扫描文字,结果以图片格式(.bmp)存入电脑。然后使用orc识别系统进行转换,最终用word进行修改编辑Scanning text, the resultsin picture format (.Bmp) into the computer. The orcidentification system is then used to convert and eventuallyedit it with word
Scanning text, the results in picture format (.Bmp) into thecomputer. The ORC identification system is then used to convertand eventually edit it with WORD. Here' s how to use ORC:OCR is the abbreviation of English Optical Character
Recognition, translated into Chinese means to recognize textthrough optical technology. It is an important aspect ofautomatic recognition technology research and application. Itis a software that can automatically input text into a computer.It is the main software supporting the scanner. It belongs tothe category of non keyboard input, and needs the image inputequipment, which mainly matches with the scanner. Now OCRmainly refers to the text recognition software, before 1996,Thunis began Chinese collocation recognition software, scannerand OCR software on the market has been sold separately,professional OCR software is paying about henashi baked oystercap Ren Ping Hung toad sent widows K cavity Ping Yuan Rong thereal milk under direct Ling CR the software has been upgraded,the scanner vendors now have professional OCR softwarecollocation production sale scanner. The rapid development ofOCR technology is closely related to the extensive use ofscanners. In the past two years, with the gradualpopularization of scanners and the improvement of OCRtechnology, OCR has become the right assistant for most scanner
users.
I. the development of OCR Technology
Since early 1960s the first generation of OCR products, after30 years of continuous development and improvement, includinga variety of research on OCR technology of handwriting has maderemarkable achievements, people on the functional requirementsof OCR products from the original only pay attention to therecognition rate, to the development of the whole OCR systemidentification speed and user friendly interface, simpleoperation, product stability, adaptability, reliability andscalability, the pre-sale customer service service quality andother aspects put forward higher requirements.
IBM company first developed OCR products, and in 1965, at theNew York world fair, exhibited the OCR products of IBM company-- IBMl287. At that time, the product could only recognizeprinted numerals, English letters and some symbols, and mustbe of the specified font. At the end of 1960s, Hitachi companyand Fujitsu Corporation were also developed their own OCRproducts. The world' s first automatic postal sorting system forhandwritten zip code recognition was developed by the ToshibaCo, Japan, and two years later, NEC launched the same system.By 1974, the automatic sorting rate of letters reached about92%, and it was widely used in the postal system, and playeda better role. In 1983, the Japanese Toshiba Co issued its OCRsystem for identifying printed Chinese characters, OCRV595,with a recognition rate of 70~100 characters per second, witha recognition rate of 99.5%. Since then, Toshiba Co has startedthe research work of handwritten Chinese characters
recognition.
In the aspect of OCR technology research Chinese startsrelatively late, in 1970s began to study English numbers,letters and symbols recognition technology, at the endof 1970sbegan to study Chinese characters recognition. In 1986, theNational 863 program information field organized three unitsof Tsinghua University, Beijing Institute of InformationEngineering and Shenyang Automation Institute to jointlydevelop the Chinese OCR software. To 1989, Tsinghua Universitypioneered the first Chinese OCR software - Tsinghua TH-OCR1.0version, so far, the Chinese OCR officially moved from thelaboratory to the market. The OCR printed Chinese characterrecognition software of Qinghua University has also introducedTH-OCR 92 high performance practical simplified/traditional,multi font and multi-function printed Chinese characterrecognition system, which has made great progress in printedChinese character recognition technology. To the 1994 launchof the TH-OCR 94 high performance Chinese English mixed printedtext recognition system, has been identified as "experts athome and abroad is introduced for the first time in Chinese andEnglish mixed printed text recognition system, the overallinternational leading level". In late 90s of last century, theDepartment of electronic engineering of Tsinghua Universityproposed and conducted a comprehensive study of Chinesecharacters recognition, the Chinese characters recognitiontechnology in printed text, handwritten Chinese charactersrecognition, handwritten Chinese characters recognition andhandwritten symbol recognition and other fields has madeimportant achievements comprehensively. Representative of theresults is the TH-OCR 97 integrated Chinese characters
recognition system, it can complete multilingual (Chinese,English and Japanese) printed text, handwritten Chinesecharacters, handwritten Chinese characters and handwrittendigit recognition. Over the past few years, in addition toQinghua Tong TH-OCR, other OCR software, such as Shang Shu,SH-OCR and other styles have also come out, and the Chinese OCRmarket has steadily expanded, users all over the world.It can be said that the printing OCR recognition technology hasreached a high level. OCR products have evolved from earlyidentification of only printed numerals, letters and symbolsto automatic layout analysis and form recognition,
Mixed text, font, size, horizontal and vertical multi mixedrecognition powerful computer information fast entry tool. Therecognition rate of printed Chinese characters is more than 98%,even if the printing quality is poor, the recognition rate ofprinted Chinese characters reaches more than 95%. Can identifythe song, bold, italics, etc. a variety of fonts fangsongtisimplified, and can be identified for a variety of fonts,different font size mixed typesetting, recognition ofhandwritten Chinese characters on the rate of more than 70%.Especially after ten years of hard work Chinese characters ofOCR in our country started late, overcome the enormousdifficulties such as Chinese characters character sets, wordrecognition speed (completed in unit time from featureextraction to identify the output words can reach 70 words persecond) or above. As the printed OCR Chinese characterrecognition technology has been more mature, OCR products arewidely used in the press, printing, publishing, libraries,office automation and other industries.
Professional OCR products are geared to a specific industry,which is suitable for departments that need to process a largeamount of form information every day, such as postal service,taxation, customs, statistics and so on. This specific industryoriented professional OCR system, the format is fixed,identifying the character set is relatively small, often usedin combination with the input of special equipment, so it hasfast speed, high efficiency, such as mail sorting system etc. .Handwritten text recognition was not introduced until 1996 and1997, and was provided as an additional feature of printed textrecognition products. The habit of writing different freehandwriting recognition is very difficult, so the use of thefield of handwritten OCR technology is on-line handwritingrecognition, namely while writing, while computer recognition,is a real-time identification method.
Two, the basic principles of OCR
In brief, the basic principle of OCR is to input an image ofa document to a computer through a scanner, and then take outthe image of each text by the computer and convert it into thecoding of Chinese characters. The specific work process is thatthe scanner converts the light signal of the manuscript intoan electrical signal through a charge coupled device CCD, andconverts the analog to digital signal to the computer throughthe analogto digital converter. The computer accepts a digitalimage of the manuscript. The Chinese characters on the imagemay be printed Chinese characters or handwritten Chinesecharacters, and then the Chinese characters in the images can
be identified. For printed characters, first the image documentdata into original blackandwhite dot matrixby optical method,then converts the text in the image into text format throughthe recognition software, further processing to wordprocessing software. Among them, character recognition is animportant technology of OCR.
Two ways of 1.OCR recognition
As with other information data, graphic information in thecomputer scanner to capture all are 0, 1 of the two digitalrecording and recognition, all the information is only 0, 1holds a string of points or samples. OCR recognition programidentif ies character information on the page, mainly throughthe unit pattern matching method and feature extraction methodin two ways of character recognition.
Pattern (Matching) is a strict comparison of each characterwith a file with standard font and font size bitmap. If thereis a large database of saved characters in the application, theapplication selects the appropriate characters for propermatching. Software must use some processing techniques to findthe most similar matches, usually by experimenting withdifferent versions of the same character. Some software canscan a page of text and identify each character that definesa new font. Some software uses their own identificationtechnology to do their best to identify characters on the page,and then manually select or directly input the characters thatare not recognized.
Extraction (Feature) is the decomposition of each character
into many different character features, including diagonals,horizontal lines, and curves. These features are then matchedwith characters that are understood (recognized) . For a simpleexample, the application recognizes two horizontal lines, andit will "think" the character may be "two"". The advantage offeature extraction is that it can recognize a variety of fonts,for example, Chinese calligraphy is the use of featureextraction method to achieve character recognition.
Most OCR applications add the syntax intelligence checkfunction, which further improves the recognition rate. It ismainly through the method of context check spelling and grammarcorrection in character recognition, the OCR application willdo multiple context check, according to the existing procedurein fixed phrases, word order, check the corresponding word forword string. More advanced applications automatically replacethe wrong words with what they think is the right word andcorrect the meaning of the statement.
Two
Several steps of text recognition
Text recognition includes the following steps: text input,preprocessing, word recognition and post-processing.
(1) graphic input
Refers to the input device through the document input to thecomputer, that is, the realization of the original digital. Themore widely used device now is the scanner. The scanning quality
of document image is the precondition of OCR software' s correctrecognition. The proper choice of scanning resolution andrelated parameters is the key to ensure clear text and no lossof features. In addition, the document is positioned as far aspossible so as to ensure that the skew angle of thepreprocessing detection is small, and the distortion of thetext image is small after the tilt correction is performed.These simple operations will improve the system' s recognitionaccuracy. On the contrary, due to improper scanning settings,the text is too many broken pen, may be detected half of thetext of the image. When the characters are broken and thestrokes are stuck, some features are lost, and the featuredistance is increased, and the recognition error rate isincreasedwhen comparing the features with the feature library.
(2) pretreatment
Scanning an image of a simple printed document, each text imageis checked out to identify the recognition module, which iscalled image preprocessing. The pretreatment is in somepreparations before the character recognition, including imagepurification treatment, remove the obvious noise in theoriginal image (interference) . The main task is to tiltmeasurement document placement angle of document layoutanalysis, layout confirmation of the selected text, text on thehorizontal and vertical layout segmentation, separation oftext images for each row, punctuation discrimination. The workof this stage is very important, and the effect of processingdirectly affects the accuracy of text recognition.
Layout analysis is a general analysis of text images, which
extracts all text blocks fromthe document, distinguishes text,paragraphs, and typesetting sequences, as well as regions ofimages and tables. Each block of text domain (domain circlesin the image of the starting point and end point coordinates) ,attribute domain (horizontal and vertical layout) and theconnecting relation of each block of text as a data structurefor recognition module automatic recognition. The text area isdirectly recognized and processed, and the table area isanalyzed and recognized by special tables, and the image areais compressed or simply stored. Word segmentation is theprocess of separating large images into rows and thenseparating individual characters from an image line.
(3) word recognition
Word recognition is the core technique of OCR characterrecognition. Text image detection from scanning the text, bythe computer graphics and images into standard code words, isthe key to make the computer "read", also known as recognitiontechnology. Just like the human brain knows the charactersbecause the characters in the human brain have been preserved,such as the structure of the text, the strokes of the writing,etc. . Want to let the computer to identify words, also need tofirst text feature information stored in the computer, but whatkind of information should be stored and how to obtain thisinformation is a very complex process, but also to achieve avery high recognition rate to meet the requirements. The usualmethod is to analyze the strokes, feature points, projectioninformation, and the region distribution of the text.There are thousands of characters used in Chinese characters.
华为云怎么样?华为云用在线的方式将华为30多年在ICT基础设施领域的技术积累和产品解决方案开放给客户,致力于提供稳定可靠、安全可信、可持续创新的云服务,做智能世界的“黑土地”,推进实现“用得起、用得好、用得放心”的普惠AI。华为云作为底座,为华为全栈全场景AI战略提供强大的算力平台和更易用的开发平台。本次年终聚惠618活动相当给力,1核2G内存1m云耀云服务器仅88元/年起,送主机安全基础版套餐,...
v5net当前对香港和美国机房的走优质BGP+CN2网络的云服务器进行7折终身优惠促销,每个客户进线使用优惠码一次,额外有不限使用次数的终身9折优惠一枚!V5.NET Server提供的都是高端网络线路的机器,特别优化接驳全世界骨干网络,适合远程办公、跨境贸易、网站建设等用途。 官方网站:https://v5.net/cloud.html 7折优惠码:new,仅限新客户,每人仅限使用一次 9...
CloudCone针对中国农历新年推出了几款特别套餐, 其中2019年前注册的用户可以以13.5美元/年的价格购买一款1G内存特价套餐,以及另外提供了两款不限制注册时间的用户可购买年付套餐。CloudCone是Quadcone旗下成立于2017年的子品牌,提供VPS及独立服务器租用,也是较早提供按小时计费VPS的商家之一,支持使用PayPal或者支付宝等付款方式。下面列出几款特别套餐配置信息。CP...