CN110377772A - A kind of content search method, relevant device and computer readable storage medium - Google Patents
A kind of content search method, relevant device and computer readable storage medium Download PDFInfo
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- CN110377772A CN110377772A CN201910564958.6A CN201910564958A CN110377772A CN 110377772 A CN110377772 A CN 110377772A CN 201910564958 A CN201910564958 A CN 201910564958A CN 110377772 A CN110377772 A CN 110377772A
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- picture
- album list
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- list
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
- G06F16/54—Browsing; Visualisation therefor
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
- G06F16/55—Clustering; Classification
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
- G06F3/0481—Interaction techniques based on graphical user interfaces [GUI] based on specific properties of the displayed interaction object or a metaphor-based environment, e.g. interaction with desktop elements like windows or icons, or assisted by a cursor's changing behaviour or appearance
- G06F3/0482—Interaction with lists of selectable items, e.g. menus
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- Data Mining & Analysis (AREA)
- Databases & Information Systems (AREA)
- Human Computer Interaction (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
- User Interface Of Digital Computer (AREA)
- Processing Or Creating Images (AREA)
Abstract
The embodiment of the present invention provides a kind of content search method, relevant device and computer readable storage medium, this method comprises: obtaining the categorizing operation for being directed to album list, the album list includes the picture shown and picture to be presented;The picture in the album list is sorted out according to preset rules according to the categorizing operation, obtain at least two category sets and shows the corresponding tag along sort of at least two category set, wherein the corresponding tag along sort of a category set;Receive the selection operation of the tag along sort for the object classification set at least two category set;At least picture that the target classification is concentrated is shown according to the selection operation.Using the embodiment of the present invention, the picture wanted to look up can be quickly found out.
Description
Technical field
The present invention relates to field of computer technology more particularly to a kind of content search method, relevant device and computer can
Read storage medium.
Background technique
Electronic equipment (such as mobile phone, iWatch, ipad etc.) is very universal at present, and people can pass through electronic equipment
It done shopping, read, being listened to music, watching video, shooting photo, wherein shooting photo is that one of electronic equipment is extremely important
Function, either at the time of some unforgettable, or in the scenery of some graces, user likes shooting a large amount of photograph
Piece.As the storage capacity of mobile phone is continuously improved, many mobile phones can store the photo of several years shooting, quantity is up to several hundred,
It is thousands of.
When user finds a certain specific photo from magnanimity photo, it usually needs from picture list page by page
It browses, if it is photo more remote, that is just needed to take a lot of time to browse one by one, time-consuming very very long.Therefore, how fastly
It is the technical issues of those skilled in the art is studying that speed finds specific picture from picture list.
Summary of the invention
The embodiment of the invention discloses a kind of content search method, relevant device and computer readable storage mediums, can
It is quickly found out the picture wanted to look up.
In a first aspect, the embodiment of the present application provides a kind of content search method, this method comprises:
The categorizing operation for being directed to album list is obtained, the album list includes the picture shown and figure to be presented
Piece;
The picture in the album list is sorted out according to preset rules according to the categorizing operation, obtains at least two
A category set simultaneously shows the corresponding tag along sort of at least two category set, wherein the corresponding contingency table of a category set
Label;
Receive the selection operation of the tag along sort for the object classification set at least two category set;
At least picture that the target classification is concentrated is shown according to the selection operation.
In the above method, equipment gets the categorizing operation for album list first, and being then based on the categorizing operation will
Picture in album list is classified according to preset rules, and such user can be according at least two category sets pair of display
The picture wanted to look up carries out a preliminary selection, concentrates the figure searched required for searching in detail from the target classification again later
Piece.It can be seen that coming, user, which only needs for main energy to be placed on, searches target classification concentration, without arranging from the photograph album
It is searched one by one in the mass picture that table includes, significantly improves the efficiency for searching picture.
With reference to first aspect, in the first possible implementation of the first aspect, described according to the selection operation
Show at least picture that the target classification is concentrated, comprising: the album list is shown according to the selection operation again,
Wherein, the photograph album shown again shows that the picture shown in list includes at least one that the target classification is concentrated
Picture.
In other words, in the initial time for executing the above method, album list is shown in the equipment for executing the above method,
Still album list that the equipment is shown after the above method has executed, the figure only shown in the album list
Piece is changed;If being compared with the prior art, the prior art be equivalent to will to the gradual page turning of album list, and this
Application embodiment is the page turning of jumping characteristic ground, is leapt near the position or position that need the place for the picture looked for.By
What is shown before and after the above method executes is all album list, does not jump to other pages, reduces the complexity of human-computer interaction.
It should be noted that with upper type tell about be equipment execute the above method after be also to revert to the album list,
There is also other possibilities in practical application, for example, above-mentioned show that the target classification is concentrated extremely according to the selection operation
A few picture is specifically the corresponding list of the object classification set to be shown according to the selection operation, when the object classification set
In picture it is less when, disposably can all show, when the target classification concentrate picture it is more when, with regard to some
It is showing, another part is to be presented.Mesh (can be such as slided or mouse clicked slider bar etc.) on the touchscreen by rolling
The corresponding list of mark category set comes so that part to be presented is gradually shown (correspondingly, the picture previously shown will be hidden
It conceals).
With reference to first aspect or any of the above-described kind of possible implementation of first aspect, the second of first aspect
It plants in possible implementation, the picture arrangement sequence in the pixel list before showing again, after showing again
The pixel list in picture arrangement sequence it is identical.As can be seen that being only quickly positioning after having executed the above method
Position near the picture that user to be looked for has been arrived, and any modification is not made to album list, further reduced human-computer interaction
Complexity.
With reference to first aspect or any of the above-described kind of possible implementation of first aspect, in the third of first aspect
It is described to obtain the categorizing operation for being directed to album list in the possible implementation of kind, comprising:
The n times scroll operation for being directed to album list, received needle in the preset time period are received within a preset period of time
N times scroll operation to the album list is the categorizing operation for the album list, and N is greater than or equal to 2;The rolling
Operation is for being updated the picture shown in the album list.In other words, which is by equipment according to user
Routine operation automatic intelligent determine whether to sort out album list, user experience is more preferable and execution efficiency is higher.Separately
Outside, since N is greater than or equal to 2, i.e., categorizing operation will not be generated when the number that user rolls album list is few, because
User carries out a small amount of scroll operation and is possible to that the picture for wanting to look for can be found, if in the case where a small amount of scroll operation
With regard to generating categorizing operation, then the mode that will lead to search picture becomes complicated;Therefore the application is only in scroll operation
Categorizing operation is just generated in the case where more, so that the difficult picture searched becomes easier to search originally.
With reference to first aspect or any of the above-described kind of possible implementation of first aspect, the 4th of first aspect the
In the possible implementation of kind, the preset rules are for picture similar in picture to be referred in the same category set.
With reference to first aspect or any of the above-described kind of possible implementation of first aspect, the 5th of first aspect the
It is described that the picture in the album list is carried out according to preset rules according to the categorizing operation in the possible implementation of kind
Sort out, obtain at least two category sets and show the corresponding tag along sort of at least two category set, comprising:
The picture in the album list is sorted out according to the respective finger print information of picture in the album list, is obtained
To at least two category sets, wherein the picture that finger print information reaches preset condition of similarity is used to be referred to the same category set,
The picture of more high then described any two picture of the finger print information similarity of any two picture is more close;
Show the corresponding tag along sort of at least two category set.
With reference to first aspect or any of the above-described kind of possible implementation of first aspect, the 6th of first aspect the
In kind possible implementation, it is described according to the respective finger print information of picture in the album list in the album list
Picture is sorted out, before obtaining at least two category sets, further includes:
Picture in the album list is scaled NxM size, N is greater than or equal to 4, M and is greater than or equal to 4;
The average gray value of the pixel in the first picture is calculated, first picture is any one in the album list
Picture;
It is poor that the pixel value of the first pixel in first picture and the average gray value are made, and difference is greater than or equal to zero
Then the Finger-print labelling method of first pixel is the first numerical value, and the Finger-print labelling method of difference first pixel described less than zero is the second number
Value, first pixel are any one pixel in first picture;
It is arranged according to fingerprint of the arranging situation of the pixel in first picture to the pixel in first picture
Column, obtain the finger print information of first picture.
With reference to first aspect or any of the above-described kind of possible implementation of first aspect, the 7th of first aspect the
It is described that the picture in the album list is carried out according to preset rules according to the categorizing operation in the possible implementation of kind
Sort out, obtain at least two category sets and show the corresponding tag along sort of at least two category set, comprising:
Picture in the album list is input in Similarity matching model, to generate every figure in the album list
The picture class label of piece;The Similarity matching model is to be instructed according to a large amount of pictures and the respective class label of a large amount of pictures
It gets;
The identical picture of the class label is referred to the same category set, obtains at least two category sets;
Show the corresponding tag along sort of at least two category set.
With reference to first aspect or any of the above-described kind of possible implementation of first aspect, the 8th of first aspect the
In the possible implementation of kind, the preset rules are used to generating picture into place and/or the time meets default condition of similarity
Picture is referred in the same category set.
Second aspect, the embodiment of the present application provide a kind of content search equipment, which includes processor, memory, defeated
Enter component, display component, wherein the memory is for storing computer program, and the processor is for calling the calculating
Machine program performs the following operations:
The categorizing operation for being directed to album list is obtained, the album list includes the picture shown and figure to be presented
Piece;
The picture in the album list is sorted out according to preset rules according to the categorizing operation, obtains at least two
A category set simultaneously shows the corresponding tag along sort of at least two category set by the display component, wherein a classification
Collect a corresponding tag along sort;
The tag along sort for the object classification set being directed at least two category set is received by the input module
Selection operation;
An at least picture for the target classification concentration is shown by the display component according to the selection operation.
In the above method, equipment gets the categorizing operation for album list first, and being then based on the categorizing operation will
Picture in album list is classified according to preset rules, and such user can be according at least two category sets pair of display
The picture wanted to look up carries out a preliminary selection, concentrates the figure searched required for searching in detail from the target classification again later
Piece.It can be seen that coming, user, which only needs for main energy to be placed on, searches target classification concentration, without arranging from the photograph album
It is searched one by one in the mass picture that table includes, significantly improves the efficiency for searching picture.
It is in the first possible implementation of the second aspect, described according to the selection operation in conjunction with second aspect
At least picture that the target classification is concentrated is shown by the display component, comprising: is passed through according to the selection operation
The display component shows the album list again, wherein is showing in the photograph album displaying list shown again
Picture includes at least picture that the target classification is concentrated.
In other words, in the initial time for executing the above method, album list is shown in the equipment for executing the above method,
Still album list that the equipment is shown after the above method has executed, the figure only shown in the album list
Piece is changed;If being compared with the prior art, the prior art be equivalent to will to the gradual page turning of album list, and this
Application embodiment is the page turning of jumping characteristic ground, is leapt near the position or position that need the place for the picture looked for.By
What is shown before and after the above method executes is all album list, does not jump to other pages, reduces the complexity of human-computer interaction.
It should be noted that with upper type tell about be equipment execute the above method after be also to revert to the album list,
There is also other possibilities in practical application, for example, above-mentioned show that the target classification is concentrated extremely according to the selection operation
A few picture is specifically the corresponding list of the object classification set to be shown according to the selection operation, when the object classification set
In picture it is less when, disposably can all show, when the target classification concentrate picture it is more when, with regard to some
It is showing, another part is to be presented.Mesh (can be such as slided or mouse clicked slider bar etc.) on the touchscreen by rolling
The corresponding list of mark category set comes so that part to be presented is gradually shown (correspondingly, the picture previously shown will be hidden
It conceals).
In conjunction with any of the above-described kind of possible implementation of second aspect or second aspect, the second of second aspect
It plants in possible implementation, the picture arrangement sequence in the pixel list before showing again, after showing again
The pixel list in picture arrangement sequence it is identical.As can be seen that being only quickly positioning after having executed the above method
Position near the picture that user to be looked for has been arrived, and any modification is not made to album list, further reduced human-computer interaction
Complexity.
In conjunction with any of the above-described kind of possible implementation of second aspect or second aspect, in the third of second aspect
It is described to obtain the categorizing operation for being directed to album list in the possible implementation of kind, comprising:
The n times scroll operation for being directed to album list, received needle in the preset time period are received within a preset period of time
N times scroll operation to the album list is the categorizing operation for the album list, and N is greater than or equal to 2;The rolling
Operation is for being updated the picture shown in the album list.In other words, which is by equipment according to user
Routine operation automatic intelligent determine whether to sort out album list, user experience is more preferable and execution efficiency is higher.Separately
Outside, since N is greater than or equal to 2, i.e., categorizing operation will not be generated when the number that user rolls album list is few, because
User carries out a small amount of scroll operation and is possible to that the picture for wanting to look for can be found, if in the case where a small amount of scroll operation
With regard to generating categorizing operation, then the mode that will lead to search picture becomes complicated;Therefore the application is only in scroll operation
Categorizing operation is just generated in the case where more, so that the difficult picture searched becomes easier to search originally.
In conjunction with any of the above-described kind of possible implementation of second aspect or second aspect, the 4th of second aspect the
In the possible implementation of kind, the preset rules are for picture similar in picture to be referred in the same category set.
In conjunction with any of the above-described kind of possible implementation of second aspect or second aspect, the 5th of second aspect the
It is described that the picture in the album list is carried out according to preset rules according to the categorizing operation in the possible implementation of kind
Sort out, obtain at least two category sets and the corresponding contingency table of at least two category set is shown by the display component
Label, comprising:
The picture in the album list is sorted out according to the respective finger print information of picture in the album list, is obtained
To at least two category sets, wherein the picture that finger print information reaches preset condition of similarity is used to be referred to the same category set,
The picture of more high then described any two picture of the finger print information similarity of any two picture is more close;
The corresponding tag along sort of at least two category set is shown by the display component.
In conjunction with any of the above-described kind of possible implementation of second aspect or second aspect, the 6th of second aspect the
In kind possible implementation, it is described according to the respective finger print information of picture in the album list in the album list
Picture is sorted out, before obtaining at least two category sets, further includes:
Picture in the album list is scaled NxM size, N is greater than or equal to 4, M and is greater than or equal to 4;
The average gray value of the pixel in the first picture is calculated, first picture is any one in the album list
Picture;
It is poor that the pixel value of the first pixel in first picture and the average gray value are made, and difference is greater than or equal to zero
Then the Finger-print labelling method of first pixel is the first numerical value, and the Finger-print labelling method of difference first pixel described less than zero is the second number
Value, first pixel are any one pixel in first picture;
It is arranged according to fingerprint of the arranging situation of the pixel in first picture to the pixel in first picture
Column, obtain the finger print information of first picture.
In conjunction with any of the above-described kind of possible implementation of second aspect or second aspect, the 7th of second aspect the
It is described that the picture in the album list is carried out according to preset rules according to the categorizing operation in the possible implementation of kind
Sort out, obtain at least two category sets and the corresponding contingency table of at least two category set is shown by the display component
Label, comprising:
Picture in the album list is input in Similarity matching model, to generate every figure in the album list
The picture class label of piece;The Similarity matching model is to be instructed according to a large amount of pictures and the respective class label of a large amount of pictures
It gets;
The identical picture of the class label is referred to the same category set, obtains at least two category sets;
The corresponding tag along sort of at least two category set is shown by the display component.
In conjunction with any of the above-described kind of possible implementation of second aspect or second aspect, the 8th of second aspect the
In the possible implementation of kind, the preset rules are used to generating picture into place and/or the time meets default condition of similarity
Picture is referred in the same category set.
The third aspect, the embodiment of the present application provide a kind of content search equipment, which includes for executing first aspect
Or all or part of functional unit of method described in any one possible implementation of first aspect.
Fourth aspect, the embodiment of the present application provide a kind of computer readable storage medium, the computer-readable storage medium
It is stored with computer program in matter, when it runs on a processor, realizes any one of first aspect or first aspect
Method described in possible implementation.
In conclusion equipment gets the categorizing operation for album list first, so by implementing the embodiment of the present invention
The picture in album list is classified according to preset rules based on the categorizing operation afterwards, such user can be according to display
At least two category sets one preliminary selection is carried out to the picture that wants to look up, concentrated again from the target classification later detailed
The picture searched required for searching.It can be seen that coming, user, which only needs for main energy to be placed on, searches target classification concentration i.e.
Can, without searching one by one from the mass picture that the album list includes, significantly improve the efficiency for searching picture.
Detailed description of the invention
The attached drawing that the embodiment of the present invention is used is introduced below.
Fig. 1 is a kind of structural schematic diagram of equipment provided in an embodiment of the present invention;
Fig. 2 is a kind of configuration diagram of operating system provided in an embodiment of the present invention;
Fig. 3 is a kind of flow diagram of content search method provided in an embodiment of the present invention;
Fig. 4 A is a kind of bandwagon effect schematic diagram provided in an embodiment of the present invention;
Fig. 4 B is another bandwagon effect schematic diagram provided in an embodiment of the present invention;
Fig. 4 C is another bandwagon effect schematic diagram provided in an embodiment of the present invention;
Fig. 4 D is another bandwagon effect schematic diagram provided in an embodiment of the present invention;
Fig. 5 is the structural schematic diagram of another equipment provided in an embodiment of the present invention.
Specific embodiment
The embodiment of the present invention is described with reference to the attached drawing in the embodiment of the present invention.
It referring to Figure 1, is the structural schematic diagram of the equipment 100 of application of the embodiment of the present invention.The equipment may include having
The handheld device (for example, mobile phone, tablet computer, palm PC etc.) of picture presentation function, mobile unit are (for example, automobile, voluntarily
Vehicle, electric vehicle, aircraft, ship etc.), wearable device (such as smartwatch (such as iWatch), Intelligent bracelet, pedometer
Deng), smart home device (for example, refrigerator, TV, air-conditioning, ammeter etc.), intelligent robot etc..
The equipment 100 includes memory 180, processor 150 and display equipment 140.Memory 180 stores computer journey
Sequence, computer program include operating system program 182 and application program 181 etc., wherein application program 181 includes album program.
Processor 150 is used to read the computer program in memory 180, then executes the method that computer program defines, such as locate
150 read operation system program 182 of device is managed to run operating system in the equipment 100 and realize the various of operating system
Function, or one or more application programs 181 are read, thus operation application on the device, for example, reading album program to transport
Row photograph album client (operating system that can be equipment is included, be also possible to later period be mounted in the operating system).
Processor 150 may include one or more processors, for example, processor 150 may include in one or more
Central processor.When processor 150 includes multiple processors, this multiple processor be can integrate on same chip, can also
To be respectively independent chip.One processor may include one or more processing cores, and following embodiment is by taking multicore as an example
It introduces, but content search method provided in an embodiment of the present invention also can be applied to single core processor.
In addition, memory 180 is also stored with other data 183 in addition to computer program, other data 183 may include
The data that operating system 182 or application program 181 generate after being run, the data include system data (such as operating system
Configuration parameter) and user data, such as photograph album in image data be considered as user data.
Memory 180 generally comprises memory and external memory.Memory can be random access memory (RAM), read-only memory
(ROM) and cache (CACHE) etc..External memory can be hard disk, CD, USB disk, floppy disk or magnetic tape station etc..Computer journey
Sequence is typically stored on external memory, and computer program can be loaded into memory from external memory before executing processing by processor.The present invention
Picture in embodiment can store on external memory, when needing to show it, can be loaded into memory.
The computer journey that content search method provided in an embodiment of the present invention can be achieved is contained in operating system program 182
Sequence, so that the operating system can have after processor 150 reads the operating system program 182 and runs the operating system
Standby content search function provided in an embodiment of the present invention.Further, which can be to the interior using this is opened of upper layer
The calling interface for holding locating function should after processor 150 reads application program 181 from memory 180 and runs the application
Using can be by the content search that is provided in the calling interface call operation system, so that user be helped to be quickly found out figure
Piece.
Equipment 100 can also include input equipment 130 (also referred to as input module), digital information for receiving input, word
Information or contact touch operation/non-contact gesture are accorded with, and generation and the user setting and function control of equipment 100 have
Signal input of pass etc..In the embodiment of the present invention, optionally, which may include touch panel 131.Touch surface
Plate 131, also referred to as touch screen, collecting the touch operation of user on it or nearby, (for example user is appointed using finger, stylus etc.
What suitable object or attachment on touch panel 131 or touch panel 131 operation), and according to preset formula
Drive corresponding attachment device.Optionally, touch panel 131 may include both touch detecting apparatus and touch controller.
Wherein, the touch orientation of touch detecting apparatus detection user, and touch operation bring signal is detected, transmit a signal to touch
Controller;Touch controller receives touch information from touch detecting apparatus, and is converted into contact coordinate, then gives at this
Device 150 is managed, and order that processor 150 is sent can be received and executed.For example, user uses finger on touch panel 131
Some virtual push button is clicked, touch detecting apparatus, which detects, this time clicks this signal of bring, then delivers it to
This signal is converted into coordinate again and is sent to processor 150 by touch controller, touch controller, and processor 150 is according to the seat
The type (click or double-click) of mark and the signal executes content search function, and the picture of lookup is shown in display panel 141
On.
Touch panel 131 can be realized using multiple types such as resistance-type, condenser type, infrared ray and surface acoustic waves.It removes
Touch panel 131, input equipment 130 can also include other input equipments 132, other input equipments 132 may include but
One be not limited in physical keyboard, function key (such as volume control button, switch key etc.), trace ball, mouse, operating stick etc.
Kind is a variety of.
Equipment 100 can also include display equipment 140 (also referred to as display component), show equipment 140, including display panel
141, for showing information input by user or being supplied to the information of user and the various menu interfaces of equipment 100 etc.,
It is mainly used for showing the picture in album list in the embodiment of the present invention.The display equipment 140 may include display panel 141, can
Choosing, it can be using liquid crystal display (English: Liquid Crystal Display, abbreviation: LCD) or Organic Light Emitting Diode
Forms such as (English: Organic Light-Emitting Diode, referred to as: OLED) configure display panel 141.Other one
In a little embodiments, touch panel 131 can be covered on display panel 141, form touch display screen.
In addition to the above, equipment 100 can also include shining for the power supply 190 to other module for power supply and for shooting
The camera 160 of piece or video, obtain equipment geographical location locating module (such as GPS) 161, obtain equipment placing attitude
The gyroscope 162 of (such as angle, orientation), the timer 163 for recording the time;Wherein, the figure in the embodiment of the present invention in photograph album
Piece may include being obtained by the shooting of camera 160, also may include the picture obtained by other means, such as by cutting
The picture that the modes such as figure, downloading obtain;Equipment 100 can also include one or more sensors 120, such as acceleration sensing
Device, optical sensor etc..Equipment 100 can also include less radio-frequency (Radio Frequency, RF) circuit 110, for it is wireless
The network equipment carries out network communication, can also include WiFi module 170, for carrying out WiFi communication with other equipment.
The detailed process for mainly describing method provided in an embodiment of the present invention above is grasped below with reference to Fig. 2 with Android
For making system, realization position and the run time behaviour of method provided in an embodiment of the present invention, more specific method flow are introduced
It can refer to described in previous embodiment.
Referring to Fig. 2, being the structural schematic diagram of equipment 200 provided in an embodiment of the present invention.The equipment 200 can the present invention
The equipment of embodiment.The equipment 200 includes application layer 210 and operating system layer 250, which can grasp for Android
Make system.Operating system layer 250 is divided into ccf layer 220, core library layer 230 and driving layer 240 again.Wherein, the operation system in Fig. 2
System layer 250 may be considered a kind of specific implementation of operating system 182 in Fig. 1, and the application layer 210 in Fig. 2 may be considered Fig. 1
A kind of specific implementation of middle application program 181.Driving layer 240 includes CPU driving 241, GPU driving 242, display controller driving
243, locating module driving 244, gyroscope drive 245 and timer driver 246 etc..Core library layer 230 is the core of operating system
Center portion point, including input/output service 231, kernel service 232, media services 234 etc. include JPEG in the media services 243
Picture library 1, the picture library 2 of PNG format and the picture library of extended formatting of format, which further includes algorithms library,
The algorithms library is for storing algorithm relevant to picture processing in the present invention, for example, the algorithm of the first picture of selection, selection reference
The algorithm etc. of picture.Ccf layer 220 may include graphical services (Graphic Service) 224, system service (System
Service) 221, web service (Web Service) 222 and user service (Customer Service) 223 etc.;Figure clothes
In business 224, it may include such as image coding Codec, Video coding Codec and audio coding Codec, the present invention program application
Image coding is arrived.Application layer 210 may include picture library 211, media player (Media Player) 212 and browser
(Browser) 213 etc..
In addition, the computer system 200 further includes hardware layer 250 under driving layer 240.The computer system 200
Hardware layer may include central processing unit (Central Processing Unit, CPU) 251 and graphics processor (Graphic
Processing Unit, GPU) 252 (a kind of specific implementations for being equivalent to the processor 150 in Fig. 1) can also include storage
Device 253 (is equivalent to the memory 180 in Fig. 1), including memory and external memory, can also include that locating module 254 (is equivalent to Fig. 1
In locating module 161), gyroscope 255 (being equivalent to the display equipment 162 in Fig. 1), can also include timer 2 56 (quite
Timer 163 in Fig. 1), it can also include one or more sensors, (being equivalent to the sensor 120 in Fig. 1).Certainly
In addition to this, hardware layer 250 can also include power supply, camera, RF circuit and WiFi module shown in Fig. 1, can also wrap
Include other hardware modules being also not shown in Fig. 1, such as Memory Controller Hub and display controller etc..
Fig. 3 is referred to, Fig. 3 is a kind of flow diagram of content search method provided in an embodiment of the present invention, this method
It can be realized based on the equipment of equipment shown in FIG. 1 or other structures, this method includes but is not limited to following steps:
Step S301: equipment obtains the categorizing operation for being directed to album list.
Specifically, due to often there is a large amount of picture in album list, and the size of the display screen of equipment is limited, therefore should
Synchronization can not all be shown picture in album list again, thus the album list include the picture shown and to
The picture of displaying.Here the picture shown can be original graph, be also possible to thumbnail, when for original graph, photograph album column
Usually show a picture at the same moment in table, when for thumbnail, album list the same moment usually show to
Few two pictures.No matter it is shown that thumbnail or original graph, user can be made by scroll operation album list by
Gradually the picture presentation not shown is come out, when the picture presentation not shown in album list comes out, the picture that originally had shown that
Also it can gradually hide.
Here scroll operation can be specially slide, for example, user slides in the touch display screen of equipment;It should
Scroll operation can also be the operation for pulling scroll bar, seat difference of the scroll bar on the track picture that then album list is shown
Also different.The scroll operation can also be that the operation of other forms, the operation of other forms are no longer illustrated one by one herein.
By taking Android operation system as an example, when album list is presented in display interface, the picture in album list is assumed to protect
There are in mDatas data list, the picture in album list is a complete set at this time, and the view that picture is shown is
MGridView, android system can bind mGridView with mDatas.
In the first way, described to obtain the categorizing operation for being directed to album list, it can be with specifically: in preset time period
The n times scroll operation narrowed to album list is inscribed, the received n times for the album list are rolled in the preset time period
Dynamic operation is the categorizing operation for the album list, and N is greater than or equal to 2;The scroll operation is used to arrange the photograph album
The picture shown in table is updated.It should be noted that preset time period here can for 3 seconds or 5 seconds or
Person 6 seconds or an other short period, it is to be understood that if user performs n times rolling within the short period
Operation, so that it may determine user in the operation for carrying out rolling album list rapidly, continuously.
As can be seen which by equipment according to the routine operation automatic intelligent of user determine whether to album list into
Row is sorted out, and user experience is more preferable and execution efficiency is higher.In addition, since N is greater than or equal to 2, i.e., when user rolls album list
Number it is few when will not generate categorizing operation be possible to find and think because user carries out a small amount of scroll operation
The picture to be looked for generates categorizing operation if in the case where a small amount of scroll operation, and will lead to will search the side of picture
Formula becomes complicated;Therefore the embodiment of the present application only just generates categorizing operation in the case where scroll operation is more.
In the second way, while equipment shows album list, also shown in screen one it is virtual (or
Entity) operation button, user clicks (perhaps the double-click or other independent operation or combination operation) pseudo operation and presses
Button, then being equivalent to obtain the classification for album list when equipment detects the operation for the pseudo operation button
Operation.
There is also other modes for obtaining the categorizing operation for album list, herein a different citings.
Step S302: equipment returns the picture in the album list according to preset rules according to the categorizing operation
Class obtains at least two category sets and shows the corresponding tag along sort of at least two category set.
Specifically, the corresponding tag along sort of a category set.The criterion of several classification is enumerated below:
First criterion is sorted out according to picture similarity, and the high picture of similarity is referred to same class.
Scheme one, firstly, the picture in the album list is scaled NxM size, N is greater than or equal to 4, M and is greater than
Or it is equal to 4;Then, the average gray value of the pixel in the first picture is calculated, first picture is any in album list
One picture;Then, it is poor the pixel value of the first pixel in the first picture and the average gray value to be made, and difference is greater than or equal to
The Finger-print labelling method of zero first pixel is the first numerical value, and the Finger-print labelling method of difference first pixel described less than zero is the second number
Value, first pixel are any one pixel in first picture;Later, according to the arrangement of the pixel in the first picture
Situation arranges the fingerprint of the pixel in first picture, obtains the finger print information of first picture, further, root
The picture in the album list is sorted out according to the respective finger print information of picture in the album list, obtains at least two
Category set, wherein finger print information reaches the picture of preset condition of similarity for being referred to the same category set, any two figures
The picture of more high then described any two picture of the finger print information similarity of piece is more close.Below by taking perceptual hash algorithm as an example into
Row explanation.
Step1, every picture in album list: being narrowed down to the size (picture element matrix) of 8x8 by minification, and in total 64
A pixel.The effect of this step is to remove the details of picture, only retains the essential informations such as structure/light and shade, abandons different size/ratios
Example bring picture difference;Above data size is 8x8 or other size, can be adjusted by specific software parameter.
Step2 simplifies color: by the picture after diminution, switching to 64 grades of gray scales, i.e., for a picture, wherein institute
There is pixel there was only 64 kinds of colors in total.
Step3 calculates average value: calculating the average gray of all 64 pixels in a picture.
The gray scale of compared pixels: step4 the gray scale of each pixel in a picture is compared, greatly with average value
The fingerprint of respective pixel is then denoted as 1 in or equal to average value, the fingerprint of respective pixel is then denoted as 0 less than average value;
Step5 calculates cryptographic Hash: by the comparison result of previous step (each respective finger of pixel i.e. in a picture
Line), it combines, just constitutes one 64 integers, here it is the fingerprints of a picture.Combined order does not weigh
It wants, as long as guaranteeing that all pictures all use same order.
Step6, after obtaining the finger print information of a picture, so that it may which other pictures are obtained using same principle
Then finger print information compares the finger print information of different pictures, look at how many position is different in 64, we can set
A threshold value is set to define similarity;For example, the threshold value can be set to 50, if the identical digit of two pictures is greater than
Or that two kinds of pictures are considered as equal to 50 is similar, therefore this two picture is referred in same category set.
As shown in Figure 4 A, it schematically illustrates and 3 category sets out is sorted out according to the mode of similarity, respectively classify
Collect A, category set B and category set C.
Scheme two, firstly, the picture in the album list is input in Similarity matching model, to generate the photograph album
The picture class label of every picture in list;The Similarity matching model be according to a large amount of pictures and a large amount of pictures respectively
Class label training obtain;Then, the identical picture of the class label is referred to the same category set, obtained at least
Two category sets.In other words, the classification to picture is completed in intelligence by the way of machine learning.Usually, training should
Sample used in Similarity matching model is more, and it is better that model parameter configures more reasonable then its classifying quality.
Second criterion is sorted out according to the similarity that picture generates the time, generate time close picture be referred to it is same
Class.
Optionally, it can be pre-configured with a time span threshold value, when generation (as the shot) time of any two picture
Between interval be no more than the time span threshold value when, this two picture can be referred in a category set.For example, this when
Between span threshold value can be set to 1 hour, half an hour 2 hours etc., specifically can according to need and be set.
Third criterion generates the similarity in place according to picture to sort out, and picture similar in generation place is referred to same
Class.
Optionally, it can be pre-configured with a distance threshold value, when generation (as shot) position of any two picture
The distance between be no more than the distance threshold value when, this two picture can be referred in a category set.For example, should be away from
It can be set to 5 kilometers from span threshold value, 10 kilometers, 20 kilometers etc., specifically can according to need and set.
4th criterion generates the similarity in place to sort out, specifically in fact according to the similarity of picture generation time and picture
It is now referred to the second criterion and third criterion, herein not reinflated explanation.
In the embodiment of the present application, after equipment obtains at least two category sets using aforesaid way, described at least two are shown
The corresponding tag along sort (being referred to as " classified index ") of a category set.Optionally, the contingency table of any one category set
Label are information the characteristics of capable of showing the category set to user, for example, the picture (such as first) in the category set
Thumbnail, or the passage information of individual features that the category set can be described, etc..For example, such as Fig. 4 B institute
Show, tag along sort of the first picture that selection sort is concentrated as the category set.The above category set A, category set B and category set
The effect that the respective tag along sort of C is shown can be as shown in Figure 4 C, these tag along sorts can also have other exhibition methods,
A different citing herein.
Equally by taking Android operation system as an example, when the content shown in the quick continuous rolling album list of user, it is
System will receive the callback operation of onFling, available at this time to arrive tag along sort list mDataIndexs, and immediately view
The data of mGridView binding are set as mDataIndexs, and interface view display format may be as shown in Figure 4 C.
Step S303: equipment receives the selection of the tag along sort for the object classification set at least two category set
Operation.
Specifically, user can execute choosing for the tag along sort of any one category set at least two category set
Select operation, in the embodiment of the present application, user performs selection operation to the tag along sort of which category set, then which category set is just
For goal category set.For example, the mode for executing selection operation can be specially the contingency table shown to touch display screen
Label are clicked.Correspondingly, when user receives the selection selection operation for the tag along sort of object classification set, the equipment phase
Receive the selection selection operation of the tag along sort for being directed to object classification set with answering.
Step S304: equipment shows at least picture that the target classification is concentrated according to the selection operation.
For example, if equipment receives the tag along sort for category set A, equipment can be by showing screen display
Show one in category set A or plurality of pictures;If equipment receives the tag along sort for category set B, equipment
One in category set B or plurality of pictures can be shown by display screen;If equipment receives point for category set C
Class label, then equipment can show one or plurality of pictures in category set C by display screen.
In a kind of optional scheme, at least one for showing that the target classification is concentrated according to the selection operation
Picture, can be with specifically: is backed within according to the selection operation and shows the album list, wherein the institute shown again
It states photograph album and shows that the picture shown in list includes at least picture that the target classification is concentrated.
In other words, in the initial time for executing the above method, album list is shown in the equipment for executing the above method,
Still album list that the equipment is shown after the above method has executed, the figure only shown in the album list
Piece is changed;If being compared with the prior art, the prior art be equivalent to will to the gradual page turning of album list, and this
Application embodiment is the page turning of jumping characteristic ground, is leapt near the position or position that need the place for the picture looked for.By
What is shown before and after the above method executes is all album list, does not jump to other pages, reduces the complexity of human-computer interaction.
Optionally, the picture arrangement sequence in the pixel list before showing again, with the institute after displaying again
The picture arrangement sequence stated in pixel list is identical.As can be seen that being only quickly to navigate to after having executed the above method
Position near the picture to be looked for of user, and any modification is not made to album list, it further reduced answering for human-computer interaction
Miscellaneous degree.
Equally by taking Android operation system as an example, optionally, it is assumed that the picture in category set A, category set B and category set C
Quantity is m1, m2, m3 respectively;When the user clicks when tag along sort (i.e. the classified index) of category set A, mGridView is tied up immediately
Determine mDatas data, and call the setSelect (0) of mGridView, cursor positions the first picture of category set A;Work as user
When clicking tag along sort of the classification in conjunction with B, mGridView binds mDatas data immediately, and calls mGridView's
SetSelect (m1), cursor position the first picture of category set B;When the user clicks when the tag along sort of category set C,
MGridView binds mDatas data immediately, and calls the setSelect (m1+m2) of mGridView, and cursor positions category set C
The first picture;And so on, user can quickly navigate to first in the category set according to the tag along sort of category set
Picture improves picture searching efficiency.
It is described that at least the one of the target classification concentration is shown according to the selection operation in another optional scheme
Picture, can be specifically, show the corresponding list of the object classification set according to the selection operation, when the object classification set
In picture it is less when, disposably can all show, when the target classification concentrate picture it is more when, with regard to some
It is showing, another part is to be presented.Mesh (can be such as slided or mouse clicked slider bar etc.) on the touchscreen by rolling
The corresponding list of mark category set comes so that part to be presented is gradually shown (correspondingly, the picture previously shown will be hidden
It conceals).
In the method depicted in fig. 3, equipment gets the categorizing operation for album list first, is then based on this and returns
Generic operation classifies the picture in album list according to preset rules, and such user can be according at least two of display
Category set carries out a preliminary selection to the picture wanted to look up, is concentrated again from the target classification required for searching in detail later
The picture of lookup.It can be seen that come, user only need for main energy to be placed on search target classification concentrate, without from
It is searched one by one in the mass picture that the album list includes, significantly improves the efficiency for searching picture.
It is above-mentioned to illustrate the method for the embodiment of the present invention, the device of the embodiment of the present invention is provided below.
Fig. 5 is referred to, Fig. 5 is a kind of structural schematic diagram of content search equipment 50 provided in an embodiment of the present invention, this sets
Standby 50 may include acquiring unit 501, classification unit 502, receiving unit 503 and display unit 504, and the description of each unit is such as
Under.
Acquiring unit 501, for obtaining the categorizing operation for being directed to album list, the album list includes showing
Picture and picture to be presented;
Sort out unit 502, for according to the categorizing operation according to preset rules to the picture in the album list into
Row is sorted out, and obtains at least two category sets and shows the corresponding tag along sort of at least two category set, wherein a classification
Collect a corresponding tag along sort;
Receiving unit 503, for receiving the tag along sort for the object classification set being directed at least two category set
Selection operation;
Display unit 504, for showing an at least picture for the target classification concentration according to the selection operation.
In the above method, equipment gets the categorizing operation for album list first, and being then based on the categorizing operation will
Picture in album list is classified according to preset rules, and such user can be according at least two category sets pair of display
The picture wanted to look up carries out a preliminary selection, concentrates the figure searched required for searching in detail from the target classification again later
Piece.It can be seen that coming, user, which only needs for main energy to be placed on, searches target classification concentration, without arranging from the photograph album
It is searched one by one in the mass picture that table includes, significantly improves the efficiency for searching picture.
In one possible implementation, at least the one of the target classification concentration is being shown according to the selection operation
In terms of picture, the display unit is specifically used for: showing the album list again according to the selection operation, wherein weight
The photograph album newly shown shows that the picture shown in list includes at least picture that the target classification is concentrated.
In other words, in the initial time for executing the above method, album list is shown in the equipment for executing the above method,
Still album list that the equipment is shown after the above method has executed, the figure only shown in the album list
Piece is changed;If being compared with the prior art, the prior art be equivalent to will to the gradual page turning of album list, and this
Application embodiment is the page turning of jumping characteristic ground, is leapt near the position or position that need the place for the picture looked for.By
What is shown before and after the above method executes is all album list, does not jump to other pages, reduces the complexity of human-computer interaction.
It should be noted that with upper type tell about be equipment execute the above method after be also to revert to the album list,
There is also other possibilities in practical application, for example, above-mentioned show that the target classification is concentrated extremely according to the selection operation
A few picture is specifically the corresponding list of the object classification set to be shown according to the selection operation, when the object classification set
In picture it is less when, disposably can all show, when the target classification concentrate picture it is more when, with regard to some
It is showing, another part is to be presented.Mesh (can be such as slided or mouse clicked slider bar etc.) on the touchscreen by rolling
The corresponding list of mark category set comes so that part to be presented is gradually shown (correspondingly, the picture previously shown will be hidden
It conceals).
In one possible implementation, the picture arrangement sequence in the pixel list before showing again, with
Again the picture arrangement sequence in the pixel list after showing is identical.As can be seen that after having executed the above method only
It is only quickly to have navigated to position near the picture that user to be looked for, and any modification is not made to album list, further drops
The low complexity of human-computer interaction.
In one possible implementation, the categorizing operation for being directed to album list is being obtained, the acquiring unit is specific
For:
The n times scroll operation for being directed to album list, received needle in the preset time period are received within a preset period of time
N times scroll operation to the album list is the categorizing operation for the album list, and N is greater than or equal to 2;The rolling
Operation is for being updated the picture shown in the album list.In other words, which is by equipment according to user
Routine operation automatic intelligent determine whether to sort out album list, user experience is more preferable and execution efficiency is higher.Separately
Outside, since N is greater than or equal to 2, i.e., categorizing operation will not be generated when the number that user rolls album list is few, because
User carries out a small amount of scroll operation and is possible to that the picture for wanting to look for can be found, if in the case where a small amount of scroll operation
With regard to generating categorizing operation, then the mode that will lead to search picture becomes complicated;Therefore the application is only in scroll operation
Categorizing operation is just generated in the case where more, so that the difficult picture searched becomes easier to search originally.
In one possible implementation, the preset rules are used to picture similar in picture being referred to same point
In class set.
In one possible implementation, described that the photograph album is being arranged according to preset rules according to the categorizing operation
Picture in table is sorted out, and obtains at least two category sets and shows the corresponding tag along sort of at least two category set,
The classification unit is specifically used for: according to the respective finger print information of picture in the album list to the figure in the album list
Piece is sorted out, and at least two category sets are obtained, wherein finger print information reaches the picture of preset condition of similarity for being referred to
The picture of the same category set, more high then described any two picture of the finger print information similarity of any two picture is more close;
Show the corresponding tag along sort of at least two category set.
In one possible implementation, the equipment further includes fingerprint generation unit, is used for described according to
The respective finger print information of picture sorts out the picture in the album list in album list, obtains at least two category sets
Before, it performs the following operations:
Picture in the album list is scaled NxM size, N is greater than or equal to 5, M and is greater than or equal to 5;
The average gray value of the pixel in the first picture is calculated, first picture is any one in the album list
Picture;
It is poor that the pixel value of the first pixel in first picture and the average gray value are made, and difference is greater than or equal to zero
Then the Finger-print labelling method of first pixel is the first numerical value, and the Finger-print labelling method of difference first pixel described less than zero is the second number
Value, first pixel are any one pixel in first picture;
It is arranged according to fingerprint of the arranging situation of the pixel in first picture to the pixel in first picture
Column, obtain the finger print information of first picture.
In one possible implementation, according to the categorizing operation according to preset rules in the album list
Picture sorted out, obtain at least two category sets and show the corresponding tag along sort of at least two category set, it is described
Sort out unit to be specifically used for:
Picture in the album list is input in Similarity matching model, to generate every figure in the album list
The picture class label of piece;The Similarity matching model is to be instructed according to a large amount of pictures and the respective class label of a large amount of pictures
It gets;
The identical picture of the class label is referred to the same category set, obtains at least two category sets;
Show the corresponding tag along sort of at least two category set.
In one possible implementation, the preset rules are used to picture generating place and/or the time meets in advance
If the picture of condition of similarity is referred in the same category set.
It should be noted that realizing for each unit can also be retouched to should refer to the corresponding of embodiment of the method shown in Fig. 3
It states.
In the content search equipment 50 described in Fig. 5, equipment gets the categorizing operation for album list first, so
The picture in album list is classified according to preset rules based on the categorizing operation afterwards, such user can be according to display
At least two category sets one preliminary selection is carried out to the picture that wants to look up, concentrated again from the target classification later detailed
The picture searched required for searching.It can be seen that coming, user, which only needs for main energy to be placed on, searches target classification concentration i.e.
Can, without searching one by one from the mass picture that the album list includes, significantly improve the efficiency for searching picture.
The embodiment of the present invention also provides a kind of chip system, and the chip system includes at least one processor, memory
And interface circuit, the memory, the transceiver and at least one described processor by route interconnect, it is described at least one
Computer program is stored in memory;When the computer program is executed by the processor, method stream shown in Fig. 3 is realized
Journey.
The embodiment of the present invention also provides a kind of computer readable storage medium, stores in the computer readable storage medium
There is computer program, when it runs on a processor, realizes method flow shown in Fig. 3.
The embodiment of the present invention also provides a kind of computer program product, when the computer program product is run in processor
Shi Shixian method flow shown in Fig. 3.
In conclusion equipment gets the categorizing operation for album list first in the embodiment of the present application, it is then based on
The categorizing operation classifies the picture in album list according to preset rules, and such user can be according to display at least
Two category sets carry out a preliminary selection to the picture wanted to look up, concentrate again from the target classification search institute in detail later
The picture required to look up.It can be seen that coming, user only needs for main energy to be placed on lookup target classification and concentrates, and nothing
It need to be searched one by one from the mass picture that the album list includes, significantly improve the efficiency for searching picture.
Those of ordinary skill in the art will appreciate that realizing all or part of the process in above-described embodiment method, the process
It can be completed by computer program come the relevant hardware of computer program, which can be stored in computer-readable deposit
In storage media, the computer program is when being executed, it may include such as the process of above-mentioned each method embodiment.And storage medium above-mentioned
It include: the various media for storing computer program code such as ROM or random access memory RAM, magnetic or disk.
Claims (20)
1. a kind of content search method characterized by comprising
The categorizing operation for being directed to album list is obtained, the album list includes the picture shown and picture to be presented;
The picture in the album list is sorted out according to preset rules according to the categorizing operation, obtains at least two points
Class set simultaneously shows the corresponding tag along sort of at least two category set, wherein the corresponding tag along sort of a category set;
Receive the selection operation of the tag along sort for the object classification set at least two category set;
At least picture that the target classification is concentrated is shown according to the selection operation.
2. the method according to claim 1, wherein described show the target classification according to the selection operation
At least picture concentrated, comprising:
The album list is shown again according to the selection operation, wherein the photograph album shown again is shown in list just
It include at least picture that the target classification is concentrated in the picture of displaying.
3. according to the method described in claim 2, it is characterized in that, the picture in the pixel list before displaying is arranged again
Column sequence is identical as the picture arrangement sequence in the pixel list after displaying again.
4. method according to claim 1-3, which is characterized in that the classification behaviour obtained for album list
Make, comprising:
The n times scroll operation for being directed to album list is received within a preset period of time, it is received in the preset time period to be directed to institute
The n times scroll operation of album list is stated as the categorizing operation for the album list, N is greater than or equal to 2;The scroll operation
For being updated to the picture shown in the album list.
5. method according to claim 1-4, which is characterized in that the preset rules are used for will be similar in picture
Picture is referred in the same category set.
6. method according to claim 1-5, which is characterized in that it is described according to the categorizing operation according to default
Rule sorts out the picture in the album list, obtains at least two category sets and shows at least two category set
Corresponding tag along sort, comprising:
The picture in the album list is sorted out according to the respective finger print information of picture in the album list, obtain to
Few two category sets, wherein finger print information reaches the picture of preset condition of similarity for being referred to the same category set, arbitrarily
The picture of more high then described any two picture of the finger print information similarity of two pictures is more close;
Show the corresponding tag along sort of at least two category set.
7. according to the method described in claim 6, it is characterized in that, described according to the respective fingerprint of picture in the album list
Information sorts out the picture in the album list, before obtaining at least two category sets, further includes:
Picture in the album list is scaled NxM size, N is greater than or equal to 4, M and is greater than or equal to 4;
The average gray value of the pixel in the first picture is calculated, first picture is any one figure in the album list
Piece;
It is poor that the pixel value of the first pixel in first picture and the average gray value are made, and difference is greater than or equal to zero institute
The Finger-print labelling method for stating the first pixel is the first numerical value, and the Finger-print labelling method of difference first pixel described less than zero is second value, institute
Stating the first pixel is any one pixel in first picture;
It is arranged, is obtained according to fingerprint of the arranging situation of the pixel in first picture to the pixel in first picture
To the finger print information of first picture.
8. method according to claim 1-4, which is characterized in that it is described according to the categorizing operation according to default
Rule sorts out the picture in the album list, obtains at least two category sets and shows at least two category set
Corresponding tag along sort, comprising:
Picture in the album list is input in Similarity matching model, to generate every picture in the album list
Picture class label;The Similarity matching model is trained according to a large amount of pictures and the respective class label of a large amount of pictures
It arrives;
The identical picture of the class label is referred to the same category set, obtains at least two category sets;
Show the corresponding tag along sort of at least two category set.
9. method according to claim 1-4, which is characterized in that the preset rules are used to generate ground for picture
The picture that point and/or time meet default condition of similarity is referred in the same category set.
10. a kind of content search equipment, which is characterized in that including processor, memory, input module, display component, wherein
The memory is for storing computer program, and the processor is for calling the computer program to perform the following operations:
The categorizing operation for being directed to album list is obtained, the album list includes the picture shown and picture to be presented;
The picture in the album list is sorted out according to preset rules according to the categorizing operation, obtains at least two points
Class set simultaneously shows the corresponding tag along sort of at least two category set by the display component, wherein a category set pair
Answer a tag along sort;
The selection of the tag along sort for the object classification set at least two category set is received by the input module
Operation;
An at least picture for the target classification concentration is shown by the display component according to the selection operation.
11. equipment according to claim 10, which is characterized in that described to pass through the display group according to the selection operation
Part shows at least picture that the target classification is concentrated, comprising:
The album list is shown by the display component again according to the selection operation, wherein what is shown again is described
Photograph album shows that the picture shown in list includes at least picture that the target classification is concentrated.
12. equipment according to claim 11, which is characterized in that the picture in the pixel list before showing again
It puts in order, it is identical as the picture arrangement sequence in the pixel list after displaying again.
13. the described in any item equipment of 0-12 according to claim 1, which is characterized in that described to obtain returning for album list
Generic operation, comprising:
The n times scroll operation for being directed to album list is received within a preset period of time, it is received in the preset time period to be directed to institute
The n times scroll operation of album list is stated as the categorizing operation for the album list, N is greater than or equal to 2;The scroll operation
For being updated to the picture shown in the album list.
14. the described in any item equipment of 0-13 according to claim 1, which is characterized in that the preset rules are used for picture phase
Close picture is referred in the same category set.
15. the described in any item equipment of 0-14 according to claim 1, which is characterized in that it is described according to the categorizing operation according to
Preset rules sort out the picture in the album list, obtain at least two category sets and by the display component exhibition
Show the corresponding tag along sort of at least two category set, comprising:
The picture in the album list is sorted out according to the respective finger print information of picture in the album list, obtain to
Few two category sets, wherein finger print information reaches the picture of preset condition of similarity for being referred to the same category set, arbitrarily
The picture of more high then described any two picture of the finger print information similarity of two pictures is more close;
The corresponding tag along sort of at least two category set is shown by the display component.
16. equipment according to claim 15, which is characterized in that described according to the respective finger of picture in the album list
Line information sorts out the picture in the album list, before obtaining at least two category sets, further includes:
Picture in the album list is scaled NxM size, N is greater than or equal to 4, M and is greater than or equal to 4;
The average gray value of the pixel in the first picture is calculated, first picture is any one figure in the album list
Piece;
It is poor that the pixel value of the first pixel in first picture and the average gray value are made, and difference is greater than or equal to zero institute
The Finger-print labelling method for stating the first pixel is the first numerical value, and the Finger-print labelling method of difference first pixel described less than zero is second value, institute
Stating the first pixel is any one pixel in first picture;
It is arranged, is obtained according to fingerprint of the arranging situation of the pixel in first picture to the pixel in first picture
To the finger print information of first picture.
17. the described in any item equipment of 0-13 according to claim 1, which is characterized in that it is described according to the categorizing operation according to
Preset rules sort out the picture in the album list, obtain at least two category sets and by the display component exhibition
Show the corresponding tag along sort of at least two category set, comprising:
Picture in the album list is input in Similarity matching model, to generate every picture in the album list
Picture class label;The Similarity matching model is trained according to a large amount of pictures and the respective class label of a large amount of pictures
It arrives;
The identical picture of the class label is referred to the same category set, obtains at least two category sets;
The corresponding tag along sort of at least two category set is shown by the display component.
18. the described in any item equipment of 0-13 according to claim 1, which is characterized in that the preset rules are used for picture is raw
It is referred in the same category set at the picture that place and/or time meet default condition of similarity.
19. a kind of content search equipment, which is characterized in that including requiring the described in any item methods of 1-9 for perform claim
All or part of unit.
20. a kind of computer readable storage medium, which is characterized in that be stored with computer in the computer readable storage medium
Program realizes any method of claim 1-9 when it runs on a processor.
Priority Applications (2)
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