{"id":1643,"date":"2022-05-31T13:14:39","date_gmt":"2022-05-31T13:14:39","guid":{"rendered":"https:\/\/adaptiverecognition.com\/under-the-magnifier-the-main-steps-of-anpr\/"},"modified":"2025-08-13T13:28:33","modified_gmt":"2025-08-13T13:28:33","slug":"under-the-magnifier-the-main-steps-of-anpr","status":"publish","type":"post","link":"https:\/\/adaptiverecognition.com\/pl\/blog\/traffic-transportation\/under-the-magnifier-the-main-steps-of-anpr\/","title":{"rendered":"Pod lup\u0105: G\u0142\u00f3wne etapy ANPR"},"content":{"rendered":"

Nie da si\u0119 zaprzeczy\u0107, \u017ce automatyczne rozpoznawanie tablic rejestracyjnych (ANPR) jest jednym z cud\u00f3w technologicznych ko\u0144ca XX wieku. Rozwi\u0105zanie zdolne rozpoznawa\u0107 litery i cyfry z obrazu lub pojedynczej klatki wideo przedstawiaj\u0105cej tablic\u0119 rejestracyjn\u0105 i przekszta\u0142ca\u0107 je w zwyk\u0142y tekst to ogromne wsparcie w wielu obszarach \u2014 od bezpiecze\u0144stwa ruchu drogowego, system\u00f3w op\u0142at drogowych i kontroli dost\u0119pu, po transport, logistyk\u0119, a nawet handel detaliczny.<\/p>\n\n\n\n

U\u017cytkownicy widz\u0105 jedynie, \u017ce rozwi\u0105zanie ANPR pobiera obraz lub klatk\u0119 wideo, a nast\u0119pnie zwraca je wraz z danymi tablicy rejestracyjnej w formie tekstowej. To, co dzieje si\u0119 \u201epod mask\u0105\u201d, rzadko jest ujawniane \u2014 mimo \u017ce jest r\u00f3wnie interesuj\u0105ce jak sam proces ekstrakcji tekstu ze statycznego obrazu. Ten artyku\u0142 uchyla mask\u0119 rozwi\u0105za\u0144 ANPR \u2014 konkretnie rodziny oprogramowania Carmen\u00ae firmy Adaptive Recognition \u2014 i przygl\u0105da si\u0119 z bliska ich sercu: silnikowi.<\/p>\n\n\n\n

Co rozumiemy przez rozpoznawanie tablic rejestracyjnych?<\/h2>\n\n\n\n

Aby zrozumie\u0107, jak przebiega proces rozpoznawania tablic rejestracyjnych, musimy najpierw okre\u015bli\u0107, co w\u0142a\u015bciwie oznacza rozpoznawanie tablic. W zasadzie jest to specjalny segment optycznego rozpoznawania znak\u00f3w (OCR), w kt\u00f3rym wyznaczone narz\u0119dzie wykonuje rozpoznawanie obrazu, koncentruj\u0105c si\u0119 na cechach liter i cyfr znajduj\u0105cych si\u0119 na tablicach rejestracyjnych, a nast\u0119pnie przekszta\u0142ca je w znaki ASCII, kt\u00f3re komputer mo\u017ce interpretowa\u0107. Najcz\u0119\u015bciej takim narz\u0119dziem jest program komputerowy, oprogramowanie lub zestaw algorytm\u00f3w, ale zdarzaj\u0105 si\u0119 r\u00f3wnie\u017c przypadki, w kt\u00f3rych oprogramowanie ANPR jest zintegrowane bezpo\u015brednio ze sprz\u0119tem \u2014 specjaln\u0105 kamer\u0105 przemys\u0142ow\u0105.<\/p>\n\n\n\n

Chocia\u017c istniej\u0105 pewne r\u00f3\u017cnice mi\u0119dzy rozpoznawaniem tablic realizowanym przez oprogramowanie a rozpoznawaniem zintegrowanym w sprz\u0119cie, ich podstawowe zasady s\u0105 zawsze takie same. We wszystkich przypadkach wej\u015bciem do procesu rozpoznawania jest zawsze obraz \u2014 nawet w przypadku strumieni wideo, gdzie modu\u0142 rozpoznawania analizuje poszczeg\u00f3lne klatki \u2014 natomiast wyj\u015bciem jest surowy tekst tablicy w opisanym formacie ASCII oraz informacja o kraju rejestracji.<\/p>\n\n\n\n

Skoro om\u00f3wili\u015bmy ju\u017c podstawy, zobaczmy teraz g\u0142\u00f3wne etapy rozpoznawania tablic rejestracyjnych i przez jakie kroki zazwyczaj musi przej\u015b\u0107 tego typu oprogramowanie.<\/p>\n\n\n\n

ANPR krok po kroku<\/h2>\n\n\n\n

Rozpoznawanie<\/h3>\n\n\n\n

Algorytm rozpoznawania tablic rejestracyjnych wyszukuje na obrazie znaki \u2014 cyfry i litery. Je\u015bli silnik ANPR stwierdzi, \u017ce na obrazie znajduje si\u0119 znak, uruchamiany jest proces optycznego rozpoznawania znak\u00f3w (OCR). <\/p>\n\n\n\n

Gdy silnik zako\u0144czy rozpoznawanie pierwszego znaku, automatycznie zaczyna wyszukiwa\u0107 kolejne znaki, a proces rozpoznawania powtarza si\u0119 tak d\u0142ugo, jak d\u0142ugo silnik znajduje na obrazie kolejne czytelne cyfry i litery.<\/p>\n\n\n\n

\"License
\"Tak w\u0142a\u015bnie silnik ANPR wykonuje proces rozpoznawania.\nZdj\u0119cie tablicy rejestracyjnej dzi\u0119ki uprzejmo\u015bci W\u0119gierskiego Dziennika Urz\u0119dowego (Magyar K\u00f6zl\u00f6ny).\"<\/figcaption><\/figure>\n\n\n\n

Warto zauwa\u017cy\u0107, \u017ce je\u015bli tablica jest brudna, znaki s\u0105 zbyt blisko siebie, znajduj\u0105 si\u0119 na niej \u015bruby lub wyst\u0119puj\u0105 silne efekty \u015bwietlne, takie jak cienie, silnik mo\u017ce nie rozpozna\u0107 znak\u00f3w prawid\u0142owo. Jednak z wyj\u0105tkiem zabrudzenia \u2014 sytuacji si\u0142y wy\u017cszej \u2014 powy\u017csze problemy mo\u017cna wyeliminowa\u0107 dzi\u0119ki prawid\u0142owej konfiguracji oprogramowania ANPR. Wi\u0119cej o tych ustawieniach mo\u017cna znale\u017a\u0107 tutaj.<\/p>\n\n\n\n

Tworzenie sekwencji<\/h3>\n\n\n\n

Gdy wszystkie znaki zostan\u0105 poprawnie rozpoznane, silnik tworzy sekwencj\u0119 przypominaj\u0105c\u0105 rzeczywist\u0105 tablic\u0119 rejestracyjn\u0105. Silnik uruchamia wiele narz\u0119dzi opartych na sieciach neuronowych, dopasowuj\u0105c nowo uzyskan\u0105 sekwencj\u0119 do podobnych tablic, kt\u00f3re zna. Proces ko\u0144czy si\u0119, gdy zostanie znaleziony typ najlepiej pasuj\u0105cy do sekwencji albo gdy nie znaleziono \u017cadnego dopasowania.<\/p>\n\n\n\n

Na przyk\u0142ad format w\u0119gierskich tablic rejestracyjnych to XXX-YYY \u2014 od lipca 2022 r. XX XX-YYY \u2014 gdzie \u201eX\u201d oznacza liter\u0119, a \u201eY\u201d cyfr\u0119. Je\u015bli silnik uzyska wymagan\u0105 liczb\u0119 znak\u00f3w z analizowanego obrazu, tworzy mo\u017cliw\u0105 sekwencj\u0119 na podstawie tych znak\u00f3w. Nast\u0119pnie silnik wyszukuje podobne tablice na podstawie atrybut\u00f3w, takich jak pozycja, sk\u0142adnia, relacje kolorystyczne, kr\u00f3j pisma itp. Je\u015bli znajdzie dopasowanie \u2014 w naszym przypadku tablic\u0119 w starym lub nowym formacie \u2014 silnik zwr\u00f3ci wynik oraz narodowo\u015b\u0107, W\u0119gry.  <\/p>\n\n\n\n

\"License
Wyniki ko\u0144cowe: obraz tablicy rejestracyjnej, znaki tablicy oraz narodowo\u015b\u0107 (typ).
\nZdj\u0119cie tablicy rejestracyjnej dzi\u0119ki uprzejmo\u015bci W\u0119gierskiego Dziennika Urz\u0119dowego (Magyar K\u00f6zl\u00f6ny).<\/figcaption><\/figure>\n\n\n\n

Je\u015bli sekwencja nie pasuje do \u017cadnego typu tablicy znanego silnikowi ANPR, tekst tablicy mo\u017ce mimo to zosta\u0107 zwr\u00f3cony bez typu, o ile silnik zosta\u0142 skonfigurowany do rozpoznawania tak\u017ce typ\u00f3w nieznanych.<\/p>\n\n\n\n

Prezentacja<\/h3>\n\n\n\n

Na ko\u0144cu procesu oprogramowanie ANPR prezentuje obraz, znaki tablicy w \u017c\u0105danym formacie ASCII (czytelnym dla cz\u0142owieka i komputera) oraz narodowo\u015b\u0107 tablicy jako pakiet danych, kt\u00f3ry nast\u0119pnie jest przekazywany do odpowiednich serwer\u00f3w lub baz danych.<\/p>\n\n\n\n

Oprogramowanie czy nie?<\/h2>\n\n\n\n

Warto zauwa\u017cy\u0107, \u017ce gdy m\u00f3wimy o rozwi\u0105zaniu ANPR jako \u201eoprogramowaniu\u201d, nie mamy na my\u015bli samodzielnego programu. S\u0142owo \u201eoprogramowanie\u201d odnosi si\u0119 do silnika rozpoznawania \u2014 biblioteki funkcji, kt\u00f3r\u0105 mo\u017cna zintegrowa\u0107 z kompletnymi systemami rozpoznawania tablic rejestracyjnych.  <\/p>\n\n\n\n

Innymi s\u0142owy, tw\u00f3rcy system\u00f3w musz\u0105 stworzy\u0107 po\u0142\u0105czenie mi\u0119dzy rozwi\u0105zaniem ANPR a swoim systemem poprzez integracj\u0119, aby dane by\u0142y prezentowane w odpowiednim formacie. Z tego powodu modu\u0142y ANPR s\u0105 cz\u0119sto oferowane jako SDK \u2014 zestaw narz\u0119dzi programistycznych z dokumentacj\u0105, przyk\u0142adowymi kodami i narz\u0119dziami programistycznymi \u2014 kt\u00f3ry stanowi kluczowy element dla integrator\u00f3w, czyli API (application programming interface). Nasz flagowy produkt, Carmen\u00ae ANPR Image \u201esoftware\u201d, jest oferowany dok\u0142adnie w tym formacie.<\/p>\n\n\n\n

Zdarzaj\u0105 si\u0119 sytuacje, w kt\u00f3rych integracja nie wchodzi w gr\u0119 z powodu braku funduszy, czasu lub uprawnie\u0144 systemowych. Na szcz\u0119\u015bcie dost\u0119pne s\u0105 rozwi\u0105zania Plug\u2019n\u2019Play, takie jak Carmen\u00ae ANPR Stream oraz Carmen\u00ae ANPR Cloud SaaS, kt\u00f3re wymagaj\u0105 minimalnej lub zerowej integracji po stronie u\u017cytkownik\u00f3w systemu.<\/p>\n\n\n\n\n\n

Dobr\u0105 wiadomo\u015bci\u0105 jest to, \u017ce je\u015bli chodzi o kroki, w kt\u00f3rych wykonywany jest ANPR \u2014 o czym wspomnieli\u015bmy wcze\u015bniej \u2014 nie ma \u017cadnej r\u00f3\u017cnicy mi\u0119dzy gotowym oprogramowaniem a bibliotekami SDK. W rzeczywisto\u015bci te drugie rozwi\u0105zania cz\u0119sto zawieraj\u0105 oprogramowanie demonstracyjne, idealne do testowania mo\u017cliwo\u015bci ANPR w kontrolowanym \u015brodowisku \u2014 np. na obrazach testowych z kamer pod\u0142\u0105czonych do intranetu \u2014 zanim zacznie si\u0119 pracowa\u0107 z kodem i dostosowywa\u0107 oprogramowanie do indywidualnych potrzeb klienta.<\/p>\n\n\n\n

Podsumowuj\u0105c, niezale\u017cnie od tego, czy jest to gotowy program, czy rozwi\u0105zanie wymagaj\u0105ce odrobiny kodowania, wynik b\u0119dzie zawsze taki sam: szybkie i niezawodne rozwi\u0105zanie ANPR, kt\u00f3re \u2014 przy w\u0142a\u015bciwej konfiguracji \u2014 zapewni wymagane dane z tablicy rejestracyjnej.<\/p>\n\n\n\n

Masz pytania lub zapytania? Jeste\u015bmy tu, aby wspiera\u0107 ci\u0119 na ka\u017cdym kroku:\"<\/strong><\/p>\n\n\n\n

\n
\nPorozmawiajmy<\/span><\/p>\n
\n<\/i><\/span>
\n<\/i><\/span>\n<\/div>\n<\/a>\n<\/div>\n
","protected":false},"excerpt":{"rendered":"

Rozpoznawanie tablic rejestracyjnych (ANPR) to proces wydobywania liter i cyfr z obrazu. Ale jak przebiega ten proces? Nasz ekspert to wyja\u015bnia.<\/p>","protected":false},"author":2,"featured_media":13960,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[103],"tags":[],"class_list":["post-1643","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-traffic-transportation"],"acf":{"blog_page_hero_image":"","who_wrote_this_arcticle":[5932],"tags_for_search_separate_with_comma___":"anpr,alpr,lpr,number,plate,recognition,license,licence,image,software"},"yoast_head":"\nUnder the Magnifier: The Main Steps of ANPR - Adaptive Recognition | Image Capturing and Analytics<\/title>\n<meta name=\"description\" content=\"Discover the key steps of automatic number plate recognition (ANPR\/LPR) technology, from image capture to license plate data extraction.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" 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