CN106547891A - For the quick visualization method of the pictured text message of palm display device - Google Patents
For the quick visualization method of the pictured text message of palm display device Download PDFInfo
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Abstract
本发明提供了一种针对掌上显示设备的图片化文本信息的快速可视化方法,包括以下步骤:(1)通过掌上显示设备获取带有文本信息的图片;(2)将步骤(1)中的图片化的文本信息转化成数字化的文本信息,得到孤立的字符片段;(3)用户从步骤(2)得到的孤立的字符片段中选取期望的字符片段,并将选取得到的字符片段与期望的维度对应起来;(4)将步骤(3)中获取的维度以及对应的数据进行图形可视化;本发明方法弥补了在图片化文本信息快速可视化这一研究领域的空白,让更多的人可以利用可视化工具去加快数据的理解,去更好地对数据进行传播,同时本发明也丰富了我们获取数据的渠道,使更多现实世界里面的数据变得唾手可得。
The present invention provides a fast visualization method for pictorial text information aimed at a palm display device, comprising the following steps: (1) obtaining a picture with text information through a palm display device; (2) converting the picture in step (1) to (3) The user selects the desired character segment from the isolated character segment obtained in step (2), and combines the selected character segment with the desired dimension Correspond; (4) Visualize the dimensions and corresponding data obtained in step (3); the method of the present invention makes up for the gap in the research field of rapid visualization of pictorial text information, allowing more people to use visualization The tool is used to speed up the understanding of data and to better disseminate data. At the same time, the present invention also enriches the channels for us to obtain data, making more data in the real world readily available.
Description
技术领域technical field
本发明涉及数据可视化技术领域,特别涉及一种针对掌上显示设备的图片化文本信息的快速可视化方法。The invention relates to the technical field of data visualization, in particular to a fast visualization method for pictorial text information of a handheld display device.
背景技术Background technique
在日常生活中,我们会接触到很多图片化的文本信息,比如牛奶包装上的营养成分信息,书籍里面的文章和移动营业厅海报上的话费套餐信息等。直接通过阅读文本的方式去获取里面的有效信息通常比较低效,尤其是涉及到多份数据相互比较的时候。In our daily life, we come across a lot of pictorial text information, such as nutritional information on milk packaging, articles in books, and phone bill package information on posters in mobile business halls. It is usually inefficient to directly obtain the effective information in the text by reading the text, especially when multiple data are compared with each other.
可视化是解决此类问题的最有效的工具之一,可视化(Visualization)是利用计算机图形学和图像处理技术,将数据转换成图形或图像在屏幕上显示出来,并进行交互处理的理论、方法和技术。它涉及到计算机图形学、图像处理、计算机视觉、计算机辅助设计等多个领域,成为研究数据表示、数据处理、决策分析等一系列问题的综合技术。目前正在飞速发展的虚拟现实技术也是以图形图像的可视化技术为依托的。Visualization is one of the most effective tools to solve such problems. Visualization is the theory, method and method of using computer graphics and image processing technology to convert data into graphics or images and display them on the screen for interactive processing. technology. It involves many fields such as computer graphics, image processing, computer vision, and computer-aided design, and has become a comprehensive technology for studying a series of issues such as data representation, data processing, and decision analysis. The virtual reality technology that is currently developing rapidly is also based on the visualization technology of graphics and images.
可视化可以快速地帮助人们理解数据里面包含的有效信息,同时也可以有效辅助人们进行多组数据之间的相互比较。然而,现有的可视化工具多数都只支持数字化的数据,并不能直接支持上述现实世界中的图片化的信息的可视化。可视化上述图片化的信息需要先借助字符识别的工具将字符数字化,然后将其转换成可视化工具可用的结构化数据,最后用可视化工具对结构化的数据进行可视化。完成上述步骤需要计算机及可视化领域的专业知识,这大大提高了普通用户使用可视化技术的门槛。Visualization can quickly help people understand the effective information contained in the data, and it can also effectively assist people in comparing multiple sets of data. However, most of the existing visualization tools only support digital data, and cannot directly support the visualization of the above-mentioned pictorial information in the real world. To visualize the above-mentioned pictorial information, it is necessary to first digitize the characters with the help of character recognition tools, then convert them into structured data that can be used by visualization tools, and finally use visualization tools to visualize the structured data. Completing the above steps requires professional knowledge in the field of computer and visualization, which greatly increases the threshold for ordinary users to use visualization technology.
OCR(Optical Character Recognition,光学字符识别)是指电子设备(例如扫描仪或数码相机)检查纸上打印的字符,通过检测暗、亮的模式确定其形状,然后用字符识别方法将形状翻译成计算机文字的过程;即,针对印刷体字符,采用光学的方式将纸质文档中的文字转换成为黑白点阵的图像文件,并通过识别软件将图像中的文字转换成文本格式,供文字处理软件进一步编辑加工的技术。如何除错或利用辅助信息提高识别正确率,是OCR最重要的课题,ICR(Intelligent Character Recognition)的名词也因此而产生。衡量一个OCR系统性能好坏的主要指标有:拒识率、误识率、识别速度、用户界面的友好性,产品的稳定性,易用性及可行性等。OCR (Optical Character Recognition, Optical Character Recognition) means that an electronic device (such as a scanner or a digital camera) checks characters printed on paper, determines its shape by detecting dark and bright patterns, and then uses character recognition to translate the shape into a computer The process of text; that is, for printed characters, the text in the paper document is converted into a black and white dot matrix image file by optical means, and the text in the image is converted into a text format by recognition software for further processing by word processing software Editing technology. How to debug or use auxiliary information to improve the accuracy of recognition is the most important topic of OCR, and the term ICR (Intelligent Character Recognition) was born because of this. The main indicators to measure the performance of an OCR system are: rejection rate, false recognition rate, recognition speed, user interface friendliness, product stability, usability and feasibility, etc.
另一方面,随着智能手机领域的高速发展,目前智能手机的高分辨率的摄像头和显示屏,强劲的CPU及灵敏的触摸响应已经使得它可以很好地支持很多之前只能在个人电脑上才能完成的任务。我们完全可以借助智能手机的拍照功能去获取现实世界中的各种信息,然后借助其强大的处理器对这些信息进行处理,进而对信息进行展示、分享。On the other hand, with the rapid development of the smart phone field, the high-resolution camera and display screen, strong CPU and sensitive touch response of the current smart phone have enabled it to support many things that were previously only available on personal computers. task to be completed. We can use the camera function of smartphones to obtain various information in the real world, and then process the information with the help of its powerful processor, and then display and share the information.
综上所述,目前还没有有效将实体图片上的数据可视化的方法和装置。To sum up, there is currently no method and device for effectively visualizing data on entity images.
发明内容Contents of the invention
本发明提供了一种针对掌上显示设备的图片化文本信息的快速可视化方法,弥补在图片化文本信息快速可视化的空白,从而更有效地进行数据传播,同时还富了获取数据的渠道。The present invention provides a fast visualization method for pictorial text information aimed at a handheld display device, which makes up for the gap in the rapid visualization of pictorial text information, thereby more effectively disseminating data and enriching channels for obtaining data.
一种针对掌上显示设备的图片化文本信息的快速可视化方法,其特征在于,包括以下步骤:A fast visualization method for pictorial text information of a handheld display device, characterized in that it comprises the following steps:
(1)通过掌上显示设备获取带有文本信息的图片;(1) Obtain a picture with text information through a handheld display device;
通过掌上显示设备,例如智能手机对图片化的文本信息进行拍照,获取原始的带有文本信息的图片,将数据从物理世界中复制到手机存储内。Use a handheld display device, such as a smart phone, to take pictures of the pictured text information, obtain the original picture with the text information, and copy the data from the physical world to the mobile phone storage.
(2)将步骤(1)中的图片化的文本信息转化成数字化的文本信息,得到孤立的字符片段;(2) converting the pictorial text information in step (1) into digitized text information to obtain isolated character fragments;
(3)用户从步骤(2)得到的孤立的字符片段中选取期望的字符片段,并将选取得到的字符片段与期望的维度对应起来;(3) The user selects desired character segments from the isolated character segments obtained in step (2), and corresponds the selected character segments to desired dimensions;
(4)将步骤(3)中获取的维度以及对应的数据进行图形可视化。(4) Graphically visualize the dimension and corresponding data obtained in step (3).
为了适用于常见的生活领域,优选的,步骤(3)中,所述的维度包括名称、类型以及对应的单位。In order to be applicable to common life fields, preferably, in step (3), the dimension includes name, type and corresponding unit.
为了方便用户操作,优选的,步骤(3)中,期望的维度是用户选择确定、通过掌上显示设备预存的判断模块自动判断或是通过掌上显示设备预存的判断模块自动判断后再由用户选择确定。In order to facilitate the user's operation, preferably, in step (3), the desired dimension is determined by the user's choice, automatically judged by the judgment module prestored in the palm display device, or automatically judged by the judgment module prestored in the palm display device and then determined by the user. .
为了便于实现本发明方法,优选的,步骤(2)中,通过光学字符识别软件对图片化的文本信息转化成数字化的文本信息。In order to facilitate the implementation of the method of the present invention, preferably, in step (2), the imaged text information is converted into digitized text information by optical character recognition software.
为了提高图片文字的提取效果,优选的,步骤(2)中,将步骤(1)中的图片化的文本信息转化成数字化的文本信息前,对步骤(1)得到图片进行校正。In order to improve the extraction effect of the picture text, preferably, in step (2), before converting the pictured text information in step (1) into digitized text information, the picture obtained in step (1) is corrected.
进一步优选的,对步骤(1)得到图片采用开源计算机视觉库进行校正。Further preferably, the image obtained in step (1) is corrected using an open source computer vision library.
具体的,步骤(2)可以通过以下方式完成操作:Specifically, step (2) can be completed in the following ways:
用户将步骤(1)拍照获取到的图片上传到云端服务器,然后,服务器端使用OpenCV(Open Source Computer Vision Library,是一个跨平台的计算机视觉库)对图片进行校正(摆正字符的位置、提高字符的清晰度等),以提高OCR识别的准确率;接着,服务器端借助光学字符识别(OCR,Optical Character Recognition)技术将图片中的字符转化成计算机可以识别的数字化字符信息,并将识别的结果回传给用户;最后,用户看到识别的结果后,可以手动地在OCR识别的基础上进一步对错误的识别结果进行修正;The user uploads the picture obtained in step (1) to the cloud server, and then, the server uses OpenCV (Open Source Computer Vision Library, which is a cross-platform computer vision library) to correct the picture (correct the position of the characters, improve clarity of characters, etc.) to improve the accuracy of OCR recognition; then, the server uses Optical Character Recognition (OCR, Optical Character Recognition) technology to convert the characters in the picture into digital character information that can be recognized by the computer, and the recognized The result is sent back to the user; finally, after seeing the recognition result, the user can further correct the wrong recognition result manually on the basis of OCR recognition;
具体的,步骤(3)可以通过以下方式完成操作:Specifically, step (3) can be completed in the following ways:
步骤(2)会生成一些孤立的字符片段,用户可以先选择一个维度(维度一般选择2个或者3个,以对应xy坐标系以及xyz坐标系),然后任意选取其中的一些片段,作为对应维度的数据,指定它们所对应的维度的名字、类型、单位等基本信息。Step (2) will generate some isolated character fragments. The user can first select a dimension (two or three dimensions are generally selected to correspond to the xy coordinate system and the xyz coordinate system), and then arbitrarily select some of the fragments as the corresponding dimension data, specify the basic information such as the name, type, and unit of their corresponding dimensions.
本发明方法还可以设计一些辅助策略来加速用户对数据的选取。同时对于用户选取的某个片段集合,也会根据该集合内片段包含的数据内容自动地对其类型、单位进行预判断,如果识别到一些常用的单位,还支持单位之间的转换,从而加快用户对单个维度的设置。此外,我们的方法还允许用户对已有的数据维度进行代数操作,生成新的维度。The method of the present invention can also design some auxiliary strategies to speed up the user's selection of data. At the same time, for a fragment set selected by the user, it will automatically pre-judge its type and unit according to the data content contained in the fragment in the collection. If some commonly used units are recognized, it also supports conversion between units, thereby speeding up User settings for a single dimension. In addition, our method allows users to perform algebraic operations on existing data dimensions to generate new dimensions.
本发明的有益效果:Beneficial effects of the present invention:
弥补了在图片化文本信息快速可视化这一研究领域的空白,架起物理世界中的文本信息和数字世界中的可视化技术之间的桥梁,推广后可以大大增加可视化技术的受众,让更多的人可以利用可视化工具去加快数据的理解,去更好地对数据进行传播,同时本发明也丰富了我们获取数据的渠道,使更多现实世界里面的数据变得唾手可得。It fills the gap in the research field of fast visualization of pictorial text information, and builds a bridge between text information in the physical world and visualization technology in the digital world. After promotion, it can greatly increase the audience of visualization technology and let more people People can use visualization tools to speed up the understanding of data and to better disseminate data. At the same time, the present invention also enriches the channels for us to obtain data, making more data in the real world readily available.
附图说明Description of drawings
图1是本发明的针对掌上显示设备的图片化文本信息的快速可视化方法的流程图。FIG. 1 is a flow chart of the method for quickly visualizing pictorial text information on a handheld display device according to the present invention.
图2是通过智能手机获取原始的带有文本信息的图片。Figure 2 is the original picture with text information obtained through a smart phone.
图3是用户得到的一些孤立的字符片段。Figure 3 is some isolated character fragments that the user gets.
图4是用户对图3中的字符片段进行选择的结果示意图。FIG. 4 is a schematic diagram of the result of the user selecting the character segment in FIG. 3 .
图5是图4中选中的带色背景的维度的属性设置界面示意图。Fig. 5 is a schematic diagram of the property setting interface of the dimension with colored background selected in Fig. 4 .
图6是图4中选中的带色背景的维度的属性设置界面示意图。FIG. 6 is a schematic diagram of the attribute setting interface of the dimension with colored background selected in FIG. 4 .
图7是对图4中选中的带色背景的维度进行各行选取的结果示意图。FIG. 7 is a schematic diagram of the results of selecting rows for the dimensions of the colored background selected in FIG. 4 .
图8是对图7中选中的带色背景的维度进行单位转换的结果示意图。FIG. 8 is a schematic diagram of the unit conversion result of the dimensions of the colored background selected in FIG. 7 .
图9是对图8中选中的两个维度进行代数操作的初始界面示意图。Fig. 9 is a schematic diagram of the initial interface for performing algebraic operations on the two dimensions selected in Fig. 8 .
图10是对图8中选中的两个维度进行代数操作的操作示意图。FIG. 10 is a schematic diagram of an algebraic operation performed on the two dimensions selected in FIG. 8 .
图11是图10代数操作的结果示意图。Fig. 11 is a schematic diagram of the result of the algebraic operation in Fig. 10 .
图12是进入横轴维度选取模式的手势示意图。FIG. 12 is a schematic diagram of a gesture for entering the selection mode of the horizontal axis dimension.
图13是进入纵轴维度选取模式的手势示意图。Fig. 13 is a schematic diagram of a gesture for entering the vertical axis dimension selection mode.
图14是复位操作的手势示意图。Fig. 14 is a schematic diagram of a gesture of a reset operation.
图15是添加分组操作的手势示意图。Fig. 15 is a schematic diagram of a gesture for adding a group operation.
图16是图11中数据的柱状图可视化结果示意图。FIG. 16 is a schematic diagram of the histogram visualization result of the data in FIG. 11 .
图17是图11中数据的折线图可视化结果示意图。FIG. 17 is a schematic diagram of the line chart visualization result of the data in FIG. 11 .
图18是修改图17中可视化结果标题的结果示意图。FIG. 18 is a schematic diagram of the result of modifying the title of the visualization result in FIG. 17 .
具体实施方式detailed description
下面结合附图详细描述本发明。The present invention will be described in detail below in conjunction with the accompanying drawings.
本实施例的针对掌上显示设备的图片化文本信息的快速可视化方法,The fast visualization method for the pictorial text information of the handheld display device in this embodiment,
如图1所示,包括如下步骤:As shown in Figure 1, it includes the following steps:
步骤1:用智能手机获取图片化的文本信息:Step 1: Use a smartphone to obtain textual information in pictures:
通过智能手机对图片化的文本信息进行拍照,获取原始的带有文本信息的图片,如图2所示,将数据从物理世界中复制到手机存储内;Take pictures of the pictorial text information through the smartphone to obtain the original picture with the text information, as shown in Figure 2, and copy the data from the physical world to the mobile phone storage;
步骤2:采用OCR技术对获取到的图片中的字符进行识别,具体过程如下:Step 2: Use OCR technology to recognize the characters in the obtained picture, the specific process is as follows:
首先,用户将拍照获取到的图片上传到云端服务器;然后,服务器端使用OpenCV(Open Source Computer Vision Library,是一个跨平台的计算机视觉库)对图片进行校正(摆正字符的位置、提高字符的清晰度等),以提高OCR识别的准确率;接着,服务器端借助光学字符识别(OCR,Optical Character Recognition)技术将图片中的字符转化成计算机可以识别的数字化字符信息,并将识别的结果回传给用户;最后,用户看到识别的结果后,可以手动地在OCR识别的基础上进一步对错误的识别结果进行修正;First, the user uploads the pictures obtained by taking photos to the cloud server; then, the server uses OpenCV (Open Source Computer Vision Library, which is a cross-platform computer vision library) to correct the pictures (correct the position of the characters, improve the accuracy of the characters). clarity, etc.) to improve the accuracy of OCR recognition; then, the server uses Optical Character Recognition (OCR, Optical Character Recognition) technology to convert the characters in the picture into digital character information that can be recognized by the computer, and returns the recognition result to Pass it to the user; finally, after seeing the recognition result, the user can manually further correct the wrong recognition result on the basis of OCR recognition;
步骤3:对OCR识别的结果进行结构化:Step 3: Structure the results of OCR recognition:
步骤2可以识别图片中的字符,但是不能自动获取这些字符片段之间的关联,用户得到的只是一些孤立的字符片段,如图3所示。Step 2 can recognize the characters in the picture, but cannot automatically obtain the association between these character fragments, and what the user gets is only some isolated character fragments, as shown in Figure 3.
首先用户首先选择维度,如图3底部的前两个图标分别对应纵轴和横轴两个维度;First, the user first selects the dimension, as shown in Figure 3. The first two icons at the bottom correspond to the two dimensions of the vertical axis and the horizontal axis respectively;
然后任意选取其中的一些片段,作为选定维度的数据,指定它们所对应的维度的名字、类型、单位等基本信息。如4和6所示,带色背景(图中为浅色部分,实际可以设置成任一种颜色,例如黄色)的那些字符片段被选中,我们指定属性名为“费用”,属性类别为“类别型”,单位为“$”。Then arbitrarily select some fragments as the data of the selected dimension, and specify the basic information such as the name, type, and unit of their corresponding dimension. As shown in 4 and 6, those character fragments with colored background (the light-colored part in the figure, which can actually be set to any color, such as yellow) are selected, and we specify the attribute name as "expense" and the attribute category as " Category type", the unit is "$".
本方法还带有辅助策略来加速用户对数据的选取,隔行选取步骤如下:This method also has an auxiliary strategy to speed up the user's selection of data. The steps of interlaced selection are as follows:
选中图4中的带色背景(图中为深色部分,实际可以设置成任一种颜色,以区别费用这一列,例如蓝色)片段后,设置起点为0(从0开始),每2个片段选一个(如图5所示),就得到了如图7所示的隔行选取的效果。After selecting the colored background in Figure 4 (the dark part in the figure, it can actually be set to any color to distinguish the cost column, such as blue), set the starting point to 0 (starting from 0), and every 2 Select one of the segments (as shown in Figure 5), and the effect of interlaced selection as shown in Figure 7 is obtained.
同时对于用户选取的某个片段集合,还可以根据该集合内片段包含的数据内容自动地对其类型、单位进行预判断,如果识别到一些常用的单位,还支持单位之间的转换,从而加快用户对单个维度的设置,自动判断步骤如下:At the same time, for a fragment set selected by the user, it can also automatically pre-judge its type and unit according to the data content contained in the fragment in the collection. If some commonly used units are recognized, it also supports conversion between units, thereby speeding up The user sets a single dimension, and the automatic judgment steps are as follows:
如图5所示,自带的识别系统自动地判断所选数据为数值型,提取了单位m和g并给出了两者间的转换比例。此外,本方法还允许用户对已有的数据维度进行代数操作,生成新的维度。如图9~11所示,通过将费用维度和流量维度进行除法运算,我们可以得到网络流量的单价维度。As shown in Figure 5, the built-in recognition system automatically judges that the selected data is numerical, extracts the units m and g and gives the conversion ratio between the two. In addition, this method also allows users to perform algebraic operations on existing data dimensions to generate new dimensions. As shown in Figures 9-11, by dividing the cost dimension and the traffic dimension, we can obtain the unit price dimension of network traffic.
此外,针对手机屏幕图标小容易误点的特点,本发明方法还添加了对手势操作的支持,如图12~15所示,圆点表示手势的起点,四个手势分别对应进入横轴维度选取模式、进入纵轴维度选取模式、复位、添加分组这四种操作。In addition, in view of the characteristics of small icons on the mobile phone screen and easy misclicking, the method of the present invention also adds support for gesture operations. As shown in Figures 12 to 15, the dot indicates the starting point of the gesture, and the four gestures respectively enter the horizontal axis dimension selection mode , enter the vertical axis dimension selection mode, reset, and add grouping four operations.
步骤4:设计最终的可视化作品Step 4: Design the final visualization
根据步骤3中绑定到两个维度中的数据类型,自动推荐可视化方案及可视编码选项供用户选择、修改及分享。如图16~18所示,本方法针对该数据推荐了柱状图和折线图两种可视化编码方式,并提供了多种配色供用户选择,用户还可以对这个可视化作品的标题进行修改。According to the data types bound to the two dimensions in step 3, the visualization scheme and visual coding options are automatically recommended for users to select, modify and share. As shown in Figures 16-18, this method recommends two visual encoding methods for the data, bar chart and line chart, and provides a variety of color schemes for users to choose, and users can also modify the title of this visualization work.
本发明通过将智能手机和图片化的文本信息的可视化任务进行结合,很好地弥补了在图片化文本信息快速可视化这一研究领域的空白,架起物理世界中的文本信息和数字世界中的可视化技术之间的桥梁。通过本发明的应用,用户只需要一部智能手机即可完成从图片化的文本信息到最终可视化作品的所有步骤,大大降低了可视化应用的门槛,推广后可以大大增加可视化技术的受众,让更多的人可以利用可视化工具去加快数据的理解,去更好地对数据进行传播。同时本发明也丰富了我们获取数据的渠道,使更多现实世界里面的数据变得唾手可得。By combining the visualization tasks of smartphones and pictorial text information, the present invention makes up for the gap in the research field of rapid visualization of pictorial text information, and bridges the gap between text information in the physical world and the digital world. A bridge between visualization technologies. Through the application of the present invention, users only need a smart phone to complete all the steps from the pictorial text information to the final visualization work, which greatly reduces the threshold of visualization applications, and can greatly increase the audience of visualization technology after promotion, allowing more More people can use visualization tools to speed up data understanding and better disseminate data. At the same time, the present invention also enriches the channels for us to obtain data, making more data in the real world readily available.
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