CN104156470A - Recommendation processing method and system based on photograph information analysis - Google Patents
Recommendation processing method and system based on photograph information analysis Download PDFInfo
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Abstract
The invention discloses a recommendation processing method and system based on photograph information analysis. The method comprises the steps that a photographic apparatus knowledge base is built in advance and used for storing various types of photographic apparatuses, photographic apparatus parameter information corresponding to the photographic apparatuses and upgraded product information of the photographic apparatuses; operation instructions of users are received, photographs of the users are uploaded, and EXIF parameter information of the photographs of the users is obtained according to the photographs uploaded by the users; according to the EXIF parameter information of the photographs, information of the photographic apparatuses taking the photographs is obtained; according to the obtained information of the photographic apparatuses taking the photographs, the photographic apparatus knowledge base is searched for the upgraded product information of the photographic apparatuses taking the photographs to be recommended for being displayed. According to the recommendation processing method and system, the photographic apparatuses taking the photographs are obtained according to the parameter information of the photographs, and the upgraded products of the photographic apparatuses taking the photographs are recommended to the users, so that recommendation accuracy is greatly improved, and convenience is brought to the users.
Description
Technical field
The present invention relates to Internet technical field, relate in particular to a kind of recommendation process method and system based on photography photo information analysis.
Background technology
Along with the development of internet and improving constantly of people's living standard, online has become an indispensable part in people's life.People can do shopping by online, buy various products, and check various photographs etc.
In prior art, user checks various photos by online, can only view the graph text information of photo, cannot know other parameter, sometimes think that photo that effect is taken well wonders the upgrading products information of the photographic goods of taking this photo, just cannot obtain inconvenient user.
Therefore, prior art has yet to be improved and developed.
Summary of the invention
The technical problem to be solved in the present invention is, for the above-mentioned defect of prior art, a kind of recommendation process method and system based on photography photo information analysis are provided, the present invention is according to the parameter information of photo, get the photographic goods of taking this photograph, recommend the upgrading products of the photographic goods of taking this photograph to user by specific algorithm and implementation, greatly improved recommendation accuracy, provide users with the convenient.
The technical scheme that technical solution problem of the present invention adopts is as follows:
A recommendation process method based on photography photo information analysis, wherein, comprising:
A, set up photographic goods knowledge base in advance, for storing each model photographic goods and corresponding photographic goods parameter information and each model photographic goods upgrading products information thereof;
B, reception user's operational order is uploaded works picture separately, and the works picture of uploading according to user obtains the EXIF parameter information of its works picture;
C, according to the EXIF parameter information of described picture, obtain the photographic goods information of this works picture of taking;
D, the photographic goods information of taking this works picture according to the acquisition obtaining, the upgrading products information recommendation of searching the photographic goods of taking this works picture from photographic goods knowledge base shows.
The described recommendation process method based on photography photo information analysis, wherein, also comprises after described step D:
The upgrading products information of the photographic goods of this works picture of shooting that E1, basis find, automatically recommends the link information of the upgrading products of buying the photographic goods of taking this works picture, and points out.
The described recommendation process method based on photography photo information analysis, wherein, also comprises after described step D:
E2: the operational feedback of the upgrading products information of photographic goods of this works picture of shooting of recommending being made according to user, constantly adjust and optimize recommendation.
The described recommendation process method based on photography photo information analysis, wherein, described steps A also comprises: set up in advance photographic goods knowledge base, be divided into two parts in static knowledge base and dynamic knowledge storehouse:
Described static knowledge base is for parameter and the performance data of storing each photographic goods, and the picture of all kinds parameter requires data and each model photographic goods upgrading products information to camera;
Described dynamic knowledge storehouse is for storing recommendation and the feedback data to user.
The described recommendation process method based on photography photo information analysis, wherein, described step e 2 also comprises: according to static knowledge base, for user draws equipment figure, mark user's current position point or region, mark user intent point and region simultaneously; Recommend taking the intersection point of each line in line and equipment figure as user;
Described equipment figure for the equipment upgrading that represents user not according to price or a certain parameter by little and the earth linear travel.
The described recommendation process method based on photography photo information analysis, wherein, described step e 2 also comprises: regularly collect user's works and like the data of works for next round iteration, according to user, feedback and the behavior recommended being remodified to the equipment figure based on static knowledge base.
The described recommendation process method based on photography photo information analysis, wherein, in the EXIF parameter information of described picture, comprise an EXIF mark, for storing the information relevant with digital photograph, comprise aperture parameters information, ISO parameter information, shutter parameter information, camera manufacturer parameter information, and/or whether see red information.
A recommendation process method based on photography photo information analysis, wherein, comprising:
B1, receive user and check the operational order of picture, browse each picture, obtain the EXIF parameter information of the picture that user's point praises and collect; The EXIF parameter information of described picture, comprises the geographical location information of the scenery of clapping in picture;
C1, according to the EXIF parameter information of described picture, automatically determine the geographical location information of scenery that photo current is clapped;
D1, according to the geographical location information of scenery that photo current is clapped obtaining, automatically recommend to the peer link information of this geographical location information tourism, and point out.
A recommendation process system based on photography photo information analysis, wherein, comprising:
Knowledge base is set up module, for setting up in advance photographic goods knowledge base, for storing each model photographic goods and corresponding photographic goods parameter information and each model photographic goods upgrading products information thereof;
The EXIF parameter information acquisition module of picture, uploads works picture separately for receiving user's operational order, and the works picture of uploading according to user obtains the EXIF parameter information of its works picture;
Photographic goods acquisition of information module, for according to the EXIF parameter information of described picture, obtains the photographic goods information of taking this works picture;
Search and recommendation process module, for the photographic goods information of taking this works picture according to the acquisition obtaining, the upgrading products information recommendation of searching the photographic goods of taking this works picture from photographic goods knowledge base shows.
The described recommendation process system based on photography photo information analysis, wherein, also comprises:
Link Recommendation module, for according to the upgrading products information of the photographic goods of this works picture of shooting finding, recommends the link information of the upgrading products of buying the photographic goods of taking this works picture automatically, and prompting;
Recommend optimization process module, the operational feedback of making for the upgrading products information of the photographic goods to this works picture of shooting of recommending according to user, constantly adjusts and optimizes recommendation;
Set up in advance module, for setting up in advance photographic goods knowledge base, be divided into two parts in static knowledge base and dynamic knowledge storehouse: described static knowledge base is for parameter and the performance data of storing each photographic goods, and the picture of all kinds parameter requires data and each model photographic goods upgrading products information to camera; Described dynamic knowledge storehouse is for storing recommendation and the feedback data to user;
Draw processing module, for according to static knowledge base, for user draws equipment figure, mark user's current position point or region, mark user intent point and region simultaneously; Recommend taking the intersection point of each line in line and equipment figure as user; Described equipment figure for the equipment upgrading that represents user not according to price or a certain parameter by little and the earth linear travel;
Collection and treatment module, for regularly collecting user's works and liking the data of works for next round iteration, remodifies the equipment figure based on static knowledge base according to user to feedback and the behavior recommended;
In the EXIF parameter information of described picture, comprise an EXIF mark, for storing the information relevant with digital photograph, comprise aperture parameters information, ISO parameter information, shutter parameter information, camera manufacturer parameter information, and/or whether see red information.
Recommendation process method and system based on photography photo information analysis provided by the present invention, can be in photography inside, community, can praise and collection behavior as checked, putting according to user's operational order, obtain photo effect and camera parameter corresponding to this photo etc. that user yearns for, analyze user's operation behavior, thereby understand user's potential purchase intention.Can realize according to user's photo works and obtain its current photographic goods; Thereby recommend the upgrading products information of the photographic goods of taking this photo to user, greatly improved recommendation accuracy, provide users with the convenient.
In addition, the inventive method can also realize in the time that user browses to good-looking picture with scenes, can be according to the position parameter data of photo, and which tourist attractions the place of the current landscape of taking pictures of automatic-prompting is, and the admission ticket information etc. that purchases by group that can automatically recommend this sight spot, provides users with the convenient.
Brief description of the drawings
Fig. 1 is the process flow diagram that the present invention is based on the first preferred embodiment of the recommendation process method of photography photo information analysis.
Fig. 2 is the process flow diagram that the present invention is based on the second preferred embodiment of the recommendation process method of photography photo information analysis.
Fig. 3 is the functional schematic block diagram that the present invention is based on the first embodiment of the recommendation process system of photography photo information analysis.
Fig. 4 is the functional schematic block diagram that the present invention is based on the second embodiment of the recommendation process system of photography photo information analysis.
Embodiment
Recommendation process method and system based on photography photo information analysis provided by the invention, for making object of the present invention, technical scheme and advantage clearer, clear and definite, developing simultaneously referring to accompanying drawing, the present invention is described in more detail for embodiment.Should be appreciated that specific embodiment described herein, only in order to explain the present invention, is not intended to limit the present invention.
Refer to Fig. 1, Fig. 1 is the process flow diagram that the present invention is based on the first preferred embodiment of the recommendation process method of photography photo information analysis.The recommendation process method based on photography photo information analysis shown in Fig. 1, comprises the following steps:
Step S110, set up photographic goods knowledge base in advance, for storing each model photographic goods and corresponding photographic goods parameter information and each model photographic goods upgrading products information thereof.
In the embodiment of the present invention, need to set up in advance photographic goods knowledge base, be divided into two parts in static knowledge base and dynamic knowledge storehouse: described static knowledge base is for parameter and the performance data of storing each photographic goods, and the picture of all kinds parameter requires data and each model photographic goods upgrading products information to camera; Described dynamic knowledge storehouse is for storing recommendation and the feedback data to user.
Step S120, reception user's operational order is uploaded works picture separately, and the works picture of uploading according to user obtains the EXIF parameter information of its works picture;
In the embodiment of the present invention, the works picture uploading that user can take oneself is on the net for example in each shutterbugs community, and the works picture that then can upload according to user obtains the EXIF parameter information of the works picture that each user's correspondence uploads.Wherein, in the EXIF parameter information of described picture, comprise an EXIF mark, for storing the information relevant with digital photograph, comprise aperture parameters information, ISO parameter information, shutter parameter information, camera manufacturer parameter information, and/or whether see red information.By obtaining these information, we can collect the camera parameter of this photo.
Be in the present invention, the parameter such as the EXIF parameter information of each user's works picture, comprises the camera parameter information of taking its picture, for example camera of what model.
Step S130, according to the EXIF parameter information of described picture, obtain the photographic goods information of this works picture of taking.
Then by the EXIF parameter information of described picture, obtain the photographic goods information of taking this picture, the parameters such as for example camera of what model.
Be in the present invention, the works picture of submitting to by user, can know the camera parameter of his photographic work, analyzes the camera of its use.
Step S140, the photographic goods information of taking this works picture according to the acquisition obtaining, the upgrading products information recommendation of searching the photographic goods of taking this works picture from photographic goods knowledge base shows.
Be in this step, realize according to the photographic goods information of this picture of shooting obtaining, the upgrading products information recommendation of searching the photographic goods of taking this works picture from photographic goods knowledge base shows.The web site url of for example automatically recommending the upgrading products information of buying the photographic goods of taking this picture, provides users with the convenient.
Be the present invention in specific embodiment, also can be according to the upgrading products information of the photographic goods of this works picture of the shooting finding, automatically recommend the link information of the upgrading products of buying the photographic goods of taking this works picture, and prompting.Particularly, when the photographic goods information of taking this works picture according to the acquisition obtaining, after the camera type and specification that analyze user's use roughly, can recommend to it photographic goods of upgrading, so the thing that different users recommends is different.
Meeting of the present invention can be recommended different photographic goods according to different user, and this recommendation is the analysis based on to different user.
Further, the operational feedback that the present invention also can make the upgrading products information of photographic goods of this works picture of shooting of recommending according to user, constantly adjusts and optimizes recommendation.Such as, can be according to this user to recommending the feedback that make: he has clicked that and has recommended equipment, and the residence time, further analyzing him may be interested in that equipment, constantly adjust and optimize recommendation.
Visible, in the embodiment of the present invention, by comprise an EXIF (Exchangeable Image File Format) tag in the data of digital photograph, for example, for storing the information relevant with digital photograph, aperture, ISO, shutter, even whether camera manufacturer, the information such as see red.And by obtaining these information, just can collect the camera parameter of this photo.
In addition, in photography inside, community, can praise and collection behavior according to user's point, obtain picture effect and camera parameter corresponding to this picture etc. that user yearns for.Thereby understand user's potential purchase intention.
Can, obtained its current equipment according to user's works, understand its potential purpose according to community's behavior.
In order accurately to recommend, in the inventive method embodiment, be also provided with knowledge base---be divided into two parts of Static and dynamic: static knowledge base is exactly the ABCs such as parameter and the characteristic of each camera, the requirement of the picture of all kinds parameter to camera.Be described static knowledge base for storing parameter and the performance data of each photographic goods, and the picture of all kinds parameter requires data and each model photographic goods upgrading products information to camera.Dynamic knowledge storehouse is exactly recommendation and the feedback to general user.There is so corresponding photographic goods information, can promote recommendation accuracy.
In addition in the present invention, can be obtained by the EXIF of works picture user's equipment or equipment group, then the works of praising and collecting according to user's point obtain user's purpose equipment and equipment group: according to static knowledge base, for user draws equipment figure, mark user's current position point or region, mark user intent point and region simultaneously; Recommend taking the intersection point of each line in line and equipment figure as user; Described equipment figure for the equipment upgrading that represents user not according to price or a certain parameter by little and the earth linear travel.
Then, according to user, feedback and the behavior recommended are remodified to the equipment figure based on static knowledge base, make this figure constantly personalized.
The present invention also can regularly collect user's works and like the data of works for next round iteration, according to user, feedback and the behavior recommended is remodified to the equipment figure based on static knowledge base; The content of static knowledge base also can be upgraded relatively lentamente and safeguard simultaneously, thinks that user provides recommendation information accurately.
Therefore, the inventive method embodiment can be according to the parameter information of photo, gets the photographic goods of taking this photograph, to recommend the upgrading products of the photographic goods of taking this photograph to user by specific algorithm and implementation, greatly improve recommendation accuracy, provided users with the convenient.
Certainly in the embodiment of the present invention, based on fetched data, the product of recommendation is not limited to photographic goods, and the Accurate Analysis of uploading pictures to use, and object is not limited to recommend camera to buy, and picture that also can user to user carries out technical Analysis and evaluation.
So the present invention also provides the recommendation process method based on photography photo information analysis of the second embodiment, as shown in Figure 2, the recommendation process method based on photography photo information analysis described in the second embodiment comprises the following steps:
Step S210, receive user and check the operational order of picture, browse each picture, obtain the EXIF parameter information of the picture that user's point praises and collect; The EXIF parameter information of described picture, comprises the geographical location information of the scenery of clapping in picture.
Second embodiment of the invention is mainly in order to realize the EXIF parameter information by picture, obtains the geographical location information of the scenery of clapping in picture.Make user recognize the tourist attractions at current beautiful scenery picture place.So, when user checks the operational order of picture, browse each picture, obtain the EXIF parameter information of the picture that user's point praises and collect.
Step S220, according to the EXIF parameter information of described picture, automatically determine the geographical location information of scenery that photo current is clapped.
According to the EXIF parameter information of described picture, the geographical location information of the scenery that photo current is clapped comprising, determines the geographical location information of scenery that photo current is clapped automatically; Make user recognize the tourist attractions at current beautiful scenery picture place.
Step S230, according to the geographical location information of scenery that photo current is clapped obtaining, automatically recommend to the peer link information of this geographical location information tourism, and point out.
Then, according to the geographical location information of the scenery that photo current is clapped obtaining, according to the tourist attractions at current beautiful scenery picture place, automatically recommend to the peer link information of this geographical location information tourism as link website, and be prompted to user, select whether to go this sight spot tourism for user, provide users with the convenient.
Based on above-described embodiment, the present invention also provides a kind of recommendation process system based on photography photo information analysis, and as shown in Figure 3, described system comprises:
Knowledge base is set up module 310, for setting up in advance photographic goods knowledge base, for storing each model photographic goods and corresponding photographic goods parameter information and each model photographic goods upgrading products information thereof; As detailed above.
The EXIF parameter information acquisition module 320 of picture, uploads works picture separately for receiving user's operational order, and the works picture of uploading according to user obtains the EXIF parameter information of its works picture; As detailed above.
Photographic goods acquisition of information module 330, for according to the EXIF parameter information of described picture, obtains the photographic goods information of taking this works picture; As detailed above.
Search and recommendation process module 340, for the photographic goods information of taking this works picture according to the acquisition obtaining, the upgrading products information recommendation of searching the photographic goods of taking this works picture from photographic goods knowledge base shows; As detailed above.
Embodiment further, the described recommendation process system based on photography photo information analysis, as shown in Figure 4, the system of the second embodiment also comprises except comprising the functional module shown in Fig. 3:
Link Recommendation module 350, for according to the upgrading products information of the photographic goods of this works picture of shooting finding, recommends the link information of the upgrading products of buying the photographic goods of taking this works picture automatically, and prompting; As detailed above.
Recommend optimization process module 360, the operational feedback of making for the upgrading products information of the photographic goods to this works picture of shooting of recommending according to user, constantly adjusts and optimizes recommendation; As detailed above.
Set up in advance module 370, for setting up in advance photographic goods knowledge base, be divided into two parts in static knowledge base and dynamic knowledge storehouse: described static knowledge base is for parameter and the performance data of storing each photographic goods, and the picture of all kinds parameter requires data and each model photographic goods upgrading products information to camera; Described dynamic knowledge storehouse is for storing recommendation and the feedback data to user; As detailed above.
Draw processing module 380, for according to static knowledge base, for user draws equipment figure, mark user's current position point or region, mark user intent point and region simultaneously; Recommend taking the intersection point of each line in line and equipment figure as user; Described equipment figure for the equipment upgrading that represents user not according to price or a certain parameter by little and the earth linear travel; As detailed above.
Collection and treatment module 390, for regularly collecting user's works and liking the data of works for next round iteration, remodifies the equipment figure based on static knowledge base according to user to feedback and the behavior recommended; As detailed above.
In the EXIF parameter information of described picture, comprise an EXIF mark, for storing the information relevant with digital photograph, comprise aperture parameters information, ISO parameter information, shutter parameter information, camera manufacturer parameter information, and/or whether see red information.
In sum, recommendation process method and system based on photography photo information analysis provided by the present invention, can photography inside, community, can praise and collection behavior as checked, putting according to user's operational order, obtain photo effect and camera parameter corresponding to this photo etc. that user yearns for, analyze user's operation behavior, thereby understand user's potential purchase intention.Can realize according to user's photo works and obtain its current photographic goods; Thereby recommend the upgrading products information of the photographic goods of taking this photo to user, greatly improved recommendation accuracy, provide users with the convenient.
In addition, the inventive method can also realize in the time that user browses to good-looking picture with scenes, can be according to the position parameter data of photo, and which tourist attractions the place of the current landscape of taking pictures of automatic-prompting is, and the admission ticket information etc. that purchases by group that can automatically recommend this sight spot, provides users with the convenient.
Should be understood that, application of the present invention is not limited to above-mentioned giving an example, and for those of ordinary skills, can be improved according to the above description or convert, and all these improvement and conversion all should belong to the protection domain of claims of the present invention.
Claims (10)
1. the recommendation process method based on photography photo information analysis, is characterized in that, comprising:
A, set up photographic goods knowledge base in advance, for storing each model photographic goods and corresponding photographic goods parameter information and each model photographic goods upgrading products information thereof;
B, reception user's operational order is uploaded works picture separately, and the works picture of uploading according to user obtains the EXIF parameter information of its works picture;
C, according to the EXIF parameter information of described picture, obtain the photographic goods information of this works picture of taking;
D, the photographic goods information of taking this works picture according to the acquisition obtaining, the upgrading products information recommendation of searching the photographic goods of taking this works picture from photographic goods knowledge base shows.
2. the recommendation process method based on photography photo information analysis according to claim 1, is characterized in that, after described step D, also comprises:
The upgrading products information of the photographic goods of this works picture of shooting that E1, basis find, automatically recommends the link information of the upgrading products of buying the photographic goods of taking this works picture, and points out.
3. the recommendation process method based on photography photo information analysis according to claim 1, is characterized in that, after described step D, also comprises:
E2: the operational feedback of the upgrading products information of photographic goods of this works picture of shooting of recommending being made according to user, constantly adjust and optimize recommendation.
4. the recommendation process method based on photography photo information analysis according to claim 2, is characterized in that, described steps A also comprises: set up in advance photographic goods knowledge base, be divided into two parts in static knowledge base and dynamic knowledge storehouse:
Described static knowledge base is for parameter and the performance data of storing each photographic goods, and the picture of all kinds parameter requires data and each model photographic goods upgrading products information to camera;
Described dynamic knowledge storehouse is for storing recommendation and the feedback data to user.
5. the recommendation process method based on photography photo information analysis according to claim 4, it is characterized in that, described step e 2 also comprises: according to static knowledge base, for user draws equipment figure, mark user's current position point or region, mark user intent point and region simultaneously; Recommend taking the intersection point of each line in line and equipment figure as user;
Described equipment figure for the equipment upgrading that represents user not according to price or a certain parameter by little and the earth linear travel.
6. the recommendation process method based on photography photo information analysis according to claim 5, it is characterized in that, described step e 2 also comprises: regularly collect user's works and like the data of works for next round iteration, according to user, feedback and the behavior recommended being remodified to the equipment figure based on static knowledge base.
7. the recommendation process method based on photography photo information analysis according to claim 1, it is characterized in that, in the EXIF parameter information of described picture, comprise an EXIF mark, for storing the information relevant with digital photograph, comprise aperture parameters information, ISO parameter information, shutter parameter information, camera manufacturer parameter information, and/or whether see red information.
8. the recommendation process method based on photography photo information analysis, is characterized in that, comprising:
B1, receive user and check the operational order of picture, browse each picture, obtain the EXIF parameter information of the picture that user's point praises and collect; The EXIF parameter information of described picture, comprises the geographic position letter information of the scenery of clapping in picture;
C1, according to the EXIF parameter information of described picture, automatically determine the geographical location information of scenery that photo current is clapped;
D1, according to the geographic position letter information of scenery that photo current is clapped obtaining, automatically recommend to the peer link information of this geographical location information tourism, and point out.
9. the recommendation process system based on photography photo information analysis, is characterized in that, comprising:
Knowledge base is set up module, for setting up in advance photographic goods knowledge base, for storing each model photographic goods and corresponding photographic goods parameter information and each model photographic goods upgrading products information thereof;
The EXIF parameter information acquisition module of picture, uploads works picture separately for receiving user's operational order, and the works picture of uploading according to user obtains the EXIF parameter information of its works picture;
Photographic goods acquisition of information module, for according to the EXIF parameter information of described picture, obtains the photographic goods information of taking this works picture;
Search and recommendation process module, for the photographic goods information of taking this works picture according to the acquisition obtaining, the upgrading products information recommendation of searching the photographic goods of taking this works picture from photographic goods knowledge base shows.
10. the recommendation process system based on photography photo information analysis according to claim 9, is characterized in that, also comprises:
Link Recommendation module, for according to the upgrading products information of the photographic goods of this works picture of shooting finding, recommends the link information of the upgrading products of buying the photographic goods of taking this works picture automatically, and prompting;
Recommend optimization process module, the operational feedback of making for the upgrading products information of the photographic goods to this works picture of shooting of recommending according to user, constantly adjusts and optimizes recommendation;
Set up in advance module, for setting up in advance photographic goods knowledge base, be divided into two parts in static knowledge base and dynamic knowledge storehouse: described static knowledge base is for parameter and the performance data of storing each photographic goods, and the picture of all kinds parameter requires data and each model photographic goods upgrading products information to camera; Described dynamic knowledge storehouse is for storing recommendation and the feedback data to user;
Draw processing module, for according to static knowledge base, for user draws equipment figure, mark user's current position point or region, mark user intent point and region simultaneously; Recommend taking the intersection point of each line in line and equipment figure as user; Described equipment figure for the equipment upgrading that represents user not according to price or a certain parameter by little and the earth linear travel;
Collection and treatment module, for regularly collecting user's works and liking the data of works for next round iteration, remodifies the equipment figure based on static knowledge base according to user to feedback and the behavior recommended;
In the EXIF parameter information of described picture, comprise an EXIF mark, for storing the information relevant with digital photograph, comprise aperture parameters information, ISO parameter information, shutter parameter information, camera manufacturer parameter information, and/or whether see red information.
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| CN104485052A (en) * | 2014-12-10 | 2015-04-01 | 福建省纳金网信息技术有限公司 | Product demonstration method and system based on mobile terminal |
| CN104485052B (en) * | 2014-12-10 | 2019-08-09 | 福建省纳金网信息技术有限公司 | A kind of product demonstration method and system based on mobile terminal |
| CN104657509A (en) * | 2015-03-18 | 2015-05-27 | 苏州大学 | Method and system for recommending tourist destinations based on historical photo information |
| CN107315929A (en) * | 2017-02-10 | 2017-11-03 | 苏州丞相文化科技有限公司 | A kind of method of Internet picture copyright protection |
| CN108415563A (en) * | 2017-12-27 | 2018-08-17 | 广东鸿威国际会展集团有限公司 | Immersion three-dimensional display system and method |
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