctilucence screen mode.
Here, exemplary likewise, the default expression that exits can be pre-set any expression, it presets and enters expression It raises one's eyebrows expression to open eyes, it is default to exit expression and be customized by the user setting.Here, when user to it is default exit expression into When the customized setting of row, which needs to re-execute the operation to facial expression classification model training, accurate to obtain classification The high facial expression classification model of rate realizes accurately identifying to the human face expression classification of user.
For example, in the case where terminal enters noctilucence screen mode, it, only need to be to terminal if user wants to exit noctilucence screen mode The expression opened eyes and raised one's eyebrows is made, terminal can exit noctilucence screen when the countenance for recognizing user is to open eyes to raise one's eyebrows expression Mode.
The present embodiment can be when the countenance for recognizing user be to preset to exit expression, and controlling terminal exits noctilucence screen Mode does not need the operation that user is exited noctilucence screen mode manually again, reduces the operating cost of user, avoids to work as and use Family the backlight illumination of screen is adjusted under low-light level environment it is minimum, can not but when not being turned up in time under high-brightness environment The problem of seeing screen display content clearly improves user experience.
In a kind of possible embodiment, above-mentioned backlight mode method of adjustment further includes step G1.
In step G1, when the terminal enters the noctilucence screen mode, prompt information is exported, the prompt information is used The terminal described in prompt user enters noctilucence screen mode.
Here, prompt information can be voice messaging, and text information or pictorial information etc. are various can be prompted described in user Terminal enters the information of noctilucence screen mode.
Exemplary, prompt information can indicate axis for brightness.The brightness indicates that the length of axis indicates the screen intensity of terminal The adjustable range of value, wherein during one end to the other end of brightness instruction axis, screen brightness value is gradually increased.Fig. 3 The schematic diagram of brightness shown according to an exemplary embodiment instruction axis, as shown in figure 3, the length of brightness instruction axis by L1 and L2 two parts composition, for indicating adjustable range 1nit~600nit of screen brightness value, wherein L1 indicates noctilucence screen mode Adjustable range 1nit~2.5nit of sub-screen brightness value;L2 indicates the adjustable model of normal backlight mode sub-screen brightness value Enclose 2.5nit~600nit.Circle 1 indicates under noctilucence screen mode, the predetermined luminance value of screen adjustable range 1nit~ Position in 2.5nit, to indicate the predetermined luminance value with the presence or absence of adjustable space.
Here, when terminal enters noctilucence screen mode, show that the brightness instruction axis is default on the predeterminated position of screen Time, for example, 2s, while entering noctilucence screen mode to prompt the user with terminal, the predetermined luminance value for prompting user current is It is no to there is adjustable space.
The present embodiment can remind user by prompt information, make user when terminal enters noctilucence screen mode The luminance patterns for understanding current screen in time, facilitate the subsequent operation of user.
Realization process is discussed in detail below by several embodiments.
Fig. 4 is a kind of flow chart of backlight mode method of adjustment shown according to an exemplary embodiment.This method can be with Realize that the backlight mode method of adjustment includes step 401-408 by equipment such as terminals.
In step 401, the ambient brightness value of ambient enviroment is obtained.
In step 402, when the ambient brightness value is less than preset value, the facial image of user is obtained.
In step 403, the characteristic information in the facial image is extracted.
In step 404, human face expression classification is determined according to the characteristic information based on facial expression classification model.
In step 405, the screen state of the terminal is detected.
In a step 406, in the screen state of the terminal from the case where putting out screen state transition to bright screen state, in institute Stating human face expression classification is when wakeing up face expression, and controlling terminal enters noctilucence screen mode;
It is default into table in the human face expression classification in the case where the screen state of the terminal is bright screen state When feelings, the terminal is controlled into the noctilucence screen mode.
In step 407, when the terminal enters the noctilucence screen mode, prompt information, the prompt information are exported For prompting terminal described in user to enter noctilucence screen mode.
In a step 408, after the terminal enters the noctilucence screen mode, it is greater than or equal in the ambient brightness value When the preset value, controls the terminal and exit the noctilucence screen mode;
After the terminal enters the noctilucence screen mode, the human face expression classification belong to it is default exit expression when, It controls the terminal and exits the noctilucence screen mode.
Backlight brightness regulation method described in the present embodiment is exemplary, and the present embodiment does not execute step successive Sequence is limited, wherein there is no sequencings for step 405 and step 401~404, can carry out simultaneously to shorten terminal Reaction time, so that the quick controlling terminal of terminal is entered noctilucence screen mode.
Fig. 5 is a kind of flow chart of backlight mode method of adjustment shown according to an exemplary embodiment.This method can be with Realize that the backlight mode method of adjustment includes step 501-506 by equipment such as terminals.
In step 501, the ambient brightness value of ambient enviroment is obtained.
In step 502, when the ambient brightness value is less than preset value, the facial image of user is obtained.
In step 503, the characteristic information in the facial image is extracted.
In step 504, human face expression classification is determined according to the characteristic information based on facial expression classification model.
In step 505, the screen state of the terminal is detected.
In step 506, in the screen state of the terminal from the case where putting out screen state transition to bright screen state, in institute When stating human face expression classification and being not belonging to first pre-set categories, the terminal is controlled into normal backlight mode;
In the case where the screen state of the terminal is bright screen state, described the is not belonging in the human face expression classification When one pre-set categories, the terminal is controlled into normal backlight mode.
Backlight mode method of adjustment described in the present embodiment is exemplary, and the present embodiment does not execute step successive Sequence is limited, wherein there is no sequencings for step 505 and step 501~504, can carry out simultaneously to shorten terminal Reaction time, so that the quick controlling terminal of terminal is entered noctilucence screen mode.
Following is embodiment of the present disclosure, can be used for executing embodiments of the present disclosure.Fig. 6 is exemplary according to one Implement a kind of block diagram of the backlight mode exemplified adjustment device, which can pass through the combination of software, hardware or both It is implemented as some or all of of electronic equipment.As shown in fig. 6, backlight mode adjustment device includes:
Luminance acquisition module 601, for obtaining the ambient brightness value of ambient enviroment.
Image collection module 602, for obtaining the facial image of user when the ambient brightness value is less than preset value.
Determining module 603, for determining human face expression classification according to the facial image.
First control module 604, for the human face expression classification be the first pre-set categories when, control the terminal into Nightfall optical screen mode.
As a kind of possible embodiment, Fig. 7 is a kind of backlight mode adjustment dress shown according to an exemplary embodiment The block diagram set.As shown in fig. 7, determining module 603 disclosed above can be configured to include extracting sub-module 6031 and really Stator modules 6032, in which:
Extracting sub-module 6031, for extracting the characteristic information in the facial image.
Submodule 6032 is determined, for determining human face expression according to the characteristic information based on facial expression classification model Classification.
As a kind of possible embodiment, Fig. 8 is a kind of backlight mode adjustment dress shown according to an exemplary embodiment The block diagram set.As shown in figure 8, the backlight mode adjustment terminal can be configured to include the second control module 605, In:
Second control module 605, for controlling institute when the human face expression classification is not belonging to first pre-set categories Terminal is stated into normal backlight mode.
As a kind of possible embodiment, Fig. 9 is a kind of backlight fuzzy adjustment dress shown according to an exemplary embodiment The block diagram set.As shown in figure 9, backlight mode adjustment device can be configured to include detection module 606, described first Control module 604 can be configured to include the first control submodule 6041, in which:
Detection module 606, for detecting the screen state of the terminal.
First control submodule 6041, for the screen state in the terminal from screen state transition is put out to bright screen state In the case of, when the human face expression classification is to wake up face expression, controlling terminal enters noctilucence screen mode.
As a kind of possible embodiment, Figure 10 is a kind of backlight mode adjustment dress shown according to an exemplary embodiment The block diagram set.As shown in Figure 10, backlight mode adjustment terminal can be configured to include detection module 606, and described the One control module 604 can be configured to include the second control submodule 6042, in which:
Detection module 606, for detecting the screen state of the terminal.
Second control submodule 6042, for the screen state of the terminal be bright screen state in the case where, described Human face expression classification is when presetting to enter expression, to control the terminal into the noctilucence screen mode.
As a kind of possible embodiment, Figure 11 is a kind of backlight mode adjustment dress shown according to an exemplary embodiment The block diagram set.As shown in figure 11, backlight mode disclosed above adjustment device can be configured to include the second control module 607, in which:
Second control module 607 is used for after the terminal enters the noctilucence screen mode, big in the ambient brightness value When the preset value, controls the terminal and exit the noctilucence screen mode.
As a kind of possible embodiment, Figure 12 is a kind of backlight mode adjustment dress shown according to an exemplary embodiment The block diagram set.As shown in figure 12, backlight mode disclosed above adjustment device can be configured to include third control module 608, in which:
Third control module 608 is used for after the terminal enters the noctilucence screen mode, in the human face expression classification Belong to default when exiting expression, controls the terminal and exit the noctilucence screen mode.
As a kind of possible embodiment, Figure 13 is a kind of backlight mode adjustment dress shown according to an exemplary embodiment The block diagram set.As shown in figure 13, backlight mode disclosed above adjustment device can be configured to include cue module 609, Wherein:
Cue module 609, for exporting prompt information, the prompt when the terminal enters the noctilucence screen mode Information is for prompting terminal described in user to enter noctilucence screen mode.
About the device in above-described embodiment, plurality of module executes the concrete mode of operation in related this method Embodiment in be described in detail, no detailed explanation will be given here.
Figure 14 is a kind of block diagram of backlight mode adjustment device shown according to an exemplary embodiment, which is suitable for Terminal device.For example, device 1400 can be mobile phone, computer, digital broadcast apparatus, messaging devices, game control Platform processed, tablet device, Medical Devices, body-building equipment, personal digital assistant etc..
Device 1400 may include following one or more components: processing component 1402, memory 1404, power supply module 1406, multimedia component 1408, audio component 1410, the interface 1412 of input/output (I/O), sensor module 1414, and Communication component 1416.
The integrated operation of the usual control device 1400 of processing component 1402, such as with display, telephone call, data communication, Camera operation and record operate associated operation.Processing component 1402 may include one or more processors 1420 to execute Instruction, to perform all or part of the steps of the methods described above.In addition, processing component 1402 may include one or more moulds Block, convenient for the interaction between processing component 1402 and other assemblies.For example, processing component 1402 may include multi-media module, To facilitate the interaction between multimedia component 1408 and processing component 1402.
Memory 1404 is configured as storing various types of data to support the operation in device 1400.These data Example includes the instruction of any application or method for operating on device 1400, contact data, telephone book data, Message, picture, video etc..Memory 1404 can by any kind of volatibility or non-volatile memory device or they Combination is realized, such as static random access memory (SRAM), electrically erasable programmable read-only memory (EEPROM), it is erasable can Program read-only memory (EPROM), programmable read only memory (PROM), read-only memory (ROM), magnetic memory, flash memory Reservoir, disk or CD.
Power supply module 1406 provides electric power for the various assemblies of device 1400.Power supply module 1406 may include power management System, one or more power supplys and other with for device 1400 generate, manage, and distribute the associated component of electric power.
Multimedia component 1408 includes the screen of one output interface of offer between described device 1400 and user.? In some embodiments, screen may include liquid crystal display (LCD) and touch panel (TP).If screen includes touch panel, Screen may be implemented as touch screen, to receive input signal from the user.Touch panel includes that one or more touch passes Sensor is to sense the gesture on touch, slide, and touch panel.The touch sensor can not only sense touch or sliding is dynamic The boundary of work, but also detect duration and pressure associated with the touch or slide operation.In some embodiments, more Media component 1408 includes a front camera and/or rear camera.When device 1400 is in operation mode, as shot mould When formula or video mode, front camera and/or rear camera can receive external multi-medium data.Each preposition camera shooting Head and rear camera can be a fixed optical lens system or have focusing and optical zoom capabilities.
Audio component 1410 is configured as output and/or input audio signal.For example, audio component 1410 includes a wheat Gram wind (MIC), when device 1400 is in operation mode, when such as call mode, recording mode, and voice recognition mode, microphone quilt It is configured to receive external audio signal.The received audio signal can be further stored in memory 1404 or via communication Component 1416 is sent.In some embodiments, audio component 1410 further includes a loudspeaker, is used for output audio signal.
I/O interface 1412 provides interface, above-mentioned peripheral interface module between processing component 1402 and peripheral interface module It can be keyboard, click wheel, button etc..These buttons may include, but are not limited to: home button, volume button, start button and Locking press button.
Sensor module 1414 includes one or more sensors, and the state for providing many aspects for device 1400 is commented Estimate.For example, sensor module 1414 can detecte the state that opens/closes of device 1400, the relative positioning of component, such as institute The display and keypad that component is device 1400 are stated, sensor module 1414 can be with detection device 1400 or device 1,400 1 The position change of a component, the existence or non-existence that user contacts with device 1400,1400 orientation of device or acceleration/deceleration and dress Set 1400 temperature change.Sensor module 1414 may include proximity sensor, be configured in not any physics It is detected the presence of nearby objects when contact.Sensor module 1414 can also include optical sensor, as CMOS or ccd image are sensed Device, for being used in imaging applications.In some embodiments, which can also include acceleration sensing Device, gyro sensor, Magnetic Sensor, pressure sensor or temperature sensor.
Communication component 1416 is configured to facilitate the communication of wired or wireless way between device 1400 and other equipment.Dress The wireless network based on communication standard, such as WiFi can be accessed by setting 1400,2G or 3G or their combination.It is exemplary at one In embodiment, communication component 1416 receives broadcast singal or broadcast correlation from external broadcasting management system via broadcast channel Information.In one exemplary embodiment, the communication component 1416 further includes near-field communication (NFC) module, to promote short distance Communication.For example, radio frequency identification (RFID) technology, Infrared Data Association (IrDA) technology, ultra wide band can be based in NFC module (UWB) technology, bluetooth (BT) technology and other technologies are realized.
In the exemplary embodiment, device 1400 can be by one or more application specific integrated circuit (ASIC), number Signal processor (DSP), digital signal processing appts (DSPD), programmable logic device (PLD), field programmable gate array (FPGA), controller, microcontroller, microprocessor or other electronic components are realized, for executing the above method.
In the exemplary embodiment, a kind of non-transitorycomputer readable storage medium including instruction, example are additionally provided It such as include the memory 1404 of instruction, above-metioned instruction can be executed by the processor 1420 of device 1400 to complete the above method.Example Such as, the non-transitorycomputer readable storage medium can be ROM, random access memory (RAM), CD-ROM, tape, soft Disk and optical data storage devices etc..
A kind of computer readable storage medium is present embodiments provided, when the instruction in the storage medium is by device 1400 Processor execute when perform the steps of
Obtain the ambient brightness value of ambient enviroment;
When the ambient brightness value is less than preset value, the facial image of user is obtained;
According to the facial image, human face expression classification is determined;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.
Instruction in the storage medium can also perform the steps of when being executed by processor
Extract the characteristic information in the facial image;
Human face expression classification is determined according to the characteristic information based on facial expression classification model.
Instruction in the storage medium can also perform the steps of when being executed by processor
When the human face expression classification is not belonging to first pre-set categories, the terminal is controlled into normal backlight mould Formula.
Instruction in the storage medium can also perform the steps of when being executed by processor
Detect the screen state of the terminal;
In the screen state of the terminal from the case where putting out screen state transition to bright screen state, in the human face expression class When the face expression that Wei not wake up, controlling terminal enters noctilucence screen mode.
Instruction in the storage medium can also perform the steps of when being executed by processor
Detect the screen state of the terminal;
It is default into table in the human face expression classification in the case where the screen state of the terminal is bright screen state When feelings, the terminal is controlled into the noctilucence screen mode.
Instruction in the storage medium can also perform the steps of when being executed by processor
After the terminal enters the noctilucence screen mode, it is greater than or equal to the preset value in the ambient brightness value When, it controls the terminal and exits the noctilucence screen mode.
Instruction in the storage medium can also perform the steps of when being executed by processor
After the terminal enters the noctilucence screen mode, the human face expression classification belong to it is default exit expression when, It controls the terminal and exits the noctilucence screen mode.
Instruction in the storage medium can also perform the steps of when being executed by processor
When the terminal enters the noctilucence screen mode, prompt information is exported, the prompt information is for prompting user The terminal enters noctilucence screen mode.
The present embodiment additionally provides a kind of backlight mode adjustment device, comprising:
Processor;
Memory for storage processor executable instruction;
Wherein, processor is configured as:
Obtain the ambient brightness value of ambient enviroment;
When the ambient brightness value is less than preset value, the facial image of user is obtained;
According to the facial image, human face expression classification is determined;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.
In one embodiment, processor can be additionally configured to:
Extract the characteristic information in the facial image;
Human face expression classification is determined according to the characteristic information based on facial expression classification model.
In one embodiment, processor can be additionally configured to:
When the human face expression classification is not belonging to first pre-set categories, the terminal is controlled into normal backlight mould Formula.
In one embodiment, processor can be additionally configured to:
Detect the screen state of the terminal;
In the screen state of the terminal from the case where putting out screen state transition to bright screen state, in the human face expression class When the face expression that Wei not wake up, controlling terminal enters noctilucence screen mode.
In one embodiment, processor can be additionally configured to:
Detect the screen state of the terminal;
It is default into table in the human face expression classification in the case where the screen state of the terminal is bright screen state When feelings, the terminal is controlled into the noctilucence screen mode.
In one embodiment, processor can be additionally configured to:
After the terminal enters the noctilucence screen mode, it is greater than or equal to the preset value in the ambient brightness value When, it controls the terminal and exits the noctilucence screen mode.
In one embodiment, processor can be additionally configured to:
After the terminal enters the noctilucence screen mode, the human face expression classification belong to it is default exit expression when, It controls the terminal and exits the noctilucence screen mode.
In one embodiment, processor can be additionally configured to:
When the terminal enters the noctilucence screen mode, prompt information is exported, the prompt information is for prompting user The terminal enters noctilucence screen mode.
Those skilled in the art will readily occur to its of the disclosure after considering specification and practicing disclosure disclosed herein Its embodiment.This application is intended to cover any variations, uses, or adaptations of the disclosure, these modifications, purposes or Person's adaptive change follows the general principles of this disclosure and including the undocumented common knowledge in the art of the disclosure Or conventional techniques.The description and examples are only to be considered as illustrative, and the true scope and spirit of the disclosure are by following Claim is pointed out.
It should be understood that the present disclosure is not limited to the precise structures that have been described above and shown in the drawings, and And various modifications and changes may be made without departing from the scope thereof.The scope of the present disclosure is only limited by the accompanying claims.

Claims (18)

1. a kind of backlight mode method of adjustment characterized by comprising
Obtain the ambient brightness value of ambient enviroment;
When the ambient brightness value is less than preset value, the facial image of user is obtained;
According to the facial image, human face expression classification is determined;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.
2. determining human face expression class the method according to claim 1, wherein described according to the facial image Not, comprising:
Extract the characteristic information in the facial image;
Human face expression classification is determined according to the characteristic information based on facial expression classification model.
3. the method according to claim 1, wherein the method also includes:
When the human face expression classification is not belonging to first pre-set categories, the terminal is controlled into normal backlight mode.
4. the method according to claim 1, wherein the method also includes:
Detect the screen state of the terminal;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode, comprising:
In the screen state of the terminal from the case where putting out screen state transition to bright screen state, it is in the human face expression classification When face expression of wakeing up, controlling terminal enters noctilucence screen mode.
5. the method according to claim 1, wherein the method also includes:
Detect the screen state of the terminal;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode, comprising:
It is default into expression in the human face expression classification in the case where the screen state of the terminal is bright screen state When, the terminal is controlled into the noctilucence screen mode.
6. the method according to claim 1, wherein the method also includes:
After the terminal enters the noctilucence screen mode, when the ambient brightness value is greater than or equal to the preset value, control It makes the terminal and exits the noctilucence screen mode.
7. the method according to claim 1, wherein the method also includes:
After the terminal enters the noctilucence screen mode, the human face expression classification belong to it is default exit expression when, control The terminal exits the noctilucence screen mode.
8. the method according to claim 1, wherein the method also includes:
When the terminal enters the noctilucence screen mode, prompt information is exported, the prompt information is for prompting described in user Terminal enters noctilucence screen mode.
9. a kind of backlight mode adjusts device characterized by comprising
Luminance acquisition module, for obtaining the ambient brightness value of ambient enviroment;
Image collection module, for obtaining the facial image of user when the ambient brightness value is less than preset value;
Determining module, for determining human face expression classification according to the facial image;
First control module, for when the human face expression classification is the first pre-set categories, controlling terminal to enter noctilucence screen mould Formula.
10. device according to claim 9, which is characterized in that the determining module includes:
Extracting sub-module, for extracting the characteristic information in the facial image;
Submodule is determined, for determining human face expression classification according to the characteristic information based on facial expression classification model.
11. device according to claim 9, which is characterized in that described device further include:
Second control module, for controlling the terminal when the human face expression classification is not belonging to first pre-set categories Into normal backlight mode.
12. device according to claim 9, which is characterized in that described device further include:
Detection module, for detecting the screen state of the terminal;
First control module includes:
First control submodule, in the screen state of the terminal from the case where putting out screen state transition to bright screen state, When the human face expression classification is to wake up face expression, controlling terminal enters noctilucence screen mode.
13. device according to claim 9, which is characterized in that described device further include:
Detection module, for detecting the screen state of the terminal;
First control module includes:
Second control submodule, for the screen state of the terminal be bright screen state in the case where, in the human face expression Classification is when presetting to enter expression, to control the terminal into the noctilucence screen mode.
14. device according to claim 9, which is characterized in that described device further include:
Second control module, for being greater than or waiting in the ambient brightness value after the terminal enters the noctilucence screen mode When the preset value, controls the terminal and exit the noctilucence screen mode.
15. device according to claim 9, which is characterized in that described device further include:
Third control module, for belonging in the human face expression classification pre- after the terminal enters the noctilucence screen mode If exit expression, controls the terminal and exit the noctilucence screen mode.
16. device according to claim 9, which is characterized in that described device further include:
Cue module, for exporting prompt information when the terminal enters the noctilucence screen mode, the prompt information is used for Terminal described in prompt user enters noctilucence screen mode.
17. a kind of backlight mode adjusts device characterized by comprising
Processor;
Memory for storage processor executable instruction;
Wherein, the processor is configured to:
Obtain the ambient brightness value of ambient enviroment;
When the ambient brightness value is less than preset value, the facial image of user is obtained;
According to the facial image, human face expression classification is determined;
When the human face expression classification is the first pre-set categories, controlling terminal enters noctilucence screen mode.
18. a kind of computer readable storage medium, is stored with computer instruction, which is characterized in that the computer instruction is located Manage the step realized in any one of claim 1 to 8 the method when device executes.
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CN105426812A (en) * 2015-10-27 2016-03-23 浪潮电子信息产业股份有限公司 Expression recognition method and apparatus
CN105262900A (en) * 2015-10-28 2016-01-20 广东欧珀移动通信有限公司 Screen brightness adjusting method and screen brightness adjusting device
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CN111212176A (en) * 2019-12-16 2020-05-29 闻泰通讯股份有限公司 Night lamp illumination method, device, terminal and readable storage medium based on folding screen
CN111158493A (en) * 2020-01-02 2020-05-15 维沃移动通信有限公司 Night mode switching method and electronic equipment
CN114141206A (en) * 2021-12-10 2022-03-04 Tcl华星光电技术有限公司 Backlight correction method, related device and storage medium

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