JPH0259884A - Character recognizing device - Google Patents

Character recognizing device

Info

Publication number
JPH0259884A
JPH0259884A JP63211282A JP21128288A JPH0259884A JP H0259884 A JPH0259884 A JP H0259884A JP 63211282 A JP63211282 A JP 63211282A JP 21128288 A JP21128288 A JP 21128288A JP H0259884 A JPH0259884 A JP H0259884A
Authority
JP
Japan
Prior art keywords
distance
character
sorting
standard
calculated
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
JP63211282A
Other languages
Japanese (ja)
Inventor
Yasuhiro Saito
斎藤 安弘
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.)
Fujitsu Ltd
Original Assignee
Fujitsu Ltd
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 Fujitsu Ltd filed Critical Fujitsu Ltd
Priority to JP63211282A priority Critical patent/JPH0259884A/en
Publication of JPH0259884A publication Critical patent/JPH0259884A/en
Pending legal-status Critical Current

Links

Abstract

PURPOSE:To shorten a processing time without decreasing the amount of data on standard characters which effect a recognition rate and to speed up character recognition by calculating the distance to a standard character when the distance to a character being calculated becomes larger than the distance to the least significant digit candidate character. CONSTITUTION:A comparing means 300 compares the distance to the character being calculated by a distance arithmetic means 100 with the distance to the least significant digit candidate character in a sorting means 200 and calculates the distance to the next standard character when the distance to the character being calculated becomes larger than the distance to the least significant digit candidate character. Namely, when the distance being calculated by the distance arithmetic means 100 becomes longer than the distance to the least significant digit candidate character in the sorting means 200, the probability that the standard pattern being calculated is a correct character is equal to zero. Consequently, subsequent calculation is quitted at this point of time and the distance to the next standard character is calculated to shorten the processing time without decreasing the amount of data of of the standard characters, thereby speeding up the character recognition.

Description

【発明の詳細な説明】 (産業上の利用分野〕 本発明は、入力文字と予め辞書に格納しである標準文字
とを比較して候補文字を決定する文字認識装置に関する
DETAILED DESCRIPTION OF THE INVENTION (Field of Industrial Application) The present invention relates to a character recognition device that determines candidate characters by comparing input characters with standard characters stored in a dictionary in advance.

近年、オフィスオートメーション化の発達に伴い、文字
認識が広く研究され、一部実用化されている。文字認識
においては、短い認識時間で高い認識率を得ることが望
まれている。
In recent years, with the development of office automation, character recognition has been widely studied and some of it has been put into practical use. In character recognition, it is desired to obtain a high recognition rate in a short recognition time.

〔従来の技術〕[Conventional technology]

第3図は従来の文字認識装置のブロック構成図である。 FIG. 3 is a block diagram of a conventional character recognition device.

特徴量メモリ1は認識対象文字(入力文字)の特徴量を
格納する。通常、1文字は通常64〜256分割され、
各分割領域ごとに例えば輪郭追跡、方向ベクトルの付与
、ヒストグラムの作成等を行い、特徴量を抽出している
。辞書メモリ2は、辞よとなる各文字(標準文字)の特
tIimを記憶する。標準文字は同様に64〜256に
8分割されており、各分割領域ごとに特徴量が決められ
ている。アドレス発生回路3は、特徴量メモリ1及び辞
書メモリ2に対して順次アドレスを発生して供給する。
A feature amount memory 1 stores feature amounts of characters to be recognized (input characters). Normally, one character is usually divided into 64 to 256 parts,
For example, contour tracking, direction vector assignment, and histogram creation are performed for each divided region to extract feature amounts. The dictionary memory 2 stores the special character tIim of each character (standard character) that becomes a dictionary. The standard character is similarly divided into eight parts, 64 to 256, and the feature amount is determined for each divided area. The address generation circuit 3 sequentially generates and supplies addresses to the feature memory 1 and the dictionary memory 2.

距離演算回路4は、特m間メモリ1から読み出された特
徴8と辞書メモリ2から読み出された特徴量とを比較し
、両者間の距離を計算する。制御回路5は、アドレス発
生回路3、距離演算回路4及びソーティング回路6の制
御を行う。
The distance calculation circuit 4 compares the feature 8 read from the feature memory 1 with the feature amount read from the dictionary memory 2, and calculates the distance between them. The control circuit 5 controls the address generation circuit 3, the distance calculation circuit 4, and the sorting circuit 6.

ソーティング回路6は、距離演算模の候補文字を距離の
小さい順又は大きい順に並べ換える。ソーティングメモ
リ7は、ソーティング回路6がソーティングをする際に
用いるワーク用のメモリである。
The sorting circuit 6 sorts the candidate characters of the distance calculation model in ascending order of distance or in descending order of distance. The sorting memory 7 is a work memory used when the sorting circuit 6 performs sorting.

また、バス8及び9はそれぞれ特徴量メモリ1及び辞書
メモリ2から読み出された特徴量を距離演算回路4に送
る。バス10は、1文字分の距離演算結果及び文字コー
ドをソーティング回路6に送る。バス11はソーティグ
の際に距離演算結果及び文字コードをソーティング回路
6とソーティングメモリ7との間で授受する。アドレス
線12及び13はそれぞれ、特徴量メモリ1及び辞書メ
廿り2にアドレスを送る。制御線14.15及び16は
アドレス発生回路3、距離演算回路4及びソーティング
回路6に制御信号を送る。アドレス線17は、ソーティ
ングメモリ7にアドレスを供給する。
Further, the buses 8 and 9 send the feature amounts read from the feature amount memory 1 and the dictionary memory 2, respectively, to the distance calculation circuit 4. The bus 10 sends the distance calculation result and character code for one character to the sorting circuit 6. The bus 11 exchanges distance calculation results and character codes between the sorting circuit 6 and the sorting memory 7 during sorting. Address lines 12 and 13 send addresses to the feature memory 1 and the dictionary chain 2, respectively. Control lines 14, 15 and 16 send control signals to the address generation circuit 3, distance calculation circuit 4 and sorting circuit 6. Address line 17 supplies addresses to sorting memory 7.

辞書1文字分の処理は、64〜256分割ごとに特@吊
メモリ1及び辞書メモリ2から読み出した特徴量間の距
離を32iFiし、順次加算していく。そして、すべて
の分割領域の特徴量の加算結果が得られた時点で、距離
演算回路4は距離演算結果とその文字コードとをソーテ
ィングメモリ6に送出した後、次の標準文字との距離演
算に移る。ソーティング回路6は所定数の候補文字を格
納することができ、今受取った文字コードの距離演算結
果と、現在の候補文字の距離とを相互に比較し、ソーテ
ィングメモリ7を用いて距離の小さい順又は大きい順に
並び換える。このとき、ソーティング回路6は最も距離
の大きい候補文字を削除する。
Processing for one dictionary character is performed by adding 32 iFi to the distance between the feature quantities read from the special@hanging memory 1 and the dictionary memory 2 for every 64 to 256 divisions, and sequentially adding them. Then, when the addition results of the feature amounts of all the divided regions are obtained, the distance calculation circuit 4 sends the distance calculation results and their character codes to the sorting memory 6, and then performs the distance calculation with the next standard character. Move. The sorting circuit 6 can store a predetermined number of candidate characters, and compares the distance calculation result of the character code just received with the distance of the current candidate character, and uses the sorting memory 7 to sort them in descending order of distance. Or sort in descending order. At this time, the sorting circuit 6 deletes the candidate character with the greatest distance.

そして、削除後の最も距離の大きい候補文字が最下位候
補文字となる。
The candidate character with the greatest distance after deletion becomes the lowest candidate character.

第4図(A)は距離演算処理とソーティング処理との時
間関係を示す図である。Diは1文字分の距離演算処理
を示し、Siは1回のソーティング処理を示す。最初の
標準文字に対する距離演算処理り電が終了した時点で、
次の距離演算処理D2及び1回目のソーティング処理S
+が開始する゛。これが終了すると、次の距離演算処理
D3及び2回目のソーティング処理S2が開始する。以
下、同様にして、距離演算回路4がi番目の標準文字に
対する距離演WDiを行っている間に、(i−1>回目
のソーティング処理S1を行うという並列処理が、すべ
て(n個)の標準文字に対して行われる。そして、最終
的に最も距離の小さい最上位候補文字が認識結果として
得られる。
FIG. 4(A) is a diagram showing the time relationship between distance calculation processing and sorting processing. Di indicates distance calculation processing for one character, and Si indicates one sorting processing. When the distance calculation process for the first standard character is completed,
Next distance calculation process D2 and first sorting process S
+ starts゛. When this is completed, the next distance calculation process D3 and the second sorting process S2 start. Similarly, while the distance calculation circuit 4 is performing the distance calculation WDi for the i-th standard character, the parallel processing of performing the (i-1>th sorting process S1) is performed for all (n) This is performed on standard characters, and the top candidate character with the shortest distance is finally obtained as the recognition result.

〔発明が解決しようとする課題〕[Problem to be solved by the invention]

しかしながら、上記従来の技術では、認識対象文字を1
文字認識するのにn個の標準文字のすべての特徴量を対
応する認識対象文字と比較して距離演算を行うため、比
較するデータ吊が膨大となり、処理時間が長くかかって
しまうという問題点があった。
However, in the above conventional technology, the characters to be recognized are
To recognize a character, distance calculations are performed by comparing all the features of n standard characters with the corresponding recognition target character, so the problem is that the amount of data to be compared becomes enormous and the processing time takes a long time. there were.

この問題点を標準文字の特徴量の数や標準文字数等のよ
うなデータ吊の削減により解決しようとすると、認識率
が悪くなってしまうという別の問題点が生じていた。
If this problem is attempted to be solved by reducing the amount of data such as the number of features of standard characters or the number of standard characters, another problem arises in that the recognition rate deteriorates.

従って、本発明は上記問題点を解決し、認識率を左右す
る標準文字のデータ栖を減らすことなく処理時間を短縮
して文字認識を高速化することを目的とする。
Therefore, an object of the present invention is to solve the above-mentioned problems and speed up character recognition by shortening processing time without reducing the amount of standard character data that affects the recognition rate.

〔課題を解決する手段〕[Means to solve problems]

第1図は、本発明の原理ブロック図である。 FIG. 1 is a block diagram of the principle of the present invention.

距離演算手段100は、入力文字の特徴量と標準文字の
特徴塗との距離を演算する。ソーティング手段200は
、得られた距離の小さい順に又は大きい順に候補文字の
並び換えを行う。比較手段300は、距離演算手段10
0で計算中の文字の距離とソーティング手段200中の
最下位候補文字の距離とを比較し、計算中の文字の距離
が最下位候補文字の距離より大きくなった時点で、次の
標準文字との距離計算を行う。
The distance calculating means 100 calculates the distance between the feature amount of the input character and the characteristic coloring of the standard character. The sorting means 200 sorts candidate characters in descending order of obtained distance or in descending order of distance. The comparison means 300 is the distance calculation means 10
0, the distance of the character being calculated is compared with the distance of the lowest candidate character in the sorting means 200, and when the distance of the character being calculated becomes greater than the distance of the lowest candidate character, the distance between the character and the next standard character is compared. Perform distance calculations.

〔作用〕[Effect]

距離演算回路100で演算中の距離がソーティング手段
200中の最下位候補文字の距離よりも大きくなったと
きは、この計算中の標準パターンが正解文字である確率
はゼロに等しい。
When the distance being calculated by the distance calculation circuit 100 becomes greater than the distance of the lowest candidate character in the sorting means 200, the probability that the standard pattern being calculated is the correct character is equal to zero.

従って、この時点で続く計算をやめ、次の標準文字との
距離計算に移ることにより、標準文字のデータ吊を減ら
すことなく(換言すれば認識率を劣化させることなり)
、処理時間を短縮して文字認識を高速化することができ
る。
Therefore, by stopping the calculation that continues at this point and moving on to calculating the distance to the next standard character, the data load for the standard character will not be reduced (in other words, the recognition rate will not deteriorate).
, it is possible to shorten processing time and speed up character recognition.

(実施例〕 以下、本発明の一実施例を図面を参照して詳細に説明す
る。
(Example) Hereinafter, an example of the present invention will be described in detail with reference to the drawings.

第2図は本発明の実施例のブロック構成図である。特徴
量メモリ21及び辞書メモリ22はそれぞれ、第3図中
の特徴域メモリ1及び辞書メモリ2と同一である。距離
演算回路24は、第3図の距#を演算回路4と同一であ
る。ソーティング回路26は、第3図に示すソーティン
グ回路6の機能に加え、最下位候補文字の距離を格納す
るレジスタ(図示なし)を有している。ソーティングメ
モリ27は、第3図に示すソーティングメモリ7と同一
である。制御回路25は比較回路28からの指示に基づ
き、アドレス発生回路23、距#を演算回路24及びソ
ーティング回路26を後述するように制御する。比較回
路28は本実施例により新たに設けられたもので、距離
演算回路24が各分割領域ごとに特徴量間の距離を計算
して順次加鋒していく加桿結果と、ソーティング回路2
6中のレジスタに記憶されている最下位候補文字の距離
とを比較し、比較結果(キャリー信号)を制御回路25
に出力する。
FIG. 2 is a block diagram of an embodiment of the present invention. The feature amount memory 21 and the dictionary memory 22 are respectively the same as the feature area memory 1 and the dictionary memory 2 in FIG. The distance calculation circuit 24 is the same as the distance # calculation circuit 4 in FIG. In addition to the functions of the sorting circuit 6 shown in FIG. 3, the sorting circuit 26 has a register (not shown) for storing the distance of the lowest candidate character. Sorting memory 27 is the same as sorting memory 7 shown in FIG. The control circuit 25 controls the address generation circuit 23, the distance calculation circuit 24, and the sorting circuit 26, based on instructions from the comparison circuit 28, as will be described later. The comparison circuit 28 is newly provided in this embodiment, and the distance calculation circuit 24 calculates the distance between the feature amounts for each divided area and sequentially adds the distance, and the sorting circuit 2
6, and the comparison result (carry signal) is sent to the control circuit 25.
Output to.

アドレス線33及び34はそれぞれ、第3図中のアドレ
ス112及び13と同一である。バス31は、距離演算
結果をソーティング回路26及び比較回路28に送る。
Address lines 33 and 34 are identical to addresses 112 and 13 in FIG. 3, respectively. The bus 31 sends the distance calculation results to the sorting circuit 26 and the comparison circuit 28.

バス32はソーティング回路26及びソーティングメモ
92フ間のデータの授受、及びソーティング回路26の
レジスタ中に記憶されている最下位候補を比較回路28
に送る。制御線35.36及び37はそれぞれアドレス
発生回路23、距離演算回路24に対応する制御信号を
伝達する。アドレス信号38は、ソーティングメモリ2
7に、並び換え時、アドレスを伝達する。信号線39は
、距離演算回路24からの計算中の距離が最下位候補文
字の距離よりも大きくなったときに発生するキャリー信
号を制御回路25に伝達する。
The bus 32 is used for exchanging data between the sorting circuit 26 and the sorting memo 92, and for comparing the lowest candidates stored in the registers of the sorting circuit 26 with the comparing circuit 28.
send to Control lines 35, 36 and 37 transmit corresponding control signals to the address generation circuit 23 and distance calculation circuit 24, respectively. The address signal 38 is the sorting memory 2
7, the address is transmitted at the time of sorting. The signal line 39 transmits to the control circuit 25 a carry signal generated when the distance being calculated from the distance calculation circuit 24 becomes greater than the distance of the lowest candidate character.

次に、本実施例の動作を説明する。Next, the operation of this embodiment will be explained.

分割された領域ごとに、特徴量メ七り21及び辞書メモ
リ22から特徴量が読み出され、距離演算回路で両者間
の゛距離が演算され、現在処理中の標準文字の過去の距
離演算結果に加算される。このようにして得られた現在
までの距離演算結果は、比較回路28に送られる。比較
回路28はこの現在までの距離演算結果と、ソーティン
グ回路26中のレジスタから読み出された現在の最1・
位候補文字の距離とを比較する。現在までの距離演算結
果が最下位候補文字の距離よりも小さいとぎは、比較回
路28はキャリー信号を出力しない。従って、制御回路
25はアドレス発生回路23に、アドレス更新の指示を
与える。これにより、次の分割領域の特徴階間の距離が
演算される。
For each divided area, feature quantities are read from the feature quantity menu 21 and the dictionary memory 22, and the distance calculation circuit calculates the distance between the two, and the past distance calculation result of the standard character currently being processed is calculated. will be added to. The distance calculation results thus obtained up to the present time are sent to the comparison circuit 28. The comparator circuit 28 uses this distance calculation result up to the present time and the current most recent one read from the register in the sorting circuit 26.
Compare the distance between the position candidate characters. When the distance calculation result up to now is smaller than the distance of the lowest candidate character, the comparison circuit 28 does not output a carry signal. Therefore, the control circuit 25 gives an instruction to the address generation circuit 23 to update the address. Thereby, the distance between the feature floors of the next divided area is calculated.

これに対し、現在までの距離演算結果が最下位候補文字
の距離よりも大きいときは、比較回路28は制御回路2
5に対してキャリー信号を出力する。制御回路25は、
このキャリー信号により、辞書メモリ22中の次の標準
文字が格納されているアドレスにジャンプするように指
示を与えるとともに、特徴量メモリ21に与えるアドレ
スを、最初の分割領域の特徴量(最初に距離演算する特
徴苗)が格納されているアドレスに設定するよう指示を
与える。これにより、現在処理中の標準文字が候補文字
とならないと判明した時点ですぐに、次の標準文字の処
理に移行する。
On the other hand, when the distance calculation result up to now is greater than the distance of the lowest candidate character, the comparison circuit 28
A carry signal is output for 5. The control circuit 25 is
This carry signal instructs to jump to the address where the next standard character is stored in the dictionary memory 22, and also transfers the address given to the feature memory 21 to the feature of the first divided area (first the distance Give an instruction to set it to the address where the characteristic seedling to be calculated) is stored. As a result, as soon as it is determined that the standard character currently being processed is not a candidate character, processing of the next standard character is started.

この処理の様子を第4図(B)に示す。図中、Qi、Q
i+2及びD1+3は距離演算途中で候補文字から外れ
ることが判明した標準文字の距離演算処理を示す。この
場合、並行して行なわれるソーティング処理は実行され
ず、ウェイティング状態となる。例えば、DI後のDi
+1の距離演算処理に対するソーティング処理S1千1
はウェイティング状態を経て、Di+2の距離演算処理
の実行と同時に開始される。
The state of this processing is shown in FIG. 4(B). In the figure, Qi, Q
i+2 and D1+3 indicate distance calculation processing for standard characters that are found to be excluded from candidate characters during distance calculation. In this case, the sorting process that is performed in parallel is not executed, and a waiting state occurs. For example, Di after DI
Sorting process S1,011 for distance calculation process of +1
passes through a waiting state and is started simultaneously with the execution of the distance calculation process of Di+2.

このように、本実施例によれば、n個の標準文字のすべ
ての特徴量を距離演算のために比較する必要がないため
、認識率を劣化させることなく処理の高速化が可能とな
る。
In this way, according to the present embodiment, it is not necessary to compare all the feature amounts of the n standard characters for distance calculation, so it is possible to speed up the processing without deteriorating the recognition rate.

〔発明の効果〕〔Effect of the invention〕

以上説明したように、本発明によれば、入力文字と標準
文字との距離演算の際、この標準文字が入力文字の候補
文字となり得ないと判明した時点からこの標準文字のそ
の後の距!!1tJf’fを実行せずに、すぐに次の標
準文字の距1111f演算に移るため、標準文字のデー
タ社を減らすことなく、換言すれば認識率を劣化させる
ことなく、処理時間を短縮して文字認識を高速化するこ
とができる。
As explained above, according to the present invention, when calculating the distance between an input character and a standard character, from the time when it is determined that this standard character cannot be a candidate character for the input character, the subsequent distance of this standard character is calculated! ! Since the distance 1111f calculation for the next standard character is immediately performed without executing 1tJf'f, the processing time can be shortened without reducing the data size of the standard character, or in other words, without deteriorating the recognition rate. Character recognition can be speeded up.

本発明は、辞書メモリ中の標準文字が所定の候補文字数
より多い程、その効果は極めて顕著なものとなる。
The effect of the present invention becomes extremely significant as the number of standard characters in the dictionary memory exceeds the predetermined number of candidate characters.

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

第1図は本発明の原理ブロック図、 第2図は本発明の一実施例のブロック図、第3図は従来
の文字認識装置の10ツク図、第4図(A)は従来の距
離演算処理とソーティング処理との関係を説明するため
の図、及び第4図(B)は本発明実施例の距離演算処理
とソーティング処理との関係を説明するための図である
。 24は距離演算回路、 25は制御回路、 26はソーティング回路、 27はソーティングメモリ、 28は比較回路 である。 特許出願人 富 士 通 株式会社 図において、 21は特徴量メモリ、 22は辞書メモリ、 23はアドレス発生回路、 第1図 雫4色用の一実格が1のブ’C7−V7図1!2図 第3図
Fig. 1 is a block diagram of the principle of the present invention, Fig. 2 is a block diagram of an embodiment of the present invention, Fig. 3 is a 10-step diagram of a conventional character recognition device, and Fig. 4 (A) is a conventional distance calculation method. FIG. 4B is a diagram for explaining the relationship between the processing and the sorting process, and FIG. 4B is a diagram for explaining the relationship between the distance calculation process and the sorting process according to the embodiment of the present invention. 24 is a distance calculation circuit, 25 is a control circuit, 26 is a sorting circuit, 27 is a sorting memory, and 28 is a comparison circuit. Patent Applicant Fujitsu Ltd. In the figure, 21 is a feature memory, 22 is a dictionary memory, 23 is an address generation circuit, Figure 1. Figure 2 Figure 3

Claims (1)

【特許請求の範囲】 入力文字の特徴量と標準文字の特徴量との距離を演算す
る距離演算手段(100)と、 得られた距離の小さい順又は大きい順に候補文字の並び
換えを行うソーティング手段(200)と、距離演算手
段(100)で計算中の文字の距離とソーティング手段
(200)中の最下位候補文字の距離とを比較し、計算
中の文字の距離が最下位候補文字の距離より大きくなっ
た時点で、次の標準文字との距離計算を行うよう距離演
算手段(100)を制御する比較手段(300)と、 を設けたことを特徴とする文字認識装置。
[Scope of Claims] Distance calculating means (100) for calculating the distance between the feature amount of an input character and the feature amount of a standard character; and a sorting means for rearranging candidate characters in order of decreasing or increasing distance obtained. (200), the distance of the character being calculated by the distance calculation means (100) and the distance of the lowest candidate character in the sorting means (200) are compared, and the distance of the character being calculated is the distance of the lowest candidate character. A character recognition device comprising: a comparison means (300) that controls a distance calculation means (100) to calculate the distance to the next standard character when the character becomes larger.
JP63211282A 1988-08-25 1988-08-25 Character recognizing device Pending JPH0259884A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP63211282A JPH0259884A (en) 1988-08-25 1988-08-25 Character recognizing device

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP63211282A JPH0259884A (en) 1988-08-25 1988-08-25 Character recognizing device

Publications (1)

Publication Number Publication Date
JPH0259884A true JPH0259884A (en) 1990-02-28

Family

ID=16603350

Family Applications (1)

Application Number Title Priority Date Filing Date
JP63211282A Pending JPH0259884A (en) 1988-08-25 1988-08-25 Character recognizing device

Country Status (1)

Country Link
JP (1) JPH0259884A (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0640017U (en) * 1992-11-05 1994-05-27 文健 江口 Vehicle stop zone structure
KR20040033702A (en) * 2002-10-15 2004-04-28 현대자동차주식회사 Car body panel fixing device

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5585974A (en) * 1978-12-22 1980-06-28 Fujitsu Ltd Pattern recognizing unit

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5585974A (en) * 1978-12-22 1980-06-28 Fujitsu Ltd Pattern recognizing unit

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0640017U (en) * 1992-11-05 1994-05-27 文健 江口 Vehicle stop zone structure
KR20040033702A (en) * 2002-10-15 2004-04-28 현대자동차주식회사 Car body panel fixing device

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