CN108462826A - A kind of method and mobile terminal of auxiliary photo-taking - Google Patents
A kind of method and mobile terminal of auxiliary photo-taking Download PDFInfo
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
- H04N23/60—Control of cameras or camera modules
- H04N23/667—Camera operation mode switching, e.g. between still and video, sport and normal or high- and low-resolution modes
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
- H04N23/60—Control of cameras or camera modules
- H04N23/61—Control of cameras or camera modules based on recognised objects
- H04N23/611—Control of cameras or camera modules based on recognised objects where the recognised objects include parts of the human body
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
- H04N23/60—Control of cameras or camera modules
- H04N23/64—Computer-aided capture of images, e.g. transfer from script file into camera, check of taken image quality, advice or proposal for image composition or decision on when to take image
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Abstract
Description
技术领域technical field
本发明涉及通信技术领域,尤其涉及一种辅助拍照的方法及移动终端。The invention relates to the field of communication technologies, in particular to a method for assisting in taking pictures and a mobile terminal.
背景技术Background technique
随着智能移动终端不断地普及,越来越多的人放弃了传统相机进行拍照,而是选择智能移动终端(如手机)作为日常主要的拍照工具。同时拍照也成为了当今社会人们日常生活不可缺少的一部分,人们习惯拿着手机随时随地拍摄自己感兴趣的内容,并将其通过社交应用软件与朋友分享。With the continuous popularization of smart mobile terminals, more and more people have given up traditional cameras to take pictures, but choose smart mobile terminals (such as mobile phones) as their main daily photo taking tools. At the same time, taking pictures has also become an indispensable part of people's daily life in today's society. People are used to holding mobile phones to take pictures of the content they are interested in anytime and anywhere, and share it with friends through social application software.
然而,由于普通用户没有受过专门的摄影方面的训练,拍出来的照片往往达不到自己想要的效果。用户可能会因为自己照出的照片不好看而选择删除照片,或者只是将照片保存在自己的移动终端中而不愿意与朋友分享,这样则会降低使用手机拍照的频率。However, since ordinary users have not received special photography training, the photos they take often cannot achieve the desired effect. Users may choose to delete photos because the photos they take are not good-looking, or just save the photos in their mobile terminals and are unwilling to share them with friends, which will reduce the frequency of using mobile phones to take pictures.
发明内容Contents of the invention
本发明实施例提供了一种辅助拍照的方法及移动终端,以解决现有技术中用户在利用移动终端拍照时,难以拍出效果好的照片的问题。Embodiments of the present invention provide a method for assisting in taking pictures and a mobile terminal to solve the problem in the prior art that it is difficult for a user to take pictures with good effects when taking pictures with a mobile terminal.
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辅助拍照的方法,应用于具有摄像头的移动终端。其中,所述辅助拍照的方法包括:In a first aspect, an embodiment of the present invention provides a method for assisting in photographing, which is applied to a mobile terminal with a camera. Wherein, the method for assisting in taking pictures includes:
通过所述摄像头采集预览图像;collecting a preview image through the camera;
从所述预览图像中识别出第一主体图像和除所述第一主体图像之外的第一场景图像;identifying a first subject image and a first scene image other than the first subject image from the preview image;
根据所述第一主体图像的第一特征和所述第一场景图像的第二特征,获取构图信息;acquiring composition information according to the first feature of the first subject image and the second feature of the first scene image;
根据所述构图信息,输出拍照提示信息。According to the composition information, the photographing prompt information is output.
第二方面,本发明实施例提供了一种移动终端,所述移动终端上设置有摄像头。其中,所述移动终端还包括:In a second aspect, an embodiment of the present invention provides a mobile terminal, where a camera is set on the mobile terminal. Wherein, the mobile terminal also includes:
采集模块,用于通过所述摄像头采集预览图像;A collection module, configured to collect a preview image through the camera;
识别模块,用于从所述预览图像中识别出第一主体图像和除所述第一主体图像之外的第一场景图像;An identification module, configured to identify a first subject image and a first scene image other than the first subject image from the preview image;
第一获取模块,用于根据所述第一主体图像的第一特征和所述第一场景图像的第二特征,获取构图信息;A first acquiring module, configured to acquire composition information according to the first feature of the first subject image and the second feature of the first scene image;
输出模块,用于根据所述构图信息,输出拍照提示信息。An output module, configured to output photographing prompt information according to the composition information.
第三方面,本发明实施例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如上所述的辅助拍照的方法的步骤。In a third aspect, an embodiment of the present invention provides a mobile terminal, including a processor, a memory, and a computer program stored on the memory and operable on the processor, and the computer program is executed by the processor When realizing the steps of the method for assisting taking pictures as described above.
第四方面,本发明实施例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如上所述的辅助拍照的方法的步骤。In a fourth aspect, an embodiment of the present invention 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 method for assisting photographing as described above are implemented .
在本发明实施例中,根据预览图像中主体图像的特征和除主体图像之外的场景图像的特征,来确定与预览图像中的场景适配的构图信息,从而进行拍摄提示,以使用户能够根据拍摄提示拍摄出效果好的照片,提高用户的满足感。In the embodiment of the present invention, according to the characteristics of the subject image in the preview image and the characteristics of the scene images other than the subject image, the composition information adapted to the scene in the preview image is determined, so as to provide shooting prompts, so that the user can Take photos with good effects according to the shooting prompts to improve user satisfaction.
附图说明Description of drawings
为了更清楚地说明本发明实施例的技术方案,下面将对本发明实施例的描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the following will briefly introduce the accompanying drawings that need to be used in the description of the embodiments of the present invention. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention , for those skilled in the art, other drawings can also be obtained according to these drawings without paying creative labor.
图1表示本发明实施例提供的辅助拍照的方法的流程图;FIG. 1 shows a flow chart of a method for assisting in taking pictures provided by an embodiment of the present invention;
图2表示本发明实施例提供的判别器训练的流程图;Fig. 2 shows the flowchart of discriminator training provided by the embodiment of the present invention;
图3表示本发明实施例提供的移动终端的框图之一;Fig. 3 represents one of the block diagrams of the mobile terminal provided by the embodiment of the present invention;
图4表示本发明实施例提供的移动终端的框图之二;FIG. 4 shows the second block diagram of the mobile terminal provided by the embodiment of the present invention;
图5表示本发明实施例提供的移动终端的框图之三。FIG. 5 shows the third block diagram of the mobile terminal provided by the embodiment 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作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 creative efforts fall within the protection scope of the present invention.
依据本发明实施例的一个方面,提供了一种辅助拍照的方法,应用于具有摄像头的移动终端。According to an aspect of the embodiments of the present invention, a method for assisting in photographing is provided, which is applied to a mobile terminal with a camera.
如图1所示,该辅助拍照的方法包括:As shown in Figure 1, the method for assisting in taking pictures includes:
步骤101、通过移动终端上的摄像头采集预览图像。Step 101, collect a preview image through the camera on the mobile terminal.
本发明实施例中,当用户启动移动终端上的相机时,由移动终端上的摄像头来采集预览图像,并将预览图像通过移动终端的显示屏进行显示,以供用户查看。In the embodiment of the present invention, when the user activates the camera on the mobile terminal, the camera on the mobile terminal collects a preview image, and displays the preview image through the display screen of the mobile terminal for the user to view.
步骤102、从预览图像中识别出第一主体图像和除第一主体图像之外的第一场景图像。Step 102, identifying a first subject image and a first scene image other than the first subject image from the preview image.
本发明实施例中,首先确定用户想要拍摄的主体(即目标对象),进而确定主体周围的场景,从而在预览图像中识别出主体对应的第一主体图像和主体周围的场景对应的第一场景图像。In the embodiment of the present invention, the subject (i.e. the target object) that the user wants to shoot is firstly determined, and then the scene around the subject is determined, so that the first subject image corresponding to the subject and the first subject image corresponding to the scene around the subject are identified in the preview image. scene image.
优选地,在确定第一主体图像时,将预览图像中位于对焦焦点处的对象的图像,确定为第一主体图像。其中,聚焦位置可以是移动终端自动确定出的,也可以是由用户手动选择的。Preferably, when determining the first subject image, the image of the object at the focal point in the preview image is determined as the first subject image. Wherein, the focus position may be determined automatically by the mobile terminal, or manually selected by the user.
其中,若聚焦位置没有可识别的物体,则可将预览图像中的整个场景确定为主体。例如,用户在拍摄风景时,很可能所要拍摄的风景中并没有可被移动终端识别出的物体,此时则将预览图像中呈现的整个风景作为主体。Wherein, if there is no identifiable object at the focus position, the entire scene in the preview image may be determined as the subject. For example, when the user is shooting a landscape, it is likely that there is no object recognizable by the mobile terminal in the landscape to be photographed, and at this time, the entire landscape presented in the preview image is taken as the subject.
步骤103、根据第一主体图像的第一特征和第一场景图像的第二特征,获取构图信息。Step 103: Obtain composition information according to the first feature of the first subject image and the second feature of the first scene image.
在识别出第一主体图像和第一场景图像后,分别提取第一主体图像的特征(即第一特征)和第一场景图像的特征(即第二特征),然后根据第一主体图像的特征和第一场景图像的特征,确定预览图像中的场景对应的构图信息。其中,该构图信息中包括但不限于:构图类型信息。After the first subject image and the first scene image are identified, the features of the first subject image (ie, the first feature) and the features of the first scene image (ie, the second feature) are respectively extracted, and then according to the features of the first subject image Based on the features of the first scene image, composition information corresponding to the scene in the preview image is determined. Wherein, the composition information includes but not limited to: composition type information.
其中,所提取的特征(包括第一特征和第二特征)包括但不限于:SIFT(Scale-invariant feature transform,尺度不变特征变换)特征、角点特征(可采用Harris焦点检测法进行检测)、轮廓线特征等。Wherein, the extracted features (comprising the first feature and the second feature) include but are not limited to: SIFT (Scale-invariant feature transform, scale-invariant feature transform) feature, corner feature (can be detected by Harris focus detection method) , contour features, etc.
步骤104、根据获取到的构图信息,输出拍照提示信息。Step 104, outputting prompt information for taking photos according to the acquired composition information.
在确定预览图像中的场景对应的构图信息后,移动终端根据该构图信息,输出能够引导用户拍摄出效果较好的照片的提示信息,使用户能够根据提示信息进行。After determining the composition information corresponding to the scene in the preview image, the mobile terminal outputs prompt information that can guide the user to take a photo with better effect according to the composition information, so that the user can proceed according to the prompt information.
在本发明实施例中,根据预览图像中主体图像的特征和除主体图像之外的场景图像的特征,来确定与预览图像中的场景适配的构图类型,从而进行拍摄提示,以使用户能够根据拍摄提示拍摄出效果好的照片,提高用户的满足感。In the embodiment of the present invention, according to the characteristics of the subject image in the preview image and the characteristics of the scene images other than the subject image, the composition type suitable for the scene in the preview image is determined, so as to give shooting prompts, so that the user can Take photos with good effects according to the shooting prompts to improve user satisfaction.
具体地,在根据第一主体图像的第一特征和第一场景图像的第二特征,获取构图信息时,可将第一特征和第二特征输入至预设的构图判别器,获取预览图像对应的构图信息。Specifically, when obtaining composition information according to the first feature of the first subject image and the second feature of the first scene image, the first feature and the second feature can be input to a preset composition discriminator to obtain the preview image corresponding composition information.
其中,该构图判别器是基于不同构图类型的样本图像,训练得到的用于输出构图信息的判别器。对于判别器具体的训练过程将在下文进行描述。Wherein, the composition discriminator is a discriminator trained based on sample images of different composition types for outputting composition information. The specific training process for the discriminator will be described below.
在第一特征和第二特征输入该构图判别器后,该构图判别器能够根据以往的训练结果,输出适用于预览图像中的场景的构图类型信息。After the first feature and the second feature are input to the composition discriminator, the composition discriminator can output composition type information suitable for the scene in the preview image according to previous training results.
其中,这里所述的构图类型包括但不限于:三分构图法、对角线构图法、s型曲线构图法以及现有技术中的其他构图方法。Wherein, the composition types mentioned here include but not limited to: thirds composition method, diagonal composition method, S-curve composition method and other composition methods in the prior art.
具体地,本发明实施例中,在根据第一主体图像的第一特征和第一场景图像的第二特征,获取构图信息之前,该辅助拍照的方法还包括:Specifically, in this embodiment of the present invention, before obtaining composition information according to the first feature of the first subject image and the second feature of the first scene image, the method for assisting in taking photos further includes:
获取预览图像的深度图,将深度图中的第一主体图像和第一场景图像进行分离,分别提取第一主体图像的第一特征和第一场景图像的第二特征。A depth map of the preview image is obtained, the first subject image and the first scene image in the depth map are separated, and the first feature of the first subject image and the second feature of the first scene image are respectively extracted.
其中,对于预览图像的深度图,本发明实施例可利用移动终端上的双摄像头进行获取,也可采用其他可行方式进行获取。Wherein, for the depth map of the preview image, the embodiment of the present invention may use dual cameras on the mobile terminal to obtain it, or may use other feasible ways to obtain it.
其中,在深度图中,像素点越暗表示其离移动终端的摄像头相机越近,越亮表示其离摄像头越远。一般,主体与主体周围景物的深度有比较明显的差异,因此可以比较快速地将两者分割开来。其中,在将深度图中的第一主体图像和第一场景图像进行分离时,可以采样分割算法进行分离,也可以采用其他可行方法进行分离。Wherein, in the depth map, the darker the pixel point is, the closer it is to the camera of the mobile terminal, and the brighter it is, the farther it is from the camera. Generally, there is a significant difference in the depth of the subject and the surrounding scenery, so the two can be separated relatively quickly. Wherein, when separating the first subject image and the first scene image in the depth map, a sampling segmentation algorithm may be used for separation, and other feasible methods may also be used for separation.
需要说明的是,在将预览图像中的整个场景都作为主体时,则不必进行图像分离的步骤。It should be noted that, when the entire scene in the preview image is used as the subject, the step of image separation is not necessary.
具体地,本发明实施例中,根据构图信息,输出拍照提示信息的步骤,包括:Specifically, in the embodiment of the present invention, the step of outputting prompt information for taking pictures according to the composition information includes:
根据述构图信息,确定第一主体图像对应的主体在预览图像中的目标位置;根据第一主体图像对应的主体在预览图像中当前的位置和大小,以及目标位置,确定移动终端的位置移动信息;根据该位置移动信息,输出用于引导用户通过移动该移动终端的位置使第一主体图像对应的主体处于目标位置的拍照提示信息。According to the composition information, determine the target position of the subject corresponding to the first subject image in the preview image; determine the position movement information of the mobile terminal according to the current position and size of the subject corresponding to the first subject image in the preview image, and the target position ; According to the position movement information, outputting prompt information for taking pictures to guide the user to move the position of the mobile terminal so that the subject corresponding to the first subject image is at the target position.
在获取构图信息后,确定主体应在预览图像中的位置(即目标位置)。然后根据主体当前的位置和大小,分析如何通过改变移动终端的位置,使主体处于目标位置。分析完成后,输出移动终端的位置移动信息,并根据该位置移动信息,输出引导用户拍照的提示信息,以使用户能够根据该提示信息,通过移动移动终端的位置,使主体处于目标位置,从而拍摄出效果好的照片。After the composition information is obtained, the position where the subject should be in the preview image (ie, the target position) is determined. Then according to the current position and size of the subject, analyze how to make the subject at the target position by changing the position of the mobile terminal. After the analysis is completed, output the position movement information of the mobile terminal, and output prompt information guiding the user to take pictures according to the position movement information, so that the user can move the position of the mobile terminal according to the prompt information, so that the subject is in the target position, thereby Take good photos.
其中,当主体处于目标位置时,移动终端会输出用于提示用户主体已处于目标位置的提示信息。Wherein, when the main body is at the target position, the mobile terminal will output prompt information for prompting the user that the main body is at the target position.
其中,移动终端的位置移动信息包括但不限于:向上移动、向下移动、向左移动、向右移动和/或翻转移动等。Wherein, the location movement information of the mobile terminal includes but is not limited to: moving up, moving down, moving to the left, moving to the right and/or flipping and so on.
具体地,本发明实施例中,构图判别器是预先通过机器学习算法训练好的,该构图判别器可以是神经网络模型,也可以是其他机器学习算法,本发明实施例对此不进行限定。其中,如图2所示,该构图判别器可通过如下步骤进行训练得到:Specifically, in the embodiment of the present invention, the composition discriminator is pre-trained through a machine learning algorithm, and the composition discriminator may be a neural network model or other machine learning algorithms, which is not limited in this embodiment of the present invention. Wherein, as shown in Figure 2, the composition discriminator can be obtained by training through the following steps:
步骤201、对每一帧样本图像标识上一标签。Step 201. Identify a label for each frame of sample image.
其中,不同的标签对应不同的构图类型。Wherein, different tags correspond to different composition types.
本发明实施例中,先通过一定数量的样本图像对构图判断其进行训练。这些样本图像的构图类型已知,并通过标签的形式对每一帧样本图像的构图类型进行标识,不同的构图类型对应不同的标签。该标签可以理解为一编号,如编号“1”表示三分构图法,编号“0”表示对角线构图法等,具体情况可根据实际需求确定。In the embodiment of the present invention, a certain number of sample images are used to train composition judgment. The composition types of these sample images are known, and the composition type of each frame of sample images is identified in the form of labels, and different composition types correspond to different labels. The label can be understood as a number, for example, the number "1" indicates the thirds composition method, and the number "0" indicates the diagonal composition method, etc. The specific situation can be determined according to actual needs.
步骤202、从每一帧样本图像中识别出第二主体图像与除第二主体图像之外的第二场景图像。Step 202, identifying a second subject image and a second scene image other than the second subject image from each frame of sample images.
在将样本数据输入构图判别器进行训练前,还需先从每一帧样本图像中识别出主体的图像(即第二主体图像)与主体周围的场景的图像(即第二场景图像)。Before inputting the sample data into the composition discriminator for training, it is necessary to identify the image of the subject (ie, the second subject image) and the images of the scene around the subject (ie, the second scene image) from each frame of sample images.
步骤203、分别提取第二主体图像的第三特征与第二场景图像的第四特征。Step 203, respectively extracting the third feature of the second subject image and the fourth feature of the second scene image.
在识别出主体的图像和主体周围的场景的图像后,将主体的图像和主体周围的场景的图像进行分离,然后分别提取主体的图像的特征(即第三特征)和主体周围的场景的图像的特征(即第四特征)。After identifying the image of the subject and the image of the scene around the subject, the image of the subject and the image of the scene around the subject are separated, and then the features of the image of the subject (ie, the third feature) and the images of the scene around the subject are respectively extracted feature (ie, the fourth feature).
其中,若主体为样本图像中呈现的整个场景,则仅提取主体的图像特征即可。Wherein, if the subject is the entire scene presented in the sample image, only the image features of the subject can be extracted.
步骤204、将第三特征和第四特征输入至构图判别器,对构图判别器进行训练。Step 204, input the third feature and the fourth feature to the composition discriminator, and train the composition discriminator.
在进行构图判别器训练时,将一帧一帧的样本图像的图像特征输入至构图判别器,使构图判别器分别对每一帧样本图像的构图类型进行学习。During the training of the composition discriminator, the image features of the sample images frame by frame are input to the composition discriminator, so that the composition discriminator can learn the composition type of each frame of the sample image respectively.
其中,构图判别器的输出为构图类型的标签,若输出的标签与学习的样本图像的标签总是一致,则说明构图判别器的计算精度良好;若输出的标签与样本图像被标记的标签总是不一致,则说明构图判别器的计算精度差,需对构图判别器进行调整。其中,每次当输出的标签与样本图像被标记的标签不一致时,构图判别器可根据误差,对构图判别器内的权值和阈值进行调整,以提高构图判别器的计算精度。Among them, the output of the composition discriminator is the label of the composition type. If the output label is always consistent with the label of the sample image learned, it means that the calculation accuracy of the composition discriminator is good; If it is inconsistent, it means that the calculation accuracy of the composition discriminator is poor, and the composition discriminator needs to be adjusted. Wherein, each time when the output label is inconsistent with the labeled label of the sample image, the composition discriminator can adjust the weights and thresholds in the composition discriminator according to the error, so as to improve the calculation accuracy of the composition discriminator.
综上所述,本发明实施例提供的辅助拍照的方法,根据预览图像中主体图像的特征和除主体图像之外的场景图像的特征,来确定与预览图像中的场景适配的构图类型,从而进行拍摄提示,以使用户能够根据拍摄提示拍摄出效果好的照片,提高用户的满足感。另外,该方法不需要用户具有摄像相关的知识,扩大了适用的人群范围,且该方法适用性强,不仅可以拍摄人像,还能拍摄各类物体、风景和近景特写等。To sum up, the method for assisting photographing provided by the embodiment of the present invention determines the type of composition adapted to the scene in the preview image according to the features of the subject image in the preview image and the features of the scene images other than the subject image, Thus, a shooting prompt is provided, so that the user can take a photo with a good effect according to the shooting prompt, and improve the satisfaction of the user. In addition, this method does not require users to have knowledge about photography, which expands the scope of applicable people, and the method has strong applicability, not only for portraits, but also for various objects, landscapes and close-up close-ups.
依据本发明实施例的另一个方面,提供了一种移动终端,该移动终端上设置有摄像头。According to another aspect of the embodiments of the present invention, a mobile terminal is provided, and the mobile terminal is provided with a camera.
如图3所示,该移动终端还包括:As shown in Figure 3, the mobile terminal also includes:
采集模块301,用于通过摄像头采集预览图像。The acquisition module 301 is configured to acquire a preview image through a camera.
识别模块302,用于从预览图像中识别出第一主体图像和除第一主体图像之外的第一场景图像。The identification module 302 is configured to identify the first subject image and the first scene image other than the first subject image from the preview image.
第一获取模块303,用于根据第一主体图像的第一特征和第一场景图像的第二特征,获取构图信息。The first acquiring module 303 is configured to acquire composition information according to the first feature of the first subject image and the second feature of the first scene image.
输出模块304,用于根据构图信息,输出拍照提示信息。The output module 304 is configured to output photographing prompt information according to the composition information.
进一步地,如图4所示,该第一获取模块303包括:Further, as shown in FIG. 4, the first acquisition module 303 includes:
第一获取单元3031,用于将第一特征和第二特征输入至预设的构图判别器,获取预览图像对应的构图信息。The first obtaining unit 3031 is configured to input the first feature and the second feature to a preset composition discriminator, and obtain composition information corresponding to the preview image.
其中,构图判别器是基于不同构图类型的样本图像,训练得到的用于输出构图信息的判别器。Wherein, the composition discriminator is a discriminator trained to output composition information based on sample images of different composition types.
进一步地,如图4所示,该移动终端还包括:Further, as shown in Figure 4, the mobile terminal also includes:
确定模块305,用于将预览图像中位于对焦焦点处的对象的图像,确定为第一主体图像。The determining module 305 is configured to determine the image of the object at the focal point in the preview image as the first subject image.
进一步地,如图4所示,该移动终端还包括:Further, as shown in Figure 4, the mobile terminal also includes:
第二获取模块306,用于获取预览图像的深度图。The second acquiring module 306 is configured to acquire the depth map of the preview image.
图像分离模块307,用于将深度图中的第一主体图像和第一场景图像进行分离。An image separation module 307, configured to separate the first subject image and the first scene image in the depth map.
特征提取模块308,用于分别提取第一主体图像的第一特征和第一场景图像的第二特征。The feature extraction module 308 is configured to extract the first feature of the first subject image and the second feature of the first scene image respectively.
进一步地,该移动终端上的摄像头为双摄像头。Further, the cameras on the mobile terminal are dual cameras.
如图4所示,该第二获取模块306包括:As shown in Figure 4, the second acquisition module 306 includes:
第二获取单元3061,用于通过双摄像头,获取预览图像的深度图。The second acquiring unit 3061 is configured to acquire the depth map of the preview image through the dual cameras.
进一步地,如图4所示,该输出模块304包括:Further, as shown in FIG. 4, the output module 304 includes:
第一确定单元3041,用于根据构图信息,确定第一主体图像对应的主体在预览图像中的目标位置。The first determining unit 3041 is configured to determine the target position of the subject corresponding to the first subject image in the preview image according to the composition information.
第二确定单元3042,用于根据第一主体图像对应的主体在预览图像中当前的位置和大小,以及目标位置,确定移动终端的位置移动信息。The second determining unit 3042 is configured to determine the position movement information of the mobile terminal according to the current position and size of the subject corresponding to the first subject image in the preview image and the target position.
输出单元3043,用于根据位置移动信息,输出用于引导用户通过移动移动终端的位置使第一主体图像对应的主体处于目标位置的拍照提示信息。The output unit 3043 is configured to output photographing prompt information for guiding the user to place the subject corresponding to the first subject image at the target position by moving the position of the mobile terminal according to the position movement information.
进一步地,构图判别器通过如下步骤基于不同构图类型的样本图像进行训练:Further, the composition discriminator is trained based on sample images of different composition types through the following steps:
对每一帧样本图像标识上一标签,其中,不同的标签对应不同的构图类型。A label is identified for each frame of the sample image, where different labels correspond to different composition types.
从每一帧样本图像中识别出第二主体图像与除第二主体图像之外的第二场景图像。A second subject image and a second scene image other than the second subject image are identified from each frame of sample images.
分别提取第二主体图像的第三特征与第二场景图像的第四特征。The third feature of the second subject image and the fourth feature of the second scene image are respectively extracted.
将第三特征和第四特征输入至构图判别器,对构图判别器进行训练。The third feature and the fourth feature are input to the composition discriminator, and the composition discriminator is trained.
综上所述,本发明实施例提供的移动终端,根据预览图像中主体图像的特征和除主体图像之外的场景图像的特征,来确定与预览图像中的场景适配的构图类型,从而进行拍摄提示,以使用户能够根据拍摄提示拍摄出效果好的照片,提高用户的满足感。另外,该方法不需要用户具有摄像相关的知识,扩大了适用的人群范围,且该方法适用性强,不仅可以拍摄人像,还能拍摄各类物体、风景和近景特写等。To sum up, the mobile terminal provided by the embodiment of the present invention determines the composition type adapted to the scene in the preview image according to the features of the subject image in the preview image and the features of the scene images other than the subject image, so as to perform Shooting prompts, so that users can take photos with good effects according to the shooting prompts, and improve user satisfaction. In addition, this method does not require users to have knowledge about photography, which expands the scope of applicable people, and the method has strong applicability, not only for portraits, but also for various objects, landscapes and close-up close-ups.
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,用于通过摄像头采集预览图像;从预览图像中识别出第一主体图像和除第一主体图像之外的第一场景图像;根据第一主体图像的第一特征和第一场景图像的第二特征,获取构图信息;根据构图信息,输出拍照提示信息。The processor 510 is configured to collect a preview image through a camera; identify a first subject image and a first scene image other than the first subject image from the preview image; The second feature of the method is to obtain composition information; according to the composition information, output photo-taking prompt information.
本发明实施例中,根据预览图像中主体图像的特征和除主体图像之外的场景图像的特征,来确定与预览图像中的场景适配的构图类型,从而进行拍摄提示,以使用户能够根据拍摄提示拍摄出效果好的照片,提高用户的满足感。另外,该方法不需要用户具有摄像相关的知识,扩大了适用的人群范围,且该方法适用性强,不仅可以拍摄人像,还能拍摄各类物体、风景和近景特写等。In the embodiment of the present invention, according to the characteristics of the subject image in the preview image and the characteristics of the scene images other than the subject image, the composition type suitable for the scene in the preview image is determined, so as to give shooting prompts, so that the user can according to Shooting Tips Take good photos and improve user satisfaction. In addition, this method does not require users to have knowledge about photography, which expands the scope of applicable people, and the method has strong applicability, not only for portraits, but also for various objects, landscapes and close-up close-ups.
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执行时实现上述辅助拍照的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 The various processes of the above embodiments of the method for assisting photographing are 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辅助拍照的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 method embodiment for assisting photographing is realized, and the same effect can be achieved. Technical effects, in order to avoid repetition, will not be repeated 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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