技术领域technical field
本发明涉及图像分类技术领域，特别是涉及一种图像分类方法及移动终端。The invention relates to the technical field of image classification, in particular to an image classification method and a mobile terminal.
背景技术Background technique
随着科技日益发展，图像的获取方式变得更加便捷，目前对拍摄的图像一般存储至设备的磁盘空间中。With the development of science and technology, the way to obtain images has become more convenient. At present, the captured images are generally stored in the disk space of the device.
随着移动终端的使用时间的不断增长，移动终端中存储的图像和视频数量也会增多。而为便于用户对移动终端中所存储的图像和视频进行管理，对图像或视频进行分类是首选方式。目前对图像按照时间维度进行分类，或者按照用户自行创建的分类方式进行分类存储。As the usage time of the mobile terminal continues to increase, the number of images and videos stored in the mobile terminal will also increase. In order to facilitate the user to manage the images and videos stored in the mobile terminal, classifying the images or videos is the preferred method. Currently, images are classified according to the time dimension, or classified and stored according to the classification method created by the user.
然而目前的图像分类方式中，当人们需要快速查找跟某个人相关的图像集合时，需要对图库中大量的图像进行整理，使得耗费时间过长且操作繁琐，影响用户的使用体验。However, in the current image classification method, when people need to quickly find a collection of images related to a certain person, they need to organize a large number of images in the gallery, which makes the time-consuming and cumbersome operation, affecting the user experience.
发明内容Contents of the invention
本发明实施例提供一种图像分类方法及移动终端，以解决现有技术中的对某一类图像查找不便的问题。Embodiments of the present invention provide an image classification method and a mobile terminal to solve the problem of inconvenient search for a certain type of image in the prior art.
为了解决上述技术问题，本发明是这样实现的：In order to solve the problems of the technologies described above, the present invention is achieved in that:
第一方面，本发明实施例提供了一种图像分类的方法，包括：识别图库中各图像中包含的人物头像；依据所述人物头像和所述移动终端预存的人物社交关系，确定各所述图像对应的社交分组；显示各社交分组对应的图像集，所述图像集包括一社交分组对应的至少一个图像。In the first aspect, the embodiment of the present invention provides a method for classifying images, including: identifying the portraits of the characters contained in each image in the gallery; A social group corresponding to an image; displaying an image set corresponding to each social group, the image set including at least one image corresponding to a social group.
第二方面，本发明实施例还提供了一种移动终端，所述移动终端包括：第一识别模块，用于识别图库中各图像中包含的人物头像；分组模块，用于所述人物头像和所述移动终端预存的人物社交关系，确定各所述图像对应的社交分组；显示模块，用于显示各社交分组对应的图像集，所述图像集包括一社交分组对应的至少一个图像。In the second aspect, the embodiment of the present invention also provides a mobile terminal, the mobile terminal includes: a first identification module, used to identify the person headshots contained in each image in the gallery; a grouping module, used for the person headshots and The social relationship of the characters pre-stored in the mobile terminal determines the social group corresponding to each of the images; the display module is used to display the image set corresponding to each social group, and the image set includes at least one image corresponding to a social group.
第三方面，本发明实施例还提供了一种移动终端，包括处理器、存储器及存储在所述存储器上并可在所述处理器上运行的计算机程序，所述计算机程序被所述处理器执行时实现所述的图像分类方法的步骤。In the third aspect, the embodiment of the present invention also provides a mobile terminal, including a processor, a memory, and a computer program stored in the memory and operable on the processor, and the computer program is executed by the processor When executing, realize the steps of the image classification method.
第四方面，本发明实施例还提供了一种计算机可读存储介质，所述计算机可读存储介质上存储计算机程序，所述计算机程序被处理器执行时实现所述的图像分类方法的步骤。In a fourth aspect, the embodiment of the present invention further provides a computer-readable storage medium, where a computer program is stored on the computer-readable storage medium, and when the computer program is executed by a processor, the steps of the image classification method are implemented.
在本发明实施例中，通过识别图库中各图像中包含的人物头像；依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组；显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像，通过本发明实施例提供的图像分类方案，能够实现将各图像按照人物社交关系进行分类存储，从而便于用户在海量的图像中按照人物社交关系的方式进行查看和管理，当用户查找某一类图像集时，无需再手动逐一查找并整理相关图像，从而减少对某一类图像查找时所需的时间，使得图像查找更加方便快捷，能够提升用户的使用体验。In the embodiment of the present invention, by identifying the person's head portrait contained in each image in the gallery; according to the person's head portrait and the social relationship of the person pre-stored in the mobile terminal, the social group corresponding to each image is determined; the image set corresponding to each social group is displayed, and the image set Including at least one image corresponding to a social group, through the image classification scheme provided by the embodiment of the present invention, it is possible to classify and store each image according to the social relationship of the characters, so that users can view massive images according to the social relationship of the characters And management, when users search for a certain type of image collection, they don’t need to manually search and organize related images one by one, thereby reducing the time required for searching for a certain type of image, making image search more convenient and fast, and improving user experience .
附图说明Description of drawings
图1是本发明实施例一的一种图像分类方法的步骤流程图；FIG. 1 is a flow chart of the steps of an image classification method in Embodiment 1 of the present invention;
图2是本发明实施例二的一种图像分类方法的步骤流程图；FIG. 2 is a flow chart of the steps of an image classification method in Embodiment 2 of the present invention;
图3是本发明实施例三的一种移动终端的结构框图；FIG. 3 is a structural block diagram of a mobile terminal according to Embodiment 3 of the present invention;
图4是本发明实施例四的一种移动终端的结构框图；FIG. 4 is a structural block diagram of a mobile terminal according to Embodiment 4 of the present invention;
图5是本发明实施例五的一种移动终端的硬件结构示意图。FIG. 5 is a schematic diagram of a hardware structure of a mobile terminal according to Embodiment 5 of the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图，对本发明实施例中的技术方案进行清楚、完整地描述，显然，所描述的实施例是本发明一部分实施例，而不是全部的实施例。基于本发明中的实施例，本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例，都属于本发明保护的范围。The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.
实施例一Embodiment one
参照图1，示出了本发明实施例一的一种图像分类方法的步骤流程图。Referring to FIG. 1 , it shows a flowchart of steps of an image classification method according to Embodiment 1 of the present invention.
本发明实施例提供的图像分类方法包括以下步骤：The image classification method provided by the embodiment of the present invention includes the following steps:
步骤101：识别图库中各图像包含中的人物头像。Step 101: Identify the head portraits of the people included in each image in the gallery.
图库中的各图像可以为移动终端图像库中的各图像，也可以为第三方应用程序中的群图像等。Each image in the gallery may be each image in the image library of the mobile terminal, or may be a group image in a third-party application program or the like.
识别各张图像中包含的人物头像，一张图像中可能有一个人物头像也可能存在多个人物头像，例如：若为单人照则图像中的人物头像为一个，若为多人照则图像中的人物头像为多个。Identify the portraits of people contained in each image. There may be one portrait or multiple portraits in an image. For example, if it is a single-person photo, there is only one portrait in the image; if it is a multi-person photo, the image There are multiple character portraits in .
步骤102：依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组。Step 102: According to the person's profile picture and the person's social relationship pre-stored in the mobile terminal, determine the social group corresponding to each image.
将各人物头像按照移动终端预存的人物社交关系确定各人物头像的社交分组，人物社交分组包括但不限于：家庭、小学、中学、大学等关系分支。各人物头像按照家庭、小学、中学以及大学的方式分成四个社交分组，需要说明的是，同一人物头像可能分别存在于这四个社交分组中。Determine the social grouping of each character's head portrait according to the social relationship of the characters pre-stored in the mobile terminal. The social grouping of characters includes but not limited to: family, primary school, middle school, university and other relationship branches. The avatars of each character are divided into four social groups according to family, elementary school, middle school, and university. It should be noted that the same person's avatar may exist in these four social groups respectively.
需要说明的是，人物社交关系中可以存在每个社交分组的人物头像，将头像匹配度高于阈值的人物头像对应的图像分至该社交分组中，再将各人物头像对应的各图像按照各社交分组形成图像集合。It should be noted that there may be a profile picture of each social group in the social relationship of the figures, and the images corresponding to the profile pictures of the profile pictures whose matching degrees are higher than the threshold are classified into the social group, and then the images corresponding to the profile pictures are sorted according to each Social groupings form collections of images.
另一种为人物头像包括社交关系的标识信息，将各个标识信息按照人物社交关系确定各标识信息的社交分组，最后将各社交分组中的人物图像对应的各图像，按照社交分组形成图像集合。The other is that the person's avatar includes the identification information of the social relationship, and each identification information is determined according to the social relationship of the person to determine the social grouping of each identification information, and finally the images corresponding to the person images in each social grouping are formed according to the social grouping.
步骤103：显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像。Step 103: display the image set corresponding to each social group, the image set includes at least one image corresponding to a social group.
在图库中按照社交分组显示各图像集，便于用户查看。。Display image collections in social groupings in the gallery for easy viewing. .
在本发明实施例中，通过识别图库中各图像中包含的人物头像；依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组；显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像，通过本发明实施例提供的图像分类方案，能够实现将各图像按照人物社交关系进行分类存储，从而便于用户在海量的图像中按照人物社交关系的方式进行查看和管理，当用户查找某一类图像集时，无需再手动逐一查找并整理相关图像，从而减少对某一类图像查找时所需的时间，使得图像查找更加方便快捷，能够提升用户的使用体验。In the embodiment of the present invention, by identifying the person's head portrait contained in each image in the gallery; according to the person's head portrait and the social relationship of the person pre-stored in the mobile terminal, the social group corresponding to each image is determined; the image set corresponding to each social group is displayed, and the image set Including at least one image corresponding to a social group, through the image classification scheme provided by the embodiment of the present invention, it is possible to classify and store each image according to the social relationship of the characters, so that users can view massive images according to the social relationship of the characters And management, when users search for a certain type of image collection, they don’t need to manually search and organize related images one by one, thereby reducing the time required for searching for a certain type of image, making image search more convenient and fast, and improving user experience .
实施例二Embodiment two
参照图2，示出了本发明实施例二的一种图像分类方法的步骤流程图。Referring to FIG. 2 , it shows a flowchart of steps of an image classification method according to Embodiment 2 of the present invention.
本发明实施例提供的图像分类方法包括以下步骤：The image classification method provided by the embodiment of the present invention includes the following steps:
步骤201：获取通讯录中各第一联系人信息和移动终端中安装的第三方社交应用程序中各第二联系人信息。Step 201: Acquiring the first contact information in the address book and the second contact information in the third-party social application program installed in the mobile terminal.
需要说明的是，通讯录中的第一联系信息可以包括：联系人姓名、联系头像、人物关系标签、联系方式等信息，第三方社交应用程序中的第二联系人信息可以包括：联系人头像、联系方式以及人物关系标签等信息。It should be noted that the first contact information in the address book may include: contact name, contact avatar, character relationship label, contact information and other information, and the second contact information in the third-party social application program may include: contact avatar , contact information, and character relationship tags and other information.
步骤202：依据各第一联系人信息和各第二联系人信息，构建人物社交关系。Step 202: According to each first contact information and each second contact information, construct social relationship of characters.
当第一联系人信息包括第一人物头像和第一联系信息，第二联系人信息包括第二人物头像、第二联系信息以及人物关系标签，构建社交关系具体方式为：When the first contact information includes the first person's avatar and first contact information, and the second contact information includes the second person's avatar, second contact information, and person relationship tags, the specific way to build a social relationship is as follows:
确定联系人对应的第一联系人信息中的第一人物头像，与第二联系人信息中的第二人物头像是否匹配；若不匹配，则确定第一联系信息与第二联系信息是否匹配；若匹配，则将第一人物头像添加至第二联系人信息中，以扩充第二联系人信息。Determine whether the head portrait of the first person in the first contact information corresponding to the contact matches the head portrait of the second person in the second contact information; if not, determine whether the first contact information matches the second contact information; If they match, adding the head portrait of the first person to the second contact information to expand the second contact information.
由于通讯录中的第一联系人信息中的第一人物头像一般为本人照片，而第二联系人信息中的第二人物头像可能为本人照片也可能为其他景物的图像，当第一人物头像与第二头像匹配度低于预设值时，不能通过人物头像确定第一联系人为第二联系人；当匹配度低于预设值时，则确定第一联系人信息中的联系信息，例如电话号码、第三方账号等，同时确定第二联系人信息中的第二联系信息，其中第二联系信息也可以为电话号码、第三方账号号码等，当第一联系人信息中的第一联系信息与第二联系人信息中的第二联系信息匹配时，则确定为同一联系人。并将第一人物头像添加至第二联系人信息中，扩充第二联系人信息，增加第二联系人信息的可识别度。Since the head portrait of the first person in the first contact information in the address book is generally a photo of the person, and the head portrait of the second person in the information of the second contact may be a photo of the person or an image of other scenery, when the head portrait of the first person When the degree of matching with the second avatar is lower than the preset value, the first contact cannot be determined as the second contact through the person's avatar; when the matching degree is lower than the preset value, the contact information in the first contact information is determined, for example phone number, third-party account number, etc., and at the same time determine the second contact information in the second contact information, where the second contact information can also be a phone number, third-party account number, etc., when the first contact in the first contact information When the information matches the second contact information in the second contact information, it is determined to be the same contact. And add the head portrait of the first person to the second contact information, expand the second contact information, and increase the recognizability of the second contact information.
另外，该方式也可以对第一联系人信息进行扩充。In addition, in this way, the first contact information can also be expanded.
基于添加后的各第二联系人信息中的人物头像和人物关系标签，建立人物社交关系。Based on the person's avatar and the person's relationship label in the added second contact information, the person's social relationship is established.
一种优选的方式可以为：当第一联系人信息中的联系人名称与第二联系人信息中的联系名称不一致时，可以将第一联系人名称与第二联系人名称扩充至第一联系人信息中，也可以将第一联系人名称与第二联系人名称扩充至第二联系人信息中。这样当用户输入第一联系人名称或第二联系人名称时，均可以查找到对应的图像。A preferred method may be: when the contact name in the first contact information is inconsistent with the contact name in the second contact information, the first contact name and the second contact name may be extended to the first contact In the person information, the first contact name and the second contact name may also be expanded into the second contact information. In this way, when the user inputs the name of the first contact or the name of the second contact, the corresponding image can be found.
例如：第一联系人名称为“张三”，第二联系人名称为“A”，且“张三”和“A”为同一人，则输入张三可以查找到对应的图像，输入“A”也可以查找到对应的图像，能够提升用户的使用体验。For example: the first contact name is "Zhang San", the second contact name is "A", and "Zhang San" and "A" are the same person, then enter Zhang San to find the corresponding image, enter "A " can also find the corresponding image, which can improve the user experience.
需要说明的是，当单独获取到各第一联系人信息和各第二联系人信息时，也可以分别根据第一联系人信息创建人物社交关系，根据第二联系人信息创建人物社交关系。It should be noted that, when the first contact information and the second contact information are acquired separately, the character social relationship can also be created according to the first contact information, and the character social relationship can be created according to the second contact information.
步骤203：将人物社交关系存储至移动终端中。Step 203: Store the social relationship of the characters in the mobile terminal.
将构建好的人物社交关系存储至移动终端中，以便于后续图像按照人物社交关系对图像进行分类。The social relationship of the constructed characters is stored in the mobile terminal, so that subsequent images can be classified according to the social relationship of the characters.
需要说明的是人物社交关系包括多个关系分支，每个关系分支可以用属于该关系分支中的各人物的人物头像表征，以可以用属于该关系分支中的各人物的人物社交关系标识信息表征。It should be noted that the social relationship of characters includes multiple relationship branches, and each relationship branch can be represented by the avatars of the characters belonging to the relationship branch, and can be represented by the social relationship identification information of the characters belonging to the relationship branch .
步骤204：识别图库中各图像中包含的人物头像。Step 204: Identify the head portraits of people included in each image in the gallery.
图库中的各图像可以为移动终端图像库中的各图像，也可以为第三方应用程序中的群图像等，例如：若为单人照则图像中人物头像为一个，若为多人照则图像中人物头像为多个。Each image in the gallery can be each image in the image library of the mobile terminal, or a group image in a third-party application program, etc. There are multiple portraits of people in the image.
步骤205：依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组。Step 205: According to the profile picture of the person and the social relationship of the person pre-stored in the mobile terminal, determine the social group corresponding to each image.
人物社交关系中可以存在每个社交分组的人物头像，将头像匹配度高于阈值的人物头像对应的图像分至该社交分组中，再将各头像对应的各图像按照各社交分组形成图像集合。There may be avatars of people in each social group in the social relationship of people, and the images corresponding to the avatars whose avatar matching degree is higher than the threshold are classified into the social group, and then the images corresponding to the avatars are formed into an image set according to each social group.
步骤206：显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像。Step 206: Display the image set corresponding to each social group, the image set includes at least one image corresponding to a social group.
在图库中按照社交分组显示各图像集，便于用户查看。Display image collections in social groupings in the gallery for easy viewing.
当分组后的图库中存在新图像时，识别新图像中的各人物头像；将各人物头像与各社交分组中的各人物头像进行匹配；将新图像添加至匹配成功的对应社交分组中。When there is a new image in the grouped gallery, identify the head portraits of each person in the new image; match the head portraits of each person with the head portraits of each person in each social group; add the new image to the corresponding social group that is successfully matched.
例如：当用户拍摄到某一图像时，该图像会保存至终端设备的存储空间中，自动识别该图像中的各人物头像，依据识别的人物头像与各社交分组中的人物头像的对应关系，将新图像添加至匹配成功的社交分组中，已完成对新图像的分组。For example: when a user captures a certain image, the image will be saved in the storage space of the terminal device, and the head portraits of the characters in the image will be automatically identified. The new image is added to the social group that matches successfully, and the grouping of the new image is completed.
步骤207：接收用户输入的至少两个联系人信息。Step 207: Receive at least two contact information input by the user.
步骤208：确定至少两个联系人信息各自对应的社交分组。Step 208: Determine social groupings corresponding to at least two contact information.
例如：当用户需要查看该图像中包含A和B人物的图像时，用户输入“A、B”联系人信息，确定A、B各自对应的社交分组。依据A和B各自对应的社交分组查找对应的图像。For example: when the user needs to view an image containing persons A and B in the image, the user inputs "A, B" contact information to determine the corresponding social groups of A and B respectively. Find the corresponding image according to the respective social groups corresponding to A and B.
步骤209：确定与社交分组匹配的图像集并显示。Step 209: Determine and display the image set matching the social group.
当用户输入“A、B”联系人信息，确定A、B各自对应的社交分组，则会显示包含A、A和B以及B对应的所有图像，当用户设置显示的图像中包含人物头像的数量大于1时，则只显示同时包含A和B的图像，不再显示仅A或B的图像。When the user enters the contact information of "A, B" and determines the corresponding social groups of A and B, all images including A, A, B and B will be displayed. When the user sets the displayed image to include the number of avatars When it is greater than 1, only images that contain both A and B will be displayed, and images that only contain A or B will no longer be displayed.
本发明实施例中不仅可以依据用户输入的联系人信息对图像进行分组显示，还可以依据用户输入的查询关键词，从已分组的图像集中查询目标图像。In the embodiment of the present invention, images can not only be grouped and displayed according to the contact information input by the user, but also target images can be queried from the grouped image set according to the query keywords input by the user.
具体的，接收用户输入的查找关键词，在被选定的分组图像集中查找与查找关键词匹配的图像并显示。Specifically, the search keywords input by the user are received, and the images matching the search keywords are searched in the selected grouped image set and displayed.
当用户选定了某一图像集，例如：用户选定高中图像集，则该图像集中只包含高中的各个图像。当用户需要查看该图像中包含A和B人物的图像时，用户在“高中”图像集中输入查找关键词“A、B”。When the user selects a certain image set, for example, the user selects a high school image set, the image set only contains images of high school. When the user needs to view images containing persons A and B in the image, the user enters search keywords "A, B" in the "high school" image collection.
当用户输入“A、B”关键词时，会显示包含A、A和B以及B对应的图像，当用户设置显示的图像中包含人物头像的数量大于1时，则只显示同时包含A和B的图像，不再显示仅A或B的图像。When the user enters the keyword "A, B", the image corresponding to A, A, B and B will be displayed. When the user sets the number of people's avatars in the displayed image to be greater than 1, only A and B will be displayed. , no longer showing only A or B images.
步骤210：当检测到通信会话时，识别当前会话界面的通信信息的内容。Step 210: When a communication session is detected, identify the content of the communication information of the current session interface.
步骤211：在当前会话界面的通信信息存在预设内容的情况下，获取会话界面对应的联系人或群组。Step 211: If the communication information of the current conversation interface has preset content, acquire the contacts or groups corresponding to the conversation interface.
当检测到处于会话聊天或者社交沟通时，识别到通讯信息的内容存在预设内容，其中，预设内容可以为照片、图像、图片等词语时，获取会话界面中各联系人或者群组。When it is detected that there is a preset content in the content of the communication information when it is detected to be in a conversation chat or social communication, where the preset content can be words such as photos, images, pictures, etc., each contact or group in the conversation interface is acquired.
步骤212：根据联系人或群组的人物社交关系，将对应的图像集推荐显示。Step 212: According to the social relations of the contacts or groups, recommend and display the corresponding image sets.
将该会话中的图像按照联系人或群组的人物社交关系进行分类，并将分类后的各图像集推荐显示在会话框中。The images in the session are classified according to the social relations of the contacts or groups, and the classified image sets are recommended and displayed in the session box.
在本发明实施例中，通过识别图库中各图像中包含的人物头像；依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组；显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像，通过本发明实施例提供的图像分类方案，能够实现将各图像按照人物社交关系进行分类存储，从而便于用户在海量的图像中按照人物社交关系的方式进行查看和管理，当用户查找某一类图像集时，无需再手动逐一查找并整理相关图像，从而减少对某一类图像查找时所需的时间，使得图像查找更加方便快捷，能够提升用户的使用体验。此外，通过输入关键词，可以实现对各图像的精确查找，减少查找时间。In the embodiment of the present invention, by identifying the person's head portrait contained in each image in the gallery; according to the person's head portrait and the social relationship of the person pre-stored in the mobile terminal, the social group corresponding to each image is determined; the image set corresponding to each social group is displayed, and the image set Including at least one image corresponding to a social group, through the image classification scheme provided by the embodiment of the present invention, it is possible to classify and store each image according to the social relationship of the characters, so that users can view massive images according to the social relationship of the characters And management, when users search for a certain type of image collection, they don’t need to manually search and organize related images one by one, thereby reducing the time required for searching for a certain type of image, making image search more convenient and fast, and improving user experience . In addition, by inputting keywords, precise search for each image can be realized and the search time can be reduced.
实施例三Embodiment three
参照图3示出本发明实施例三的一种移动终端的结构框图。Referring to FIG. 3 , a structural block diagram of a mobile terminal according to Embodiment 3 of the present invention is shown.
本发明实施例提供的移动终端包括：第一识别模块301，用于识别图库中各图像中包含的人物头像；分组模块302，用于所述人物头像和所述移动终端预存的人物社交关系，确定各所述图像对应的社交分组；显示模块303，用于显示各社交分组对应的图像集，所述图像集包括一社交分组对应的至少一个图像。The mobile terminal provided by the embodiment of the present invention includes: a first identification module 301, configured to identify the person's avatar contained in each image in the gallery; a grouping module 302, used for the person's avatar and the social relationship of the person pre-stored in the mobile terminal, Determine the social group corresponding to each of the images; the display module 303 is configured to display an image set corresponding to each social group, and the image set includes at least one image corresponding to a social group.
在本发明实施例中，通过识别图库中各图像中包含的人物头像；依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组；显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像，通过本发明实施例提供的图像分类方案，能够实现将各图像按照人物社交关系进行分类存储，从而便于用户在海量的图像中按照人物社交关系的方式进行查看和管理，当用户查找某一类图像集时，无需再手动逐一查找并整理相关图像，从而减少对某一类图像查找时所需的时间，使得图像查找更加方便快捷，能够提升用户的使用体验。In the embodiment of the present invention, by identifying the person's head portrait contained in each image in the gallery; according to the person's head portrait and the social relationship of the person pre-stored in the mobile terminal, the social group corresponding to each image is determined; the image set corresponding to each social group is displayed, and the image set Including at least one image corresponding to a social group, through the image classification scheme provided by the embodiment of the present invention, it is possible to classify and store each image according to the social relationship of the characters, so that users can view massive images according to the social relationship of the characters And management, when users search for a certain type of image collection, they don’t need to manually search and organize related images one by one, thereby reducing the time required for searching for a certain type of image, making image search more convenient and fast, and improving user experience .
实施例四Embodiment four
参照图4，示出本发明实施例四的一种移动终端的结构框图。Referring to FIG. 4 , it shows a structural block diagram of a mobile terminal according to Embodiment 4 of the present invention.
本发明实施例提供的移动终端包括：第一识别模块401，用于识别图库中各图像中包含的人物头像；分组模块402，用于所述人物头像和所述移动终端预存的人物社交关系，确定各所述图像对应的社交分组；显示模块403，用于显示各社交分组对应的图像集，所述图像集包括一社交分组对应的至少一个图像。The mobile terminal provided by the embodiment of the present invention includes: a first identification module 401, configured to identify the person's avatar contained in each image in the gallery; a grouping module 402, used for the person's avatar and the social relationship of the person pre-stored in the mobile terminal, Determine the social group corresponding to each of the images; the display module 403 is configured to display an image set corresponding to each social group, and the image set includes at least one image corresponding to a social group.
所述移动终端还包括：获取模块404，用于在所述第一识别模块401识别图库中各图像中包含的人物头像之前，获取通讯录中各第一联系人信息和所述移动终端中安装的第三方社交应用程序中各第二联系人信息；人物社交关系构建模块405，用于依据各所述第一联系人信息和各所述第二联系人信息，构建人物社交关系；存储模块406，用于将所述人物社交关系存储至移动终端中。The mobile terminal also includes: an acquisition module 404, configured to acquire the first contact information in the address book and the information installed in the mobile terminal before the first identification module 401 identifies the person's head portrait contained in each image in the gallery. Each second contact information in the third-party social application program; the character social relationship construction module 405, used to construct the character social relationship according to each of the first contact information and each of the second contact information; a storage module 406 , for storing the social relationship of the person in the mobile terminal.
优选地，所述第一联系人信息包括第一人物头像和第一联系信息，所述第二联系人信息包括第二人物头像、第二联系信息以及人物关系标签；所述人物社交关系构建模块405包括：第一确定子模块4051，用于针对单个联系人，确定所述联系人对应的第一联系人信息中的第一人物头像，与第二联系人信息中的第二人物头像是否匹配；第二确定子模块4052，用于若不匹配，则确定所述第一联系信息与第二联系信息是否匹配；添加子模块4053，用于若所述第一联系信息与所述第二联系信息匹配，则将所述第一人物头像添加至所述第二联系人信息中；建立子模块4054，用于基于添加后的各第二联系人信息中的人物头像和人物关系标签，建立人物社交关系。Preferably, the first contact information includes a first person's avatar and first contact information, and the second contact information includes a second person's avatar, second contact information and character relationship tags; the character social relationship building module 405 includes: a first determining sub-module 4051, configured to, for a single contact, determine whether the first person's avatar in the first contact information corresponding to the contact matches the second person's avatar in the second contact information ; The second determining submodule 4052 is used to determine whether the first contact information matches the second contact information if they do not match; the adding submodule 4053 is used to determine whether the first contact information matches the second contact information; If the information matches, add the head portrait of the first person to the second contact information; create a sub-module 4054, which is used to create a person based on the head portrait and the relationship label of each person in the added second contact information. social relationship.
优选地，所述移动终端还包括：接收模块407，用于在所述显示模块403显示各社交分组对应的图像集，所述图像集包括一社交分组对应的至少一个图像之后，接收用户输入的至少两个联系人信息；社交分组确定模块408，用于确定所述至少两个联系人信息各自对应的社交分组；图像集确定模块409，用于确定与所述社交分组匹配的图像集并显示。Preferably, the mobile terminal further includes: a receiving module 407, configured to receive an input from the user after the display module 403 displays an image set corresponding to each social group, and the image set includes at least one image corresponding to a social group. At least two contact information; social group determination module 408, used to determine the social group corresponding to each of the at least two contact information; image set determination module 409, used to determine the image set matching the social group and display .
优选地，所述移动终端还包括：第二识别模块410，用于当检测到通信会话时，识别当前会话界面的通信信息的内容；联系人获取模块411，用于在所述当前会话界面的通信信息存在预设内容的情况下，获取所述会话界面对应的联系人或群组；推荐显示模块412，用于根据所述联系人或群组的人物社交关系，将对应的图像集推荐显示。Preferably, the mobile terminal further includes: a second identification module 410, configured to identify the content of communication information on the current session interface when a communication session is detected; a contact acquisition module 411, used to If the communication information has preset content, obtain the contact or group corresponding to the conversation interface; the recommended display module 412 is used to recommend and display the corresponding image set according to the social relationship of the person in the contact or group .
本发明实施例提供的移动终端能够实现图1至图2的方法实施例中移动终端实现的各个过程，为避免重复，这里不再赘述。The mobile terminal provided by the embodiment of the present invention can implement various processes implemented by the mobile terminal in the method embodiments shown in FIG. 1 to FIG. 2 , and details are not repeated here to avoid repetition.
在本发明实施例中，通过识别图库中各图像中包含的人物头像；依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组；显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像，通过本发明实施例提供的图像分类方案，能够实现将各图像按照人物社交关系进行分类存储，从而便于用户在海量的图像中按照人物社交关系的方式进行查看和管理，当用户查找某一类图像集时，无需再手动逐一查找并整理相关图像，从而减少对某一类图像查找时所需的时间，使得图像查找更加方便快捷，能够提升用户的使用体验。此外，通过输入关键词，可以实现对各图像的精确查找，减少查找时间。In the embodiment of the present invention, by identifying the person's head portrait contained in each image in the gallery; according to the person's head portrait and the social relationship of the person pre-stored in the mobile terminal, the social group corresponding to each image is determined; the image set corresponding to each social group is displayed, and the image set Including at least one image corresponding to a social group, through the image classification scheme provided by the embodiment of the present invention, it is possible to classify and store each image according to the social relationship of the characters, so that users can view massive images according to the social relationship of the characters And management, when users search for a certain type of image collection, they don’t need to manually search and organize related images one by one, thereby reducing the time required for searching for a certain type of image, making image search more convenient and fast, and improving user experience . In addition, by inputting keywords, precise search for each image can be realized and the search time can be reduced.
实施例五Embodiment five
图5为实现本发明各个实施例的一种移动终端的硬件结构示意图。FIG. 5 is a schematic diagram of a hardware structure of a mobile terminal implementing various embodiments of the present invention.
该移动终端500包括但不限于：射频单元501、网络模块502、音频输出单元503、输入单元504、传感器505、显示单元506、用户输入单元507、接口单元508、存储器509、处理器510、以及电源511等部件。本领域技术人员可以理解，图5中示出的移动终端结构并不构成对移动终端的限定，移动终端可以包括比图示更多或更少的部件，或者组合某些部件，或者不同的部件布置。在本发明实施例中，移动终端包括但不限于手机、平板电脑、笔记本电脑、掌上电脑、车载终端、可穿戴设备、以及计步器等。The mobile terminal 500 includes, but is not limited to: a radio frequency unit 501, a network module 502, an audio output unit 503, an input unit 504, a sensor 505, a display unit 506, a user input unit 507, an interface unit 508, a memory 509, a processor 510, and Power supply 511 and other components. Those skilled in the art can understand that the structure of the mobile terminal shown in Figure 5 does not constitute a limitation on the mobile terminal, and the mobile terminal may include more or less components than shown in the figure, or combine some components, or different components layout. In the embodiment of the present invention, the mobile terminal includes, but is not limited to, a mobile phone, a tablet computer, a notebook computer, a palmtop computer, a vehicle-mounted terminal, a wearable device, and a pedometer.
处理器510，用于识别图库中各图像中包含的人物头像；依据所述人物头像和所述移动终端预存的人物社交关系，确定各所述图像对应的社交分组；显示各社交分组对应的图像集，所述图像集包括一社交分组对应的至少一个图像。The processor 510 is configured to identify the person's avatar contained in each image in the gallery; determine the social group corresponding to each of the images according to the person's avatar and the social relationship of the person pre-stored in the mobile terminal; display the image corresponding to each social group A set, the image set includes at least one image corresponding to a social group.
在本发明实施例中，通过识别图库中各图像中包含的人物头像；依据人物头像和移动终端预存的人物社交关系，确定各图像对应的社交分组；显示各社交分组对应的图像集，图像集包括一社交分组对应的至少一个图像，通过本发明实施例提供的图像分类方案，能够实现将各图像按照人物社交关系进行分类存储，从而便于用户在海量的图像中按照人物社交关系的方式进行查看和管理，当用户查找某一类图像集时，无需再手动逐一查找并整理相关图像，从而减少对某一类图像查找时所需的时间，使得图像查找更加方便快捷，能够提升用户的使用体验。In the embodiment of the present invention, by identifying the person's head portrait contained in each image in the gallery; according to the person's head portrait and the social relationship of the person pre-stored in the mobile terminal, the social group corresponding to each image is determined; the image set corresponding to each social group is displayed, and the image set Including at least one image corresponding to a social group, through the image classification scheme provided by the embodiment of the present invention, it is possible to classify and store each image according to the social relationship of the characters, so that users can view massive images according to the social relationship of the characters And management, when users search for a certain type of image collection, they don’t need to manually search and organize related images one by one, thereby reducing the time required for searching for a certain type of image, making image search more convenient and fast, and improving user experience .
应理解的是，本发明实施例中，射频单元501可用于收发信息或通话过程中，信号的接收和发送，具体的，将来自基站的下行数据接收后，给处理器510处理；另外，将上行的数据发送给基站。通常，射频单元501包括但不限于天线、至少一个放大器、收发信机、耦合器、低噪声放大器、双工器等。此外，射频单元501还可以通过无线通信系统与网络和其他设备通信。It should be understood that, in the embodiment of the present invention, the radio frequency unit 501 can be used for receiving and sending signals during sending and receiving information or during a call. Specifically, after receiving the downlink data from the base station, the processor 510 processes it; Uplink data is sent to the base station. Generally, the radio frequency unit 501 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a low noise amplifier, a duplexer, and the like. In addition, the radio frequency unit 501 can also communicate with the network and other devices through a wireless communication system.
移动终端通过网络模块502为用户提供了无线的宽带互联网访问，如帮助用户收发电子邮件、浏览网页和访问流式媒体等。The mobile terminal provides users with wireless broadband Internet access through the network module 502, such as helping users send and receive emails, browse web pages, and access streaming media.
音频输出单元503可以将射频单元501或网络模块502接收的或者在存储器509中存储的音频数据转换成音频信号并且输出为声音。而且，音频输出单元503还可以提供与移动终端500执行的特定功能相关的音频输出(例如，呼叫信号接收声音、消息接收声音等等)。音频输出单元503包括扬声器、蜂鸣器以及受话器等。The audio output unit 503 may convert audio data received by the radio frequency unit 501 or the network module 502 or stored in the memory 509 into an audio signal and output as sound. Also, the audio output unit 503 can also provide audio output related to a specific function performed by the mobile terminal 500 (for example, a call signal reception sound, a message reception sound, etc.). The audio output unit 503 includes a speaker, a buzzer, a receiver and the like.
输入单元504用于接收音频或视频信号。输入单元504可以包括图形处理器(Graphics Processing Unit，GPU)5041和麦克风5042，图形处理器5041对在视频捕获模式或图像捕获模式中由图像捕获装置(如摄像头)获得的静态图片或视频的图像数据进行处理。处理后的图像帧可以显示在显示单元506上。经图形处理器5041处理后的图像帧可以存储在存储器509(或其它存储介质)中或者经由射频单元501或网络模块502进行发送。麦克风5042可以接收声音，并且能够将这样的声音处理为音频数据。处理后的音频数据可以在电话通话模式的情况下转换为可经由射频单元501发送到移动通信基站的格式输出。The input unit 504 is used for receiving audio or video signals. The input unit 504 may include a graphics processing unit (Graphics Processing Unit, GPU) 5041 and a microphone 5042, and the graphics processor 5041 is used for still pictures or video images obtained by an image capture device (such as a camera) in a video capture mode or an image capture mode. The data is processed. The processed image frames may be displayed on the display unit 506 . The image frames processed by the graphics processor 5041 may be stored in the memory 509 (or other storage media) or sent via the radio frequency unit 501 or the network module 502 . The microphone 5042 can receive sound, and can process such sound into audio data. The processed audio data can be converted into a format that can be sent to a mobile communication base station via the radio frequency unit 501 for output in the case of a phone call mode.
移动终端500还包括至少一种传感器505，比如光传感器、运动传感器以及其他传感器。具体地，光传感器包括环境光传感器及接近传感器，其中，环境光传感器可根据环境光线的明暗来调节显示面板5061的亮度，接近传感器可在移动终端500移动到耳边时，关闭显示面板5061和/或背光。作为运动传感器的一种，加速计传感器可检测各个方向上(一般为三轴)加速度的大小，静止时可检测出重力的大小及方向，可用于识别移动终端姿态(比如横竖屏切换、相关游戏、磁力计姿态校准)、振动识别相关功能(比如计步器、敲击)等；传感器505还可以包括指纹传感器、压力传感器、虹膜传感器、分子传感器、陀螺仪、气压计、湿度计、温度计、红外线传感器等，在此不再赘述。The mobile terminal 500 also includes at least one sensor 505, such as a light sensor, a motion sensor, and other sensors. Specifically, the light sensor includes an ambient light sensor and a proximity sensor, wherein the ambient light sensor can adjust the brightness of the display panel 5061 according to the brightness of the ambient light, and the proximity sensor can turn off the display panel 5061 and the display panel 5061 when the mobile terminal 500 moves to the ear / or backlighting. As a kind of motion sensor, the accelerometer sensor can detect the magnitude of acceleration in various directions (generally three axes), and can detect the magnitude and direction of gravity when it is still, and can be used to identify the posture of mobile terminals (such as horizontal and vertical screen switching, related games, etc.) , magnetometer attitude calibration), vibration recognition-related functions (such as pedometer, knocking), etc.; the sensor 505 can also include fingerprint sensors, pressure sensors, iris sensors, molecular sensors, gyroscopes, barometers, hygrometers, thermometers, Infrared sensors, etc., will not be repeated here.
显示单元506用于显示由用户输入的信息或提供给用户的信息。显示单元506可包括显示面板5061，可以采用液晶显示器(Liquid Crystal Display，LCD)、有机发光二极管(Organic Light-Emitting Diode,OLED)等形式来配置显示面板5061。The display unit 506 is used to display information input by the user or information provided to the user. The display unit 506 may include a display panel 5061, and the display panel 5061 may be configured in the form of a liquid crystal display (Liquid Crystal Display, LCD), an organic light-emitting diode (Organic Light-Emitting Diode, OLED), or the like.
用户输入单元507可用于接收输入的数字或字符信息，以及产生与移动终端的用户设置以及功能控制有关的键信号输入。具体地，用户输入单元507包括触控面板5071以及其他输入设备5072。触控面板5071，也称为触摸屏，可收集用户在其上或附近的触摸操作(比如用户使用手指、触笔等任何适合的物体或附件在触控面板5071上或在触控面板5071附近的操作)。触控面板5071可包括触摸检测装置和触摸控制器两个部分。其中，触摸检测装置检测用户的触摸方位，并检测触摸操作带来的信号，将信号传送给触摸控制器；触摸控制器从触摸检测装置上接收触摸信息，并将它转换成触点坐标，再送给处理器510，接收处理器510发来的命令并加以执行。此外，可以采用电阻式、电容式、红外线以及表面声波等多种类型实现触控面板5071。除了触控面板5071，用户输入单元507还可以包括其他输入设备5072。具体地，其他输入设备5072可以包括但不限于物理键盘、功能键(比如音量控制按键、开关按键等)、轨迹球、鼠标、操作杆，在此不再赘述。The user input unit 507 can be used to receive input numbers or character information, and generate key signal input related to user settings and function control of the mobile terminal. Specifically, the user input unit 507 includes a touch panel 5071 and other input devices 5072 . The touch panel 5071, also referred to as a touch screen, can collect touch operations of the user on or near it (for example, the user uses any suitable object or accessory such as a finger or a stylus on the touch panel 5071 or near the touch panel 5071). operate). The touch panel 5071 may include two parts, a touch detection device and a touch controller. Among them, the touch detection device detects the user's touch orientation, and detects the signal brought by the touch operation, and transmits the signal to the touch controller; the touch controller receives the touch information from the touch detection device, converts it into contact coordinates, and sends it to the For the processor 510, receive the command sent by the processor 510 and execute it. In addition, the touch panel 5071 can be implemented in various types such as resistive, capacitive, infrared, and surface acoustic wave. In addition to the touch panel 5071 , the user input unit 507 may also include other input devices 5072 . Specifically, other input devices 5072 may include, but are not limited to, physical keyboards, function keys (such as volume control keys, switch keys, etc.), trackballs, mice, and joysticks, which will not be repeated here.
进一步的，触控面板5071可覆盖在显示面板5061上，当触控面板5071检测到在其上或附近的触摸操作后，传送给处理器510以确定触摸事件的类型，随后处理器510根据触摸事件的类型在显示面板5061上提供相应的视觉输出。虽然在图5中，触控面板5071与显示面板5061是作为两个独立的部件来实现移动终端的输入和输出功能，但是在某些实施例中，可以将触控面板5071与显示面板5061集成而实现移动终端的输入和输出功能，具体此处不做限定。Furthermore, the touch panel 5071 can be covered on the display panel 5061, and when the touch panel 5071 detects a touch operation on or near it, it will be sent to the processor 510 to determine the type of the touch event, and then the processor 510 can The type of event provides a corresponding visual output on the display panel 5061 . Although in FIG. 5, the touch panel 5071 and the display panel 5061 are used as two independent components to realize the input and output functions of the mobile terminal, in some embodiments, the touch panel 5071 and the display panel 5061 can be integrated. The implementation of the input and output functions of the mobile terminal is not specifically limited here.
接口单元508为外部装置与移动终端500连接的接口。例如，外部装置可以包括有线或无线头戴式耳机端口、外部电源(或电池充电器)端口、有线或无线数据端口、存储卡端口、用于连接具有识别模块的装置的端口、音频输入/输出(I/O)端口、视频I/O端口、耳机端口等等。接口单元508可以用于接收来自外部装置的输入(例如，数据信息、电力等等)并且将接收到的输入传输到移动终端500内的一个或多个元件或者可以用于在移动终端500和外部装置之间传输数据。The interface unit 508 is an interface for connecting an external device to the mobile terminal 500 . For example, an external device may include a wired or wireless headset port, an external power (or battery charger) port, a wired or wireless data port, a memory card port, a port for connecting a device with an identification module, audio input/output (I/O) ports, video I/O ports, headphone ports, and more. The interface unit 508 can be used to receive input from an external device (for example, data information, power, etc.) transfer data between devices.
存储器509可用于存储软件程序以及各种数据。存储器509可主要包括存储程序区和存储数据区，其中，存储程序区可存储操作系统、至少一个功能所需的应用程序(比如声音播放功能、图像播放功能等)等；存储数据区可存储根据手机的使用所创建的数据(比如音频数据、电话本等)等。此外，存储器509可以包括高速随机存取存储器，还可以包括非易失性存储器，例如至少一个磁盘存储器件、闪存器件、或其他易失性固态存储器件。The memory 509 can be used to store software programs as well as various data. The memory 509 can mainly include a program storage area and a data storage area, wherein the program storage area can store an operating system, at least one application program required by a function (such as a sound playback function, an image playback function, etc.); Data created by the use of mobile phones (such as audio data, phonebook, etc.), etc. In addition, the memory 509 may include a high-speed random access memory, and may also include a non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other volatile solid-state storage devices.
处理器510是移动终端的控制中心，利用各种接口和线路连接整个移动终端的各个部分，通过运行或执行存储在存储器509内的软件程序和/或模块，以及调用存储在存储器509内的数据，执行移动终端的各种功能和处理数据，从而对移动终端进行整体监控。处理器510可包括一个或多个处理单元；优选的，处理器510可集成应用处理器和调制解调处理器，其中，应用处理器主要处理操作系统、用户界面和应用程序等，调制解调处理器主要处理无线通信。可以理解的是，上述调制解调处理器也可以不集成到处理器510中。The processor 510 is the control center of the mobile terminal, and uses various interfaces and lines to connect various parts of the entire mobile terminal, by running or executing software programs and/or modules stored in the memory 509, and calling data stored in the memory 509 , execute various functions of the mobile terminal and process data, so as to monitor the mobile terminal as a whole. The processor 510 may include one or more processing units; preferably, the processor 510 may integrate an application processor and a modem processor, wherein the application processor mainly processes the operating system, user interface and application programs, etc., and the modem The processor mainly handles wireless communication. It can be understood that the foregoing modem processor may not be integrated into the processor 510 .
移动终端500还可以包括给各个部件供电的电源511(比如电池)，优选的，电源511可以通过电源管理系统与处理器510逻辑相连，从而通过电源管理系统实现管理充电、放电、以及功耗管理等功能。The mobile terminal 500 can also include a power supply 511 (such as a battery) for supplying power to various components. Preferably, the power supply 511 can be logically connected to the processor 510 through a power management system, so as to manage charging, discharging, and power consumption through the power management system. and other functions.
另外，移动终端500包括一些未示出的功能模块，在此不再赘述。In addition, the mobile terminal 500 includes some functional modules not shown, which will not be repeated here.
优选的，本发明实施例还提供一种移动终端，包括处理器510，存储器509，存储在存储器509上并可在所述处理器510上运行的计算机程序，该计算机程序被处理器510执行时实现上述图像分类方法实施例的各个过程，且能达到相同的技术效果，为避免重复，这里不再赘述。Preferably, the embodiment of the present invention also provides a mobile terminal, including a processor 510, a memory 509, and a computer program stored in the memory 509 and operable on the processor 510. When the computer program is executed by the processor 510 Each process of the above embodiment of the image classification method can be realized and the same technical effect can be achieved. In order to avoid repetition, details are not repeated here.
本发明实施例还提供一种计算机可读存储介质，计算机可读存储介质上存储有计算机程序，该计算机程序被处理器执行时实现上述图像分类方法实施例的各个过程，且能达到相同的技术效果，为避免重复，这里不再赘述。其中，所述的计算机可读存储介质，如只读存储器(Read-Only Memory，简称ROM)、随机存取存储器(Random Access Memory，简称RAM)、磁碟或者光盘等。The embodiment of the present invention also provides a computer-readable storage medium. A computer program is stored on the computer-readable storage medium. When the computer program is executed by a processor, each process of the above-mentioned image classification method embodiment is realized, and the same technology can be achieved. Effect, in order to avoid repetition, will not repeat them here. Wherein, the computer-readable storage medium is, for example, a read-only memory (Read-Only Memory, ROM for short), a random access memory (Random Access Memory, RAM for short), a magnetic disk or an optical disk, and the like.
需要说明的是，在本文中，术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含，从而使得包括一系列要素的过程、方法、物品或者装置不仅包括那些要素，而且还包括没有明确列出的其他要素，或者是还包括为这种过程、方法、物品或者装置所固有的要素。在没有更多限制的情况下，由语句“包括一个……”限定的要素，并不排除在包括该要素的过程、方法、物品或者装置中还存在另外的相同要素。It should be noted that, in this document, the term "comprising", "comprising" or any other variation thereof is intended to cover a non-exclusive inclusion such that a process, method, article or apparatus comprising a set of elements includes not only those elements, It also includes other elements not expressly listed, or elements inherent in the process, method, article, or device. Without further limitations, an element defined by the phrase "comprising a ..." does not preclude the presence of additional identical elements in the process, method, article, or apparatus comprising that element.
通过以上的实施方式的描述，本领域的技术人员可以清楚地了解到上述实施例方法可借助软件加必需的通用硬件平台的方式来实现，当然也可以通过硬件，但很多情况下前者是更佳的实施方式。基于这样的理解，本发明的技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来，该计算机软件产品存储在一个存储介质(如ROM/RAM、磁碟、光盘)中，包括若干指令用以使得一台终端(可以是手机，计算机，服务器，空调器，或者网络设备等)执行本发明各个实施例所述的方法。Through the description of the above embodiments, those skilled in the art can clearly understand that the methods of the above embodiments can be implemented by means of software plus a necessary general-purpose hardware platform, and of course also by hardware, but in many cases the former is better implementation. Based on such an understanding, the essence of the technical solution of the present invention or the part that contributes to the prior art can be embodied in the form of software products, and the computer software products are stored in a storage medium (such as ROM/RAM, disk, CD) contains several instructions to make a terminal (which may be a mobile phone, a computer, a server, an air conditioner, or a network device, etc.) execute the methods described in various embodiments of the present invention.
上面结合附图对本发明的实施例进行了描述，但是本发明并不局限于上述的具体实施方式，上述的具体实施方式仅仅是示意性的，而不是限制性的，本领域的普通技术人员在本发明的启示下，在不脱离本发明宗旨和权利要求所保护的范围情况下，还可做出很多形式，均属于本发明的保护之内。Embodiments of the present invention have been described above in conjunction with the accompanying drawings, but the present invention is not limited to the above-mentioned specific implementations, and the above-mentioned specific implementations are only illustrative, rather than restrictive, and those of ordinary skill in the art will Under the enlightenment of the present invention, without departing from the gist of the present invention and the protection scope of the claims, many forms can also be made, all of which belong to the protection of the present invention.
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| CN201810169211.6ACN108494949B (en) | 2018-02-28 | 2018-02-28 | An image classification method and mobile terminal |
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| CN201810169211.6ACN108494949B (en) | 2018-02-28 | 2018-02-28 | An image classification method and mobile terminal |
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