CN110021402A - A kind of menu recommended method and menu recommender system based on image recognition - Google Patents
A kind of menu recommended method and menu recommender system based on image recognition Download PDFInfo
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- 238000000034 method Methods 0.000 title claims abstract description 38
- 235000013305 food Nutrition 0.000 claims abstract description 346
- 239000000463 material Substances 0.000 claims abstract description 314
- 238000012545 processing Methods 0.000 claims abstract description 16
- 238000003909 pattern recognition Methods 0.000 claims abstract description 12
- 230000015572 biosynthetic process Effects 0.000 claims abstract description 7
- 235000012054 meals Nutrition 0.000 claims description 11
- 238000004891 communication Methods 0.000 claims description 5
- 235000001916 dieting Nutrition 0.000 claims description 3
- 230000037228 dieting effect Effects 0.000 claims description 3
- 241000894007 species Species 0.000 claims description 3
- 241000083513 Punctum Species 0.000 claims 1
- 238000001228 spectrum Methods 0.000 claims 1
- 241000208293 Capsicum Species 0.000 description 10
- 235000002566 Capsicum Nutrition 0.000 description 10
- 240000008067 Cucumis sativus Species 0.000 description 9
- 235000010799 Cucumis sativus var sativus Nutrition 0.000 description 9
- 239000001390 capsicum minimum Substances 0.000 description 9
- 241000227653 Lycopersicon Species 0.000 description 8
- 235000007688 Lycopersicon esculentum Nutrition 0.000 description 8
- 238000010586 diagram Methods 0.000 description 2
- 238000011161 development Methods 0.000 description 1
- 235000013399 edible fruits Nutrition 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
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- 230000004048 modification Effects 0.000 description 1
- 235000013311 vegetables Nutrition 0.000 description 1
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- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
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Abstract
The present invention relates to a kind of menu recommended method and menu recommender system based on image recognition, for searching the recommendation menu for matching existing food materials in existing menu data library, menu recommender system includes that food materials image collecting device, food materials pattern recognition device, central processing unit and menu recommend suggestion device.The menu recommended method includes the image for acquiring existing food materials, and formation includes the existing food materials total figure picture of all existing food materials;It identifies the various food materials in existing food materials total figure picture, knows each existing food materials title;When each existing food materials title that judgement is known is present in existing menu, and when judging each existing food materials occupied ratio value being above image occupation proportion threshold value in existing food materials total figure picture, then the existing menu including each existing food materials is recommended to select for user, to recommend to be suitble to the menu of currently existing food materials;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided to user by providing.
Description
Technical field
The present invention relates to intelligent menu fields more particularly to a kind of menu recommended method and menu based on image recognition to push away
Recommend system.
Background technique
In daily life, user often puts together the various food materials of purchase (such as vegetables, prepared food), then exists
When needing to cook, chooses and oneself think that suitable food materials are cooked.It is various that there is intelligence with the development of intelligent kitchen appliance equipment
The menu recommended method of menu recommendation function proposed in succession, and along with the intelligent kitchen appliance equipment of these menu recommended methods
Also it progresses into the kitchen of people.User can according to the menu that kitchen appliance equipment is recommended or oneself in kitchen appliance equipment
The menu of selection, to instruct user to cook delicious menu.
However, existing these methods and kitchen appliance equipment with menu recommendation function but still have some shortcomings it
Place: since these food materials kinds are more, and food materials classification is not thin, results in the need for user effort longer time to browse and recommend
Menu in addition kitchen appliance equipment recommendation menu in include user oneself currently existing food materials, can not intelligently push away
The menu for being suitble to currently existing food materials is recommended, this undoubtedly will cause bad culinary art to experience to user.
Summary of the invention
Primary technical problem to be solved by this invention provides a kind of based on image recognition for the above-mentioned prior art
Menu recommended method.The menu recommended method can not only intelligently recommend the menu for being suitble to currently existing food materials, Er Qie
It is not suitble to prompt to user when the menu of currently existing food materials in existing menu data library, to enhance the use of user yet
Experience effect.
Another technical problem to be solved by this invention is that a kind of realization menu is provided for the above-mentioned prior art
The menu recommender system based on image recognition of recommended method.
The present invention solves technical solution used by above-mentioned primary technical problem are as follows: a kind of menu based on image recognition pushes away
Method is recommended, for searching the recommendation menu for matching existing food materials in existing menu data library, in the existing menu data library
Including several existing menus;It is characterized in that, the menu recommended method based on image recognition includes the following steps 1 to step
5:
Step 1, the image of existing food materials is acquired, formation includes the existing food materials total figure picture of all existing food materials;Wherein,
The total species number for marking existing food materials is N, and i-th kind of existing food materials is labeled as Ai, i=1,2, N;The existing food materials
Total figure picture is labeled as JPG;
Step 2, the various food materials in the existing food materials total figure picture are identified, is informed in each in existing food materials total figure picture
Existing food materials title;
Step 3, it is carried out according to each food materials title for including in existing menu and each existing food materials title known
For the contrast judgement of food materials title:
When each existing food materials title known is present in existing menu, then it is transferred to and executes step 4;Otherwise, it provides
The menu prompt information for matching current each existing food materials wouldn't be provided to user;
Step 4, the image occupation proportion threshold value for each food materials is preset, obtains each existing food materials in the existing food
Size in material total figure picture obtains each existing food materials occupied ratio value in the existing food materials total figure picture;Wherein,
Label described image occupation proportion threshold value is σ0, the existing food materials AiIn the existing food materials total figure as institute in JPG
Occupation proportion index is denoted as Indicate existing food materials AiArea, SJPGIndicate the existing food materials total figure picture
The area of JPG;
Step 5, judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above the figure
When as occupation proportion threshold value, then the existing menu including each existing food materials is recommended to select for user;Otherwise, providing wouldn't mention
For matching the menu prompt information of current each existing food materials to user.
Further, in the menu recommended method described based on image recognition, further include after step 5 step b1 extremely
Step b4:
Step b1 presets the fresh picture color database for the common food materials for meeting food safety;Wherein, described new
It include common food materials title and the corresponding picture of the common food materials when meeting food safety in fresh picture color database
Color data;
Step b2 carries out identification judgement to each existing food materials in the existing food materials total figure picture, to judge each existing food
Whether material meets food safety:
When the food materials picture color data in the existing food materials total figure picture are somebody's turn to do with the fresh picture color database
When picture color data when food materials meet food safety are consistent, then judge that the current existing food materials meet food safety, and turn
Enter to execute step b3;Otherwise, judge that the current existing food materials do not meet food safety;
Step b3 meets the existing food materials of food safety for judgement, and automatically generating includes respectively to meet food safety
The recommendation menu of existing food materials is suitble to current all existing food materials for meeting food safety to meet recommended menu.
It improves again, the menu recommended method based on image recognition further includes step c1 to step c3:
Step c1 is received, the number of meals of storage active user's input;
Step c2 is weighed and is counted to the currently existing food materials, with obtain the corresponding weight of each existing food materials with
Number;
Step c3, according to received number of meals and each existing food materials weight, number, it is current to automatically generate satisfaction
The recommendation menu of number of meals.
It improves again, the menu recommended method based on image recognition further includes step d1 to step d3:
Step d1 acquires the image of each existing food materials according to prefixed time interval respectively;
Step d2 identifies the image of acquired each existing food materials, to obtain each existing food materials in corresponding acquisition figure
As the freshness of moment point;
The freshness of obtained each existing food materials is supplied to user by step d3.
It is further improved, the menu recommended method based on image recognition further include: receive, the use of storage user's input
The personal information of meal personnel;Wherein, the personal information of the dining personnel includes age of dining personnel, gender, occupation, both
Information is liked toward medical history, physical condition, dieting information and menu;According to the personal information of received dining personnel and each existing
There are food materials, generation meets current dining personnel's constitution and includes the recommendation menu of at least one currently existing food materials and push away this
It recommends menu and is pushed to user.
The present invention solves technical solution used by another technical problem are as follows: realize the menu recommended method based on
The menu recommender system of image recognition, which is characterized in that including food materials image collecting device, food materials pattern recognition device, center
Processor and menu recommend suggestion device;The food materials pattern recognition device respectively with food materials image collecting device and central processing
Device communication connection, the central processing unit and menu recommend suggestion device communication connection;Wherein:
The food materials image collecting device, for acquiring the image of existing food materials, formation includes all existing food materials
Existing food materials total figure picture, and send the existing food materials total figure picture and give food materials pattern recognition device;
The food materials pattern recognition device is informed in for identifying to the various food materials in the existing food materials total figure picture
Each existing food materials title in existing food materials total figure picture;And according to each food materials title for including in existing menu and know
Each existing food materials title carries out the contrast judgement for food materials title:
When each existing food materials title known is present in existing menu, then sends the comparison and judge structure to center
Processor;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided by, which sending, recommends prompt dress to the menu
It sets;
The central processing unit obtains each existing food for presetting the image occupation proportion threshold value for being directed to each food materials
Size of the material in the existing food materials total figure picture obtains each existing food materials occupied ratio in the existing food materials total figure picture
Example value;Judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above described image occupation proportion
When threshold value, then the existing menu including each existing food materials is recommended to recommend suggestion device to the menu;Otherwise, providing wouldn't
The menu prompt information for providing the current each existing food materials of matching recommends suggestion device to the menu;
The menu recommends suggestion device, for showing that central processing unit is sent existing including each existing food materials
Menu wouldn't provide the menu prompt information for matching current each existing food materials to user to user or display.
Compared with the prior art, the advantages of the present invention are as follows:
Firstly, the menu recommended method and menu recommender system in the present invention pass through the image for acquiring each existing food materials, with
The food materials total figure picture including each existing food materials is formed, and identifies the name of current each existing food materials based on image-recognizing method
Claim, be then compared according to the existing food materials title identified with the food materials title in existing menu, and is also based on each food
The size of material proportion in existing food materials total figure picture is suitble to the recommendation menu of currently existing food materials to user to search;
Even if secondly, wouldn't also be mentioned when not currently being suitble to the menu of currently existing food materials in existing menu data library
Menu prompt information for matching currently each existing food materials is imitated to user with enhancing the friendly experience that user obtains when recommending menu
Fruit;
Again, judgement can also be met the existing food materials of food safety by the menu recommended method in the present invention, automatic raw
At including the recommendation menu for respectively meeting the existing food materials of food safety, to meet, recommended menu is suitable currently all to meet food
The existing food materials of product safety;
Finally, menu recommended method in the present invention can also be according to the personal information of received dining personnel and each existing
There are food materials, generation meets current dining personnel's constitution and includes the recommendation menu of at least one currently existing food materials and push away this
It recommends menu and is pushed to user.
Detailed description of the invention
Fig. 1 is the menu recommended method flow diagram based on image recognition in the embodiment of the present invention;
Fig. 2 is the schematic diagram of the menu recommender system based on image recognition in the embodiment of the present invention.
Specific embodiment
The present invention will be described in further detail below with reference to the embodiments of the drawings.
As shown in Figure 1, the menu recommended method in the present embodiment based on image recognition, in existing menu data library
The recommendation menu for matching existing food materials is searched, having includes several existing menus in menu data library;Include in each existing menu
There are food materials title, food materials quantity required for the menu and food materials weight information;The menu recommended method based on image recognition
Include the following steps 1 to step 5:
Step 1, the image of existing food materials is acquired, formation includes the existing food materials total figure picture of all existing food materials;Wherein,
The total species number for marking existing food materials is N, and i-th kind of existing food materials is labeled as Ai, i=1,2, N;Existing food materials total figure
As being labeled as JPG;
For example, user is currently owned by three kinds of existing food materials capsicum, cucumber, tomato being stacked upon, and accordingly, label
Capsicum is existing food materials A1, label cucumber is existing food materials A2, label tomato is existing food materials A3;Then what is acquired includes
The image of capsicum, cucumber and tomato is known as existing food materials total figure picture;Needs for ease of description mark existing food at this time
Material total figure picture is JPG;
Step 2, the various food materials in existing food materials total figure picture are identified, is informed in each existing in existing food materials total figure picture
Food materials title;
For example, being learnt total in the existing food materials for existing food materials total figure as the identification of JPG by image recognition
It include these three existing food materials of capsicum, cucumber and tomato in image JPG;And the title for this existing food materials known
It is based entirely on what automatic identification obtained;
Step 3, it is directed to according to each food materials title for including in existing menu and each existing food materials title known
The contrast judgement of food materials title:
When each existing food materials title known is present in existing menu, then it is transferred to and executes step 4;Otherwise, it provides
The menu prompt information for matching current each existing food materials wouldn't be provided to user;
The case where for the step 3, still illustrates by taking three kinds of above-mentioned capsicum, cucumber and tomato existing food materials as an example:
Assuming that there are an existing menu first include capsicum, cucumber and tomato in existing menu data library, then
When judging that the capsicum known, cucumber and tomato are present in this existing menu first at this time, then it is transferred to and executes step 4;One
When do not existed simultaneously in one of those existing menu in the existing menu data library of denier at all, then matching wouldn't be provided by, which providing, works as
The menu prompt information of preceding each existing food materials is to user;
Step 4, the image occupation proportion threshold value for each food materials is preset, it is total in existing food materials to obtain each existing food materials
Size in image obtains each existing food materials occupied ratio value in existing food materials total figure picture;Wherein,
Tag image occupation proportion threshold value is σ0, existing food materials AiIn existing food materials total figure as ratio index occupied in JPG
It is denoted as Indicate existing food materials AiArea, SJPGIndicate existing food materials total figure as the area of JPG;
Step 5, judge that each existing food materials occupied ratio value in existing food materials total figure picture is above image and occupies ratio
When example threshold value, then the existing menu including each existing food materials is recommended to select for user;Otherwise, provide that wouldn't to provide matching current each
The menu prompt information of existing food materials is to user.
That is, it is assumed that in existing food materials total figure as in JPG, capsicum is in the existing food materials total figure as occupied by JPG
Ratio value beCucumber is in the existing food materials total figure as ratio value occupied in JPG isTomato is in the existing food
Material total figure is as ratio value occupied in JPG
If the corresponding ratio value occupied of three existing food materials capsicums, cucumber and tomatoWithIt is above
Image occupation proportion threshold value is σ0, i.e.,AndAndWhen, recommend to include each existing food materials capsicum, cucumber
It is selected with the existing menu first of tomato for user;Otherwise, the menu prompt for matching current each existing food materials wouldn't be provided by providing
Information is to user.
Certainly, in order to meet the needs that recommended menu is suitble to current all existing food materials to meet food safety, for
Menu recommended method in the present embodiment based on image recognition further includes step b1 to step b4 after step 5:
Step b1 presets the fresh picture color database for the common food materials for meeting food safety;Wherein, fresh figure
It include common food materials title and the corresponding picture color of the common food materials when meeting food safety in piece color data library
Data;
Step b2 carries out identification judgement to each existing food materials in existing food materials total figure picture, to judge that each existing food materials are
It is no to meet food safety:
When the food materials picture color data in existing food materials total figure picture and the food materials in the fresh picture color database
When picture color data when meeting food safety are consistent, then judge that the current existing food materials meet food safety, and be transferred to and hold
Row step b3;Otherwise, judge that the current existing food materials do not meet food safety;
Step b3 meets the existing food materials of food safety for judgement, and automatically generating includes respectively to meet food safety
The recommendation menu of existing food materials is suitble to current all existing food materials for meeting food safety to meet recommended menu.
In order to automatically generate the menu for meeting current number of meals, should menu recommended method based on image recognition can be with
Further comprise step c1 to step c3:
Step c1 is received, the number of meals of storage active user's input;
Step c2 is weighed and is counted to currently existing food materials, to obtain the corresponding weight of each existing food materials and number;
Step c3, according to received number of meals and each existing food materials weight, number, it is current to automatically generate satisfaction
The recommendation menu of number of meals.
The freshness of current each existing food materials is understood for the ease of user, it specifically, should the menu based on image recognition
Recommended method further includes step d1 to step d3:
Step d1 acquires the image of each existing food materials according to prefixed time interval respectively;
Step d2 identifies the image of acquired each existing food materials, to obtain each existing food materials in corresponding acquisition figure
As the freshness of moment point;
The freshness of obtained each existing food materials is supplied to user by step d3.
In order to generate meet current dining personnel's constitution and include the recommendation menu of at least one currently existing food materials simultaneously
The recommendation menu is pushed to user, the menu recommended method based on image recognition in the present embodiment further include:
It receives, the personal information of the dining personnel of storage user's input;Wherein, the personal information of the dining personnel includes
Age, gender, occupation, medical history, physical condition, dieting information and the menu of dining personnel likes information;
According to the personal information of received dining personnel and each existing food materials, generation meet current dining personnel's constitution and
Include the recommendation menu of at least one currently existing food materials and the recommendation menu is pushed to user.
In addition, the present embodiment also provides a kind of menu recommendation system based on image recognition for realizing above-mentioned menu recommended method
System, being somebody's turn to do the menu recommender system based on image recognition includes food materials image collecting device, food materials pattern recognition device, central processing
Device and menu recommend suggestion device;Food materials pattern recognition device respectively with food materials image collecting device and central processing unit communication link
It connects, central processing unit and menu recommend suggestion device communication connection;Wherein:
Food materials image collecting device, for acquiring the image of existing food materials, formation includes the existing of all existing food materials
Food materials total figure picture, and send existing food materials total figure picture and give food materials pattern recognition device;Wherein, the food materials image collecting device is preferred
Color Image Acquisition device;
Food materials pattern recognition device is informed in existing food materials for identifying to the various food materials in existing food materials total figure picture
Each existing food materials title in total figure picture;And according to each food materials title for including in existing menu and each existing food known
Material title carries out the contrast judgement for food materials title:
When each existing food materials title known is present in existing menu, then sends the comparison and judge structure to center
Processor;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided by, which sending, recommends suggestion device to menu;
Central processing unit obtains each existing food materials and exists for presetting the image occupation proportion threshold value for being directed to each food materials
Size in existing food materials total figure picture obtains each existing food materials occupied ratio value in existing food materials total figure picture;Judgement is each
Existing food materials are then recommended to include each when occupied ratio value is above image occupation proportion threshold value in existing food materials total figure picture
The existing menu of existing food materials recommends suggestion device to menu;Otherwise, the dish for matching current each existing food materials wouldn't be provided by providing
It composes prompt information and recommends suggestion device to menu;
Menu recommend suggestion device, for show central processing unit send the existing menu including each existing food materials to
Family or display wouldn't provide the menu prompt information for matching current each existing food materials to user.
Although the preferred embodiment of the present invention has been described in detail above, it is to be clearly understood that for this field
Technical staff for, the invention may be variously modified and varied.Done within the spirit and principles of the present invention
What modification, equivalent replacement, improvement etc., should all be included in the protection scope of the present invention.
Claims (6)
1. a kind of menu recommended method based on image recognition matches existing food materials for searching in existing menu data library
Recommend menu, includes several existing menus in the existing menu data library;It is characterized in that, the dish based on image recognition
Spectrum recommended method includes the following steps 1 to step 5:
Step 1, the image of existing food materials is acquired, formation includes the existing food materials total figure picture of all existing food materials;Wherein, it marks
Total species number of existing food materials is N, and i-th kind of existing food materials is labeled as Ai, i=1,2 ..., N;The existing food materials total figure picture mark
It is denoted as JPG;
Step 2, the various food materials in the existing food materials total figure picture are identified, is informed in each existing in existing food materials total figure picture
Food materials title;
Step 3, it is directed to according to each food materials title for including in existing menu and each existing food materials title known
The contrast judgement of food materials title:
When each existing food materials title known is present in existing menu, then it is transferred to and executes step 4;Otherwise, providing wouldn't
The menu prompt information for matching current each existing food materials is provided to user;
Step 4, the image occupation proportion threshold value for each food materials is preset, it is total in the existing food materials to obtain each existing food materials
Size in image obtains each existing food materials occupied ratio value in the existing food materials total figure picture;Wherein,
Label described image occupation proportion threshold value is σ0, the existing food materials AiIn the existing food materials total figure as occupied by JPG
Ratio index is denoted as Indicate existing food materials AiArea, SJPGIndicate the existing food materials total figure as JPG
Area;
Step 5, judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above described image and accounts for
When with proportion threshold value, then the existing menu including each existing food materials is recommended to select for user;Otherwise, providing wouldn't provide
Menu prompt information with current each existing food materials is to user.
2. the menu recommended method according to claim 1 based on image recognition, which is characterized in that after step 5 also
Including step b1 to step b4:
Step b1 presets the fresh picture color database for the common food materials for meeting food safety;Wherein, the fresh figure
It include common food materials title and the corresponding picture color of the common food materials when meeting food safety in piece color data library
Data;
Step b2 carries out identification judgement to each existing food materials in the existing food materials total figure picture, to judge that each existing food materials are
It is no to meet food safety:
When the food materials picture color data in the existing food materials total figure picture and the food materials in the fresh picture color database
When picture color data when meeting food safety are consistent, then judge that the current existing food materials meet food safety, and be transferred to and hold
Row step b3;Otherwise, judge that the current existing food materials do not meet food safety;
Step b3 meets the existing food materials of food safety for judgement, and automatically generating includes respectively meet food safety existing
The recommendation menu of food materials is suitble to current all existing food materials for meeting food safety to meet recommended menu.
3. the menu recommended method according to claim 2 based on image recognition, which is characterized in that further include step c1 extremely
Step c3:
Step c1 is received, the number of meals of storage active user's input;
Step c2 is weighed and is counted to the currently existing food materials, to obtain the corresponding weight of each existing food materials and number;
Step c3, according to received number of meals and each existing food materials weight, number, automatically generate the current dining of satisfaction
The recommendation menu of number.
4. the menu recommended method according to claim 2 based on image recognition, which is characterized in that further include step d1 extremely
Step d3:
Step d1 acquires the image of each existing food materials according to prefixed time interval respectively;
Step d2 identifies the image of acquired each existing food materials, to obtain each existing food materials in corresponding acquisition image
The freshness of punctum;
The freshness of obtained each existing food materials is supplied to user by step d3.
5. the menu recommended method according to any one of claim 2~4 based on image recognition, which is characterized in that also
Include:
It receives, the personal information of the dining personnel of storage user's input;Wherein, the personal information of the dining personnel includes the use
Age, gender, occupation, medical history, physical condition, dieting information and the menu of meal personnel likes information;
According to the personal information of received dining personnel and each existing food materials, generation meets current dining personnel's constitution and includes
There is the recommendation menu of at least one currently existing food materials and the recommendation menu is pushed to user.
6. realizing the menu recommender system based on image recognition of menu recommended method described in claim 1, which is characterized in that packet
It includes food materials image collecting device, food materials pattern recognition device, central processing unit and menu and recommends suggestion device;The food materials image
Identification device is communicated to connect with food materials image collecting device and central processing unit respectively, and the central processing unit is mentioned with menu recommendation
Showing device communication connection;Wherein:
The food materials image collecting device, for acquiring the image of existing food materials, formation includes the existing of all existing food materials
Food materials total figure picture, and send the existing food materials total figure picture and give food materials pattern recognition device;
The food materials pattern recognition device is informed in existing for identifying to the various food materials in the existing food materials total figure picture
Each existing food materials title in food materials total figure picture;And according to each food materials title for including in existing menu and described in knowing
Each existing food materials title carries out the contrast judgement for food materials title:
When each existing food materials title known is present in existing menu, then sends the comparison and judge structure to central processing
Device;Otherwise, the menu prompt information for matching current each existing food materials wouldn't be provided by, which sending, recommends suggestion device to the menu;
The central processing unit obtains each existing food materials and exists for presetting the image occupation proportion threshold value for being directed to each food materials
Size in the existing food materials total figure picture obtains each existing food materials occupied ratio in the existing food materials total figure picture
Value;Judge that each existing food materials occupied ratio value in the existing food materials total figure picture is above described image occupation proportion threshold
When value, then the existing menu including each existing food materials is recommended to recommend suggestion device to the menu;Otherwise, providing wouldn't mention
Menu prompt information for matching current each existing food materials recommends suggestion device to the menu;
The menu recommends suggestion device, the existing menu including each existing food materials sent for showing central processing unit
The menu prompt information for matching current each existing food materials wouldn't be provided to user to user or display.
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CN111990890A (en) * | 2020-09-30 | 2020-11-27 | 广东美的厨房电器制造有限公司 | Control method and device of electronic equipment, electronic equipment and storage medium |
CN112418333A (en) * | 2020-11-26 | 2021-02-26 | 珠海格力电器股份有限公司 | Wine data pushing method and device, computer equipment and storage medium |
CN112766020A (en) * | 2019-11-01 | 2021-05-07 | 佛山市云米电器科技有限公司 | Screen device identification method, screen device, menu recommendation system and storage medium |
CN113280560A (en) * | 2020-02-20 | 2021-08-20 | 佛山市云米电器科技有限公司 | Refrigerator control method, refrigerator and computer-readable storage medium |
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CN112418333A (en) * | 2020-11-26 | 2021-02-26 | 珠海格力电器股份有限公司 | Wine data pushing method and device, computer equipment and storage medium |
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