JPS63254588A - Marked character reader - Google Patents

Marked character reader

Info

Publication number
JPS63254588A
JPS63254588A JP62088453A JP8845387A JPS63254588A JP S63254588 A JPS63254588 A JP S63254588A JP 62088453 A JP62088453 A JP 62088453A JP 8845387 A JP8845387 A JP 8845387A JP S63254588 A JPS63254588 A JP S63254588A
Authority
JP
Japan
Prior art keywords
light
characters
engraved
distribution data
marked
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
JP62088453A
Other languages
Japanese (ja)
Inventor
Yoshimi Fukutaka
福高 善巳
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
JFE Steel Corp
Original Assignee
Kawasaki Steel Corp
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Kawasaki Steel Corp filed Critical Kawasaki Steel Corp
Priority to JP62088453A priority Critical patent/JPS63254588A/en
Publication of JPS63254588A publication Critical patent/JPS63254588A/en
Pending legal-status Critical Current

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Abstract

PURPOSE:To prevent read accuracy from deteriorating by scanning a marked surface with a light cutting image, generating two-dimensional distance distribution data to the marked surface from the result of the scanning, and recognizing the distance difference between a marked character part and the marked surface from the two-dimensional distance distribution data and reading characteristics. CONSTITUTION:Slit light SI is projected on the marked surface 12 at right angles to the array of marked characters and linear distance data on a light cut part is generated from the light cutting image SV of the light cut part cut with the slit light SI. Then the two-dimensional distance distribution data on the marked surface 12 is generated from the scanning position of scanning of the light cutting image SV in the array direction of the characters and linear distance distribution data. Then the generated two-dimensional distance distribution data is converted into a light-shade image signal, from which the distance difference between the marked character part 14 and marked surface 12 is recognized to read the characters. Consequently, the characters marked in the marked surface 12 are accurately read even if there are various factors which deteriorate the read accuracy on the marked surface 12 on an object to be read.

Description

【発明の詳細な説明】[Detailed description of the invention] 【産業上の利用分野】[Industrial application field]

本発明は、刻印文字読取装置に係り、特に、金属表面に
刻印された文字を自動的に読取る際に用いるのに好適な
、刻印文字読取装置に関する。
The present invention relates to a stamped character reading device, and particularly to a stamped character reading device suitable for automatically reading characters stamped on a metal surface.

【従来の技術】[Conventional technology]

従来から、金属製品の仕分は管理のために、該金属製品
表面に文字を刻印し、刻印文字に応じて管理することが
行われている。この場合、該管理を迅速且つ確実にする
ため、刻印文字を自動的に読取る自動読取装置が、通常
用いられ゛る。 このような自動読取装置においては、全屈表面の文字が
刻印される面(刻印面)における、文字が刻印された部
分(刻印文字部)と刻印されていない部分からの各反射
光量に差がでるように照明装置で光を投射し、光が照射
された刻印文字を含む刻印面をテレビカメラで撮像し、
文字認識装置で前記テレビカメラの撮像信号から刻印文
字を認識し、読取っている。
BACKGROUND ART Conventionally, in order to manage the sorting of metal products, characters are engraved on the surface of the metal products and management is performed according to the engraved characters. In this case, in order to ensure quick and reliable management, an automatic reading device that automatically reads the stamped characters is usually used. In such an automatic reading device, there is a difference in the amount of reflected light from the part with characters engraved (engraved character part) and the part not engraved on the surface on which characters are engraved (engraved surface) of the fully curved surface. A lighting device is used to project light so that the engraved characters appear, and a television camera is used to image the engraved surface including the illuminated engraved characters.
A character recognition device recognizes and reads the engraved characters from the image signal of the television camera.

【発明が解決しようとげる問題点】[Problems to be solved by the invention]

しかしながら、前記従来の自動読取装置においては、照
明装置で刻印面上の刻印された部分と刻印されていない
部分の各反射光倍に差がでるように光を投射しているが
、以下に説明するように、刻印文字を含む刻印面の状態
によっては充分な読取り精度が得られないという問題点
がある。 即ち、金属製品のガス切断された面ヤ金鋸で切断された
面に刻印された文字は、刻印面が粗面で且つ大きな凹凸
があるため、反射光量に差がつぎにくく、即ち信号雑音
比(S/N”)が低下し、読取り精度に充分なものを得
られない。又、刻印面にペンキが部分的に塗られたり、
錆が発生したりすると、更にS/Nが低下し、充分な読
取り精度が得られない。 なお、本発明に関連して、鋼材等の製品管理をするのに
該鋼材等に塗料を用いてマーキングを行い、該マーキン
グを自動的に読取る技術が種々提案されている(特開昭
57−73473、特開昭58−182785、実開昭
6l−185158)。これらの技術は刻印によりマー
キングされた文字についても、同様にして読取れるが、
前記S/Nの低下による読取り精度の低下に対して充分
な補償をすることができず、前記問題点を解決する技術
ではなかった。 又、特開昭55−154435では、材料の硬度試験の
際の圧痕を自動的に評価する方法が記載されているが、
この評価方法においては圧痕の像の明暗により評価する
ようにしているため、前記問題点と同様に読取り精度が
低下する問題が生じていた。
However, in the conventional automatic reading device, the illumination device projects light so that there is a difference in the reflected light multiplier between the engraved part and the non-engraved part on the engraved surface, but this will be explained below. As such, there is a problem in that sufficient reading accuracy may not be obtained depending on the condition of the stamped surface including the stamped characters. In other words, when characters are engraved on the gas-cut surface of a metal product, the engraved surface is rough and has large irregularities, so it is difficult to see a difference in the amount of reflected light, which means that the signal-to-noise ratio is (S/N") decreases, making it impossible to obtain sufficient reading accuracy.Also, paint may be partially applied to the engraved surface,
If rust occurs, the S/N ratio will further decrease, making it impossible to obtain sufficient reading accuracy. In connection with the present invention, various techniques have been proposed in which markings are applied to steel materials using paint and the markings are automatically read in order to manage products such as steel materials (Japanese Unexamined Patent Application Publication No. 1986-1999). 73473, Japanese Patent Application Publication No. 58-182785, Japanese Utility Model Application No. 61-185158). These techniques can similarly read characters marked by engraving, but
It was not possible to sufficiently compensate for the decrease in reading accuracy due to the decrease in S/N, and this technique did not solve the above problem. Furthermore, JP-A-55-154435 describes a method for automatically evaluating indentations during hardness tests of materials.
In this evaluation method, since the evaluation is performed based on the brightness and darkness of the image of the indentation, the same problem as the above-mentioned problem arises in that the reading accuracy decreases.

【発明の目的】[Purpose of the invention]

本発明は、読取対象物上の刻印面に、読取り精度を低下
させる種々の要因が存在しても、該刻印面に刻印された
文字を精度良く読取ることができる刻印文字読取装置を
提供することを目的と1.る。
An object of the present invention is to provide an engraved character reading device that can accurately read characters engraved on an engraved surface of an object to be read even if there are various factors that reduce reading accuracy on the engraved surface of the object to be read. The purpose is 1. Ru.

【問題点を解決するための手段】[Means to solve the problem]

本発明は、刻印文字読取装置において、読取対象物上の
文字が刻印された面に対し、当該文字の並び方向に直角
な方向のスリット光を投射する手段と投射されたスリッ
ト光で切断された光切断部の光切断像を撮像して画像信
号を作成する光切断手段と、該光切断手段を前記文字の
並び方向に走査させる手段と、前記光切断手段の走査位
置を検出する手段と、作成された画像信号から、前記光
切断部の一次元距離分布データを作成する手段と、検出
された走査位置及び作成された一次元距離分布データか
ら、前記文字が刻印された面の二次元距離分布データを
作成する手段と、作成された二次元距離分布データを濃
淡画像信号に変換する手段と、変換された濃淡画像信号
から前記文字を読取る手段とを備えたことにより、前記
目的を達成したものである。
The present invention provides an engraved character reading device that includes means for projecting slit light in a direction perpendicular to the direction in which the characters are arranged on a surface of an object to be read on which characters are engraved, and a means for projecting slit light in a direction perpendicular to the direction in which the characters are arranged; a light cutting means for capturing a light cutting image of the light cutting section to create an image signal; a means for scanning the light cutting means in the direction in which the characters are arranged; a means for detecting a scanning position of the light cutting means; A means for creating one-dimensional distance distribution data of the light cutting portion from the created image signal, and a two-dimensional distance of the surface on which the character is engraved from the detected scanning position and the created one-dimensional distance distribution data. The above object has been achieved by comprising means for creating distribution data, means for converting the created two-dimensional distance distribution data into a grayscale image signal, and means for reading the characters from the converted grayscale image signal. It is something.

【作用】[Effect]

本発明においては、従来の読取装置のように、照明装置
によって読取対象物の刻印面上の刻印文字部と刻印され
ていない部分とに照度差をつけ、該照度差から刻印文字
を読取るのではなく、刻印面上を光切断像で走査し、走
査の結果から刻印面までの二次元距離分布データを作成
し、該二次元距離分布データから刻印文字部と刻印面と
の距離差を認識して文字を読取る。 即ち、刻印面に対し、当該刻印文字の並び方向に直角の
方向にスリット光を投射し、該スリット光で切断された
光切断部の光切断像から該光切断部の一次元距離データ
を作成し、前記光切断像を前記文字の並び方向に走査し
た走査位置及び前記−次元距離分布データに基づき刻印
面の二次元距離分布データを作成し、作成された二次元
距離分布データを濃淡画像信号に変換し、変換された濃
淡画像信号から刻印文字部と刻印面との距離差を認識し
て文字を読取る。 従って、読取対象物上の刻印面に読取粘度を低下させる
種々の要因が存在し、例えば、刻印面が粗面で、且つ大
きな凹凸が有り、又、刻印面にペンキが部分的に塗られ
たり、請が発生したりしてS/Nが低下した場合でも、
前記刻印面に刻印された文字を精度良く読取ることがで
きる。よって、読取り誤差がなくなるため、刻印文字が
付された製品の仕分は管理を確実化できる。
In the present invention, unlike conventional reading devices, an illumination device is used to create a difference in illuminance between the engraved character portion and the unengraved portion on the engraved surface of the object to be read, and the engraved character is read from the illuminance difference. Instead, the engraved surface is scanned with a light cut image, two-dimensional distance distribution data from the scanning result to the engraved surface is created, and the distance difference between the engraved character part and the engraved surface is recognized from the two-dimensional distance distribution data. to read the characters. That is, a slit light is projected onto the engraved surface in a direction perpendicular to the direction in which the engraved characters are lined up, and one-dimensional distance data of the light cut section is created from a light cut image of the light cut section cut by the slit light. Then, two-dimensional distance distribution data of the engraving surface is created based on the scanning position obtained by scanning the optically sectioned image in the direction in which the characters are lined up and the -dimensional distance distribution data, and the created two-dimensional distance distribution data is converted into a grayscale image signal. The character is read by recognizing the distance difference between the engraved character part and the engraved surface from the converted grayscale image signal. Therefore, there are various factors that reduce the reading viscosity on the engraved surface of the object to be read. For example, the engraved surface is rough and has large irregularities, or the engraved surface is partially coated with paint. Even if the S/N decreases due to
Characters stamped on the stamp surface can be read with high accuracy. Therefore, since reading errors are eliminated, the sorting of products with stamped characters can be managed reliably.

【実施例】【Example】

以下、本発明に係る刻印文字読取装置の実施例について
詳細に説明する。 第1図は、前記実施例の全体的な構成及び刻印面に対す
る配置状況を示す、一部ブロック線図を含む斜視図であ
る。 前記実施例には、読取対象物10の刻印面12に刻印文
字14を読取るため、前記刻印面12に垂直に近い方向
で、且つ刻印文字14の並び方向に直角な方向にスリッ
ト光(符号SIで示す)を投射するためのスリット光源
16と、前記スリット光で切断された光切断部の光切断
8I<符号Svで示す)を撮像するためのカメラ18と
、撮像して出力されたビデオ信号から前記光切断部の一
次元距離分布データを演鋒して作成する距離演算装置2
0と、前記スリット光源16及びカメラ18を文字の並
び方向に移動させて前記光切断像Svで刻印面12を走
査するためのスキャナ22と、該スキャナ22の位置か
ら前記光切断像Svの走査位置を検出するためのスキャ
ニング位置検出器24と、前記作成された一次元距離分
布データ及び前記検出された走査位置から、前記刻印面
12の二次元距離分布データを作成する距離画像データ
処理装置26と、作成された二次元距離分布データを通
常の濃淡画像信号としてのビデオ信号に変換するビデオ
信号コンバータ28と、変換されたビデオ信号から前記
刻印文字を読取る文字HF!装置30とが主に備えられ
る。 前記スキャナ22には、前記スリット光源16及びカメ
ラ18が固着して文字の並び方向に囲動するようにされ
た架台22Aと、該架台22Aと螺合し、その回転によ
り該架台22Aを文字の並び方向(図中矢印爪方向)に
移動させるためのボールねじ22Bと、該ボールねじ2
2Bを回転駆動させるためのスキャナ駆動源22Cとが
備えられる。 以下、実施例の作用を説明する。 スリット光源16から投射されるスリット光S■は、刻
印面12に垂直に近い方向で、且つ、文字の並び方向に
直角な方向に投射される。該スリット光で切断された刻
印面上の光切断部の光切断像SVをカメラ18で撮像す
る。撮像して該カメラ18から出力されたビデオ信号は
、距離演算装置22に入力され、該距離演算5A置20
は入力ビデオ信号から前記光断部の一次元距離分布デー
タを演算する。 上記の如くカメラ18で撮像している際に、スキャナ2
2の架台22Aを前記刻印文字の並び方向に移動させて
スリット光Slの投射位置を変化させて、刻印文字を光
切断像Svで走査する。同時に、スキャニング位置検出
器24で光切断部の位置信号が検出される。 次いで、前記距離演算装置20で演算された一次元距離
分布データと、検出された位置信号とが距離画像データ
処理装置26に入力され、二次元距離分布データが作成
される。作成された二次元距離分布データをビデオ信号
コンバータ28で通常の濃淡信号としてのビデオ信号に
変換する。これにより、刻印面12と刻印文字14との
距離差が認識できるようになる。 そして、変換されたビデオ信号を文字認識装置30に入
力する。該文字認識装置30は、該ビデオ信号に各種画
像処理を、例えばノイズ除去等を行いS/Nを向上させ
、更には、パターンマツチングを基本手法とした文字認
識法で刻印文字を読取る。なお、前記パターンマツチン
グを行う際には、登録した文字パターンの中から、検出
パターン、即ち前記ビデオ信号の刻印文字パターンに最
も近いものを選び文字を選択する。 なお、前記実施例においては、スリット光SIを刻印面
12にほぼ直角に投射していた。しかしながら、前記ス
リット光Slは前記刻印文字14の深さが検出できるよ
うにすればよいため、前記スリット光Slの投射角ある
いはカメラ18の視角のいずれか一方を斜めとするか、
又は双方を斜めとするようにしても、前記刻印文字14
の深さを検出できる位置であれば、検出条件を考慮して
適宜の位置にスリット光源16及びカメラ18を配置す
ることができる。 又、前記実施例においては、第1図に示されるように光
源16及びカメラ18への走査するための架台22A、
ボールねじ22B及びスキャナ駆動源22Cを備えたス
キャナ22を例示したが、前記光源16及びカメラ18
を文字の並び方向に走査される手段は前記の如き構成の
スキャナに限定されず、他の構成の走査手段を用いるこ
とができる。 【発明の効果1 以上説明した通り、本発明によれば、読取対象物上の刻
印面に、読取り錆度を低下させる種々の要因が存在して
も、刻印面に刻印された文字を精度良く読取ることがで
きるという優れた効果が1qられる。
Embodiments of the engraved character reading device according to the present invention will be described in detail below. FIG. 1 is a perspective view, including a partial block diagram, showing the overall configuration of the embodiment and its arrangement with respect to the stamping surface. In the embodiment, in order to read the engraved characters 14 on the engraved surface 12 of the reading object 10, a slit light (symbol SI A slit light source 16 for projecting a light beam (indicated by ); a camera 18 for capturing an image of a light cut section 8I (indicated by symbol Sv) of a light cut section cut by the slit light; and a video signal captured and outputted. Distance calculation device 2 that calculates and creates one-dimensional distance distribution data of the optical cutting section from
0, a scanner 22 for scanning the marking surface 12 with the light cut image Sv by moving the slit light source 16 and camera 18 in the direction of character arrangement, and scanning of the light cut image Sv from the position of the scanner 22. A scanning position detector 24 for detecting a position, and a distance image data processing device 26 for creating two-dimensional distance distribution data of the stamp surface 12 from the created one-dimensional distance distribution data and the detected scanning position. , a video signal converter 28 that converts the created two-dimensional distance distribution data into a video signal as a normal grayscale image signal, and a character HF! that reads the stamped character from the converted video signal. A device 30 is mainly provided. The scanner 22 is screwed with a pedestal 22A to which the slit light source 16 and camera 18 are fixed and movable in the direction in which the characters are lined up. A ball screw 22B for moving in the alignment direction (arrow claw direction in the figure) and the ball screw 2
A scanner drive source 22C for rotationally driving the scanner 2B is provided. The effects of the embodiment will be explained below. The slit light S2 projected from the slit light source 16 is projected in a direction close to perpendicular to the marking surface 12 and perpendicular to the direction in which the characters are arranged. The camera 18 captures a light-cut image SV of the light-cut portion on the marking surface cut by the slit light. The video signal captured and output from the camera 18 is input to the distance calculation device 22, and the distance calculation device 22
calculates one-dimensional distance distribution data of the optical section from the input video signal. When the camera 18 is taking an image as described above, the scanner 2
The second mount 22A is moved in the direction in which the engraved characters are lined up to change the projection position of the slit light Sl, and the engraved characters are scanned by the optically sectioned image Sv. At the same time, the scanning position detector 24 detects the position signal of the optical cutting section. Next, the one-dimensional distance distribution data calculated by the distance calculation device 20 and the detected position signal are input to the distance image data processing device 26 to create two-dimensional distance distribution data. The created two-dimensional distance distribution data is converted into a video signal as a normal grayscale signal by a video signal converter 28. Thereby, the distance difference between the stamped surface 12 and the stamped characters 14 can be recognized. The converted video signal is then input to the character recognition device 30. The character recognition device 30 performs various types of image processing on the video signal, such as noise removal, to improve the S/N ratio, and further reads the stamped characters using a character recognition method based on pattern matching. When performing the pattern matching, a character is selected from among the registered character patterns by selecting the one closest to the detected pattern, that is, the engraved character pattern of the video signal. In the embodiment described above, the slit light SI was projected onto the marking surface 12 at a substantially right angle. However, since the slit light Sl only needs to be able to detect the depth of the engraved character 14, either the projection angle of the slit light Sl or the viewing angle of the camera 18 should be oblique.
Or even if both sides are diagonal, the engraved characters 14
The slit light source 16 and camera 18 can be placed at appropriate positions in consideration of the detection conditions as long as the depth can be detected. Further, in the embodiment, as shown in FIG. 1, a mount 22A for scanning the light source 16 and the camera 18;
Although the scanner 22 is illustrated as having a ball screw 22B and a scanner drive source 22C, the light source 16 and camera 18
The means for scanning the characters in the direction in which the characters are arranged is not limited to the scanner having the above-mentioned configuration, and scanning means having other configurations may be used. [Effects of the Invention 1] As explained above, according to the present invention, even if there are various factors that reduce the degree of read rust on the stamped surface of an object to be read, characters stamped on the stamped surface can be accurately read. The excellent effect of being able to read is 1q.

【図面の簡単な説明】[Brief explanation of drawings]

第1図は本発明に係る刻印文字読取り装置の概略構成示
す、一部ブロック線図を含む斜視図である。 1o・・・読取対象物、 12・・・刻印面、 14・・・刻印文字、 16・・・スリット光源、 SI・・・スリット光、 SV・・・光切断像、 18・・・カメラ、 20・・・距離演算装置、 22・・・スキャナ、 24・・・走査位置検出器、 26・・・距離画像データ処理装置、 28・・・ビデオ信号コンバータ、 30・・・文字認識装置。
FIG. 1 is a perspective view, including a partial block diagram, schematically showing the configuration of an engraved character reading device according to the present invention. 1o... object to be read, 12... engraved surface, 14... engraved characters, 16... slit light source, SI... slit light, SV... light cut image, 18... camera, 20...Distance calculation device, 22...Scanner, 24...Scanning position detector, 26...Distance image data processing device, 28...Video signal converter, 30...Character recognition device.

Claims (1)

【特許請求の範囲】[Claims] (1)読取対象物上の文字が刻印された面に対し、当該
文字の並び方向に直角な方向のスリット光を投射する手
段と 投射されたスリット光で切断された光切断部の光切断像
を撮像して画像信号を作成する光切断手段と、 該光切断手段を前記文字の並び方向に走査させる手段と
、 前記光切断手段の走査位置を検出する手段と、作成され
た画像信号から、前記光切断部の一次元距離分布データ
を作成する手段と、 検出された走査位置及び作成された一次元距離分布デー
タから、前記文字が刻印された面の二次元距離分布デー
タを作成する手段と、 作成された二次元距離分布データを濃淡画像信号に変換
する手段と、 変換された濃淡画像信号から前記文字を読取る手段と、 を備えたことを特徴とする刻印文字読取装置。
(1) A means for projecting slit light in a direction perpendicular to the direction in which the characters are arranged on the surface of the object to be read on which characters are engraved, and a light-cut image of the light-cut section cut by the projected slit light. a light cutting means for imaging and creating an image signal; a means for scanning the light cutting means in the direction in which the characters are arranged; a means for detecting the scanning position of the light cutting means; and a means for detecting the scanning position of the light cutting means; means for creating one-dimensional distance distribution data of the optical cutting section; means for creating two-dimensional distance distribution data of the surface on which the characters are engraved from the detected scanning position and the created one-dimensional distance distribution data; An engraved character reading device comprising: a means for converting created two-dimensional distance distribution data into a grayscale image signal; and a means for reading the character from the converted grayscale image signal.
JP62088453A 1987-04-10 1987-04-10 Marked character reader Pending JPS63254588A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP62088453A JPS63254588A (en) 1987-04-10 1987-04-10 Marked character reader

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP62088453A JPS63254588A (en) 1987-04-10 1987-04-10 Marked character reader

Publications (1)

Publication Number Publication Date
JPS63254588A true JPS63254588A (en) 1988-10-21

Family

ID=13943217

Family Applications (1)

Application Number Title Priority Date Filing Date
JP62088453A Pending JPS63254588A (en) 1987-04-10 1987-04-10 Marked character reader

Country Status (1)

Country Link
JP (1) JPS63254588A (en)

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH04293183A (en) * 1991-03-22 1992-10-16 Kubota Corp Reader for pipe kind
JPH07270142A (en) * 1994-03-30 1995-10-20 Yamada Mach Tool Kk Method and apparatus for electronic rubbing of engraved character
JP2001056214A (en) * 1999-06-10 2001-02-27 Konica Corp Optical surface displacement detection device, pattern recognition device, and optical surface displacement detection method
JP2002358483A (en) * 2001-05-31 2002-12-13 Toei Denki Kogyo Kk Seal impression character recognition device by self- learning type fuzzy inference model using two- dimensional laser displacement sensor
JP2018146365A (en) * 2017-03-03 2018-09-20 リコーエレメックス株式会社 Image inspection device
JP2020173494A (en) * 2019-04-08 2020-10-22 三菱電機株式会社 Handwritten character recognizing device and handwritten character recognizing method

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH04293183A (en) * 1991-03-22 1992-10-16 Kubota Corp Reader for pipe kind
JPH07270142A (en) * 1994-03-30 1995-10-20 Yamada Mach Tool Kk Method and apparatus for electronic rubbing of engraved character
JP2001056214A (en) * 1999-06-10 2001-02-27 Konica Corp Optical surface displacement detection device, pattern recognition device, and optical surface displacement detection method
JP2002358483A (en) * 2001-05-31 2002-12-13 Toei Denki Kogyo Kk Seal impression character recognition device by self- learning type fuzzy inference model using two- dimensional laser displacement sensor
JP2018146365A (en) * 2017-03-03 2018-09-20 リコーエレメックス株式会社 Image inspection device
JP2020173494A (en) * 2019-04-08 2020-10-22 三菱電機株式会社 Handwritten character recognizing device and handwritten character recognizing method

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