{"id":102437,"date":"2021-12-01T15:37:06","date_gmt":"2021-12-01T13:37:06","guid":{"rendered":"https:\/\/prohoster.info\/blog\/novosti-interneta\/reliz-sistemy-raspoznavaniya-teksta-tesseract-5-0"},"modified":"2021-12-01T15:37:06","modified_gmt":"2021-12-01T13:37:06","slug":"reliz-sistemy-raspoznavaniya-teksta-tesseract-5-0","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sl\/blog\/news\/reliz-sistemy-raspoznavaniya-teksta-tesseract-5-0","title":{"rendered":"Izdaja sistema za prepoznavanje besedila Tesseract 5.0","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Objavljen je izdanak Optical Character Recognition sistema Tesseract 4.1, koji podr\u017eava prepoznavanje UTF-8 simbola i tekstova na vi\u0161e od 100 jezika, uklju\u010duju\u0107i ruski, kazahstanski, beloruski i ukrajinski. Rezultati se mogu \u010duvati kao obi\u010dan tekst, kao i u HTML formatima (hOCR), ALTO (XML), PDF i TSV. Sistem je prvobitno razvijen od 1985. do 1995. godine u laboratoriji kompanije Hewlett Packard, a 2005. godine kod je otvoren pod Apache licencom i dalje se razvijao uz pomo\u0107 zaposlenih kompanije Google. Izvorni tekstovi projekta distribuiraju se pod Apache 2.0 licencom.      <\/p>\n<p> Tesseract vklju\u010duje konzolno orodje in knji\u017enico libtesseract za vgrajevanje funkcij prepoznavanja besedila v druge aplikacije. Med podprtimi zunanjimi GUI vmesniki Tesseract se lahko omenijo gImageReader, VietOCR in YAGF. Na voljo sta dva motornika prepoznavanja: klasi\u010dni, ki prepoznava besedilo na ravni predlog posameznih znakov, in nov, ki temelji na uporabi sistema strojnega u\u010denja s pomo\u010djo rekurentne nevronske mre\u017ee LSTM, optimizirane za prepoznavanje celotnih vrstic, kar omogo\u010da znatno pove\u010danje natan\u010dnosti. Pripravljenih izu\u010denih modelov je objavljenih za 123 jezikov. Za optimizacijo delovanja so na voljo moduli, ki uporabljajo OpenMP in SIMD navodila AVX2, AVX, NEON ali SSE4.1.     <\/p>\n<p>Glavna pobolj\u0161anja u Tesseract 5.0:  <\/p>\n<ul>\n<li class=\"l\"> Zna\u010dajna promena broja verzije povezana je sa izmenama u API-ju koje naru\u0161avaju kompatibilnost. Konkretno, javno dostupni API libtesseract vi\u0161e nije povezan sa propertarnim tipovima podataka GenericVector i STRING, umesto kojih se u kodu koriste std::string i std::vector.\n<li class=\"l\"> Reorganizovana je struktura izvornih tekstova. Javni zaglavlja su preme\u0161tena u direktorijum include\/tesseract.\n<li class=\"l\"> Pobolj\u0161ano je upravljanje memorijom, svi pozivi malloc i free su zamenjeni C++ kodom. Provedena je op\u0161ta modernizacija koda.\n<li class=\"l\"> Dodate su optimizacije za ARM i ARM64 arhitekture, a za ubrzanje prora\u010duna kori\u0161\u0107ene su ARM NEON instrukcije. Ura\u0111ena je op\u0161ta optimizacija performansi za sve arhitekture.\n<li class=\"l\"> Implementirani su novi treninzi modela i re\u017eimi prepoznavanja teksta zasnovani na kori\u0161\u0107enju izra\u010dunavanja sa pokretnom ta\u010dkom. Novi re\u017eimi se odlikuju vi\u0161om performansom i smanjenom potro\u0161njom memorije. U LSTM motoru brzi re\u017eim float32 je uklju\u010den kao podrazumevano.\n<li class=\"l\"> Pre\u0111eno je na upotrebu Unicode normalizacije koriste\u0107i NFC formu (Normalization Form Canonical).\n<li class=\"l\"> \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u043e\u043f\u0446\u0438\u044f \u0434\u043b\u044f \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043b\u043e\u0433\u043e\u0432 (&#8212;loglevel).\n<li class=\"l\"> Presecan sistem gradnje zasnovan na Autotools je pre\u0161ao na gradnju u nerakursivnom re\u017eimu.\n<li class=\"l\"> \u0412\u0435\u0442\u043a\u0430 &#171;master&#187; \u0432 Git \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0430 \u0432 &#171;main&#187;.\n<li class=\"l\"> Dodata je podr\u0161ka za nove verzije macOS-a i Apple sistema zasnovanih na M1 \u010dipu.<br \/>\n<br \/>Izvor: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=56259\">opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0440\u0435\u043b\u0438\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043e\u043f\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0442\u0435\u043a\u0441\u0442\u0430 Tesseract 4.1, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0435\u0439 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0441\u0438\u043c\u0432\u043e\u043b\u043e\u0432 UTF-8 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 100 \u044f\u0437\u044b\u043a\u0430\u0445, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0440\u0443\u0441\u0441\u043a\u0438\u0439, \u043a\u0430\u0437\u0430\u0445\u0441\u043a\u0438\u0439, \u0431\u0435\u043b\u043e\u0440\u0443\u0441\u0441\u043a\u0438\u0439 \u0438 \u0443\u043a\u0440\u0430\u0438\u043d\u0441\u043a\u0438\u0439. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0442\u0430\u043a \u0438 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445 HTML (hOCR), ALTO (XML), PDF \u0438 TSV. \u0418\u0437\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0431\u044b\u043b\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0430 \u0432 1985-1995 \u0433\u043e\u0434\u0430\u0445 \u0432 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 Hewlett Packard, \u0432 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-102437","post","type-post","status-publish","format-standard","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.4 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d \u0440\u0435\u043b\u0438\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043e\u043f\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0442\u0435\u043a\u0441\u0442\u0430 Tesseract 4.1, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0435\u0439 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