Icala lesicelo se-OCR embonini yezokwelapha: Ukucubungula imibhalo ehlakaniphile ekunakekelweni kwezempilo okuhlakaniphile

## Amacala Wesicelo se-OCR embonini yezokwelapha: Ukucubungula Imibhalo Ehlakaniphile Ku-Smart Healthcare Njengomkhakha obalulekile ohlobene nomnotho kazwelonke kanye nokuphila kwabantu, imboni yezokwelapha ikhiqiza futhi icubungula inqwaba yemibhalo yezokwelapha nsuku zonke, kufaka phakathi amarekhodi ezokwelapha, imiyalelo, imibiko yokuhlola, imiyalo yezidakamizwa, imibhalo yomshuwalense wezokwelapha, njll. Ngokwezibalo, isibhedlela esikhulu semfundo ephakeme sikhiqiza imibhalo yezokwelapha engaphezu kwe-100,000 nsuku zonke, futhi izindlela zendabuko zokungena nokucubungula azisebenzi kuphela, kodwa futhi zithambekele emaphutheni, ezithinta kakhulu ikhwalithi yezinsizakalo zezokwelapha nokuphepha kweziguli. Ukusetshenziswa okujulile kobuchwepheshe be-OCR embonini yezokwelapha akukwazi ukuthuthukisa kakhulu ukusebenza kahle komsebenzi, kodwa futhi kuthuthukise isipiliyoni sesiguli, kunciphise izindleko zezokwelapha, futhi kunikeze ukwesekwa okuqinile kwezobuchwepheshe ekuthuthukiseni ukunakekelwa kwezempilo okuhlakaniphile. ### Amanani ayisisekelo wezicelo ze-OCR embonini yezokwelapha #### 1. Ukuthuthukiswa okuphawulekayo ekusebenzeni kahle kwezempilo ** Ukucubungula Okuzenzakalelayo Kwedokhumenti: ** - ** I-Medical Record Entry Automation **: Guqula ngokuzenzakalelayo amarekhodi wezokwelapha abhalwe ngesandla abe ngamarekhodi ezokwelapha e-elekthronikhi, uthuthukise ukusebenza kokungena ngo-500% - ** Ukuqashelwa Kwemithi Ehlakaniphile **: Qaphela ngokuzenzakalelayo imiyalelo ebhalwe ngesandla yodokotela, ukunciphisa amaphutha okuhambisa ikhemisi - ** I-Digitization yemibiko Yokuhlola **: Guqula ngokushesha imibiko yokuhlolwa kwephepha ibe yidatha ehlelekile - ** Ukucubungula Umbiko Wesithombe Sezokwelapha **: Khipha ngokuzenzakalelayo imininingwane ebalulekile yokuxilonga emibiko yezithombe ** Ukusebenza Kahle Kokuhamba: ** - ** Inqubo Yokubhalisa Eyenziwe Lula **: Ukuqashelwa okuzenzakalelayo kwemininingwane yekhadi le-ID yesiguli, ukunciphisa isikhathi sokubhalisa ngo-70% - ** Ukwenza ngcono izinqubo zokulaliswa esibhedlela **: Ukucubungula okuzenzakalelayo kwedatha yokwamukela, ukunciphisa isikhathi sokucubungula kusuka kumaminithi angama-30 kuya kumaminithi ama-5 - ** Ukusheshisa Ukukhishwa Kokukhishwa **: Ukuqashelwa okuzenzakalelayo kwemibhalo yezindleko zezokwelapha, ukwandisa ukusebenza kahle kokukhokha ngo-300% - ** Ukuthuthukiswa Kwenqubo Yokudluliselwa **: Ukulungiswa okusheshayo kwedatha yokudluliselwa, kuthuthukisa kakhulu ukusebenza kahle kokudluliselwa #### 2. - Ukuqinisekisa ikhwalithi yezokwelapha nokuphepha ** Ukunciphisa amaphutha ezokwelapha: ** - ** Ukuvinjelwa Kwamaphutha Kadokotela **: Ithola ngokuzenzakalelayo amaphutha kadokotela ngokuqashelwa kwe-OCR kuhlanganiswe nemininingwane yezidakamizwa - ** Ukuthuthukiswa Kokuphepha Kwemithi **: Ikhomba ngokunembile amagama ezidakamizwa nemithamo ukugwema amaphutha emithi - ** Ukungaguquguquki Kokuxilongwa **: Ukungena kwerekhodi lezokwelapha okulinganisiwe ukuthuthukisa ukungaguquguquki nokunemba - ** Ukuvinjelwa Kwengxabano Yezokwelapha **: Qedela amarekhodi werekhodi ezokwelapha e-elekthronikhi ukuhlinzeka ngobufakazi obuthembekile bezimpikiswano zezokwelapha ** Ukuphathwa Kokuhambisana: ** - ** Ukulinganiswa Kwamarekhodi Wezokwelapha **: Ukuqinisekisa ukuthi ukubhalwa kwamarekhodi ezokwelapha kuhlangabezana nezidingo ezijwayelekile zomnyango wezempilo - ** Ubuqotho bedatha **: Ukuqinisekisa ubuqotho nokulandelela kwedatha yezokwelapha - ** Ukuvikelwa Kobumfihlo **: Ukuvikela imininingwane yobumfihlo yesiguli ngokucubungula kwasendaweni - ** Ukusekelwa Kwamabhuku **: Ukuhlinzeka ngokusekelwa okuphelele kwedatha yokuhlolwa kwekhwalithi yezokwelapha ### Amacala Ajulile Wesicelo Se-OCR Esibhedlela #### Case 1: Ukuguqulwa okuphelele kwedijithali kwesibhedlela semfundo ephakeme ** Isizinda sesibhedlela nezinselele: ** Isibhedlela siyisibhedlela esikhulu esiphakeme esinomlando weminyaka engama-50, esinemibhede engama-3,000 kanye nevolumu yonyaka yeziguli ezingaphezu kwezigidi ezi-3. Isibhedlela siqoqe inani elikhulu lamarekhodi ezokwelapha ephepha nemibhalo yezokwelapha, ebhekene nezinselelo ezilandelayo: - ** Ubunzima ekuphatheni amarekhodi ezokwelapha omlando **: Amarekhodi ezokwelapha angaphezu kwezigidi ezi-5 anqwabelene eminyakeni engama-50, okwenza kube nzima ukufinyelela nezindleko eziphezulu zokugcina - ** Umsebenzi osindayo wodokotela **: Odokotela badinga ukuchitha isikhathi esiningi bebhala amarekhodi ezokwelapha nokucubungula imibhalo nsuku zonke - ** Isikhathi eside sokulinda isiguli **: Ukubhaliswa okungasebenzi, ukuhlolwa, ukuqoqwa kwemithi nezinye izixhumanisi, nokwaneliseka okuphansi kwesiguli - ** Ukulawulwa kwekhwalithi yezokwelapha okunzima **: Ukuntuleka kwezindlela ezisebenzayo zokuqapha nokucubungula ikhwalithi yezokwelapha ** Idizayini Yesixazululo se-OCR: ** Isibhedlela sibambisene nomsizi we-OCR ukuklama isixazululo esiphelele sokucubungula imibhalo yezokwelapha ehlakaniphile: ** Uhlelo lwe-Historical Medical Record Digitization: ** - ** Imishini Yokuskena I-Batch **: Sebenzisa amadivayisi wokuskena angama-20 aphezulu ukusekela ukuskena amarekhodi ezokwelapha ahlukene - ** Injini Yokuqashelwa kwe-OCR **: Yamukela injini eqondene nezokwelapha yomsizi we-OCR ukuze uthuthukise amagama ezokwelapha nokubhala ngesandla - ** Uhlelo lokulawula ikhwalithi **: Sungula indlela yokulawula ikhwalithi yamazinga amaningi ukuqinisekisa ikhwalithi yedijithali - ** Ukwakhiwa Kwesistimu Sokubuyisela **: Sungula uhlelo lokubuyisa oluhlakaniphile olususelwa kokuqukethwe ukusekela ukubuyisa umbhalo ogcwele ** Uhlelo lokucubungula amarekhodi ezokwelapha lwesikhathi sangempela: ** - ** Uhlelo lokusebenza lweselula **: Odokotela basebenzisa amaphilisi ukungena nokubuka irekhodi lezokwelapha - ** Inkulumo-embhalweni **: Kuhlanganiswe nobuchwepheshe bokuqashelwa kwenkulumo, kusekela ukungena kwerekhodi lezokwelapha - ** Ukucubungula ithempulethi **: Sungula izifanekiso zamarekhodi ezokwelapha ezijwayelekile ukuze uthuthukise ukusebenza kahle kokungena - ** Ukuvumelanisa kwesikhathi sangempela **: Imininingwane yerekhodi lezokwelapha ivumelaniswa nohlelo lolwazi lwesibhedlela ngesikhathi sangempela ** Uhlelo Lokuqashelwa Kwemithi: ** - ** Ukuqashelwa Kwemithi Ebhalwe Ngesandla **: Khomba ngokunembile imiyalelo ebhalwe ngesandla yodokotela ngesilinganiso sokunemba sokuqashelwa esingu-97% - ** Ukuhlanganiswa Kwedatha Yezidakamizwa **: Hlanganisa nemininingwane yezidakamizwa zesibhedlela ukuqinisekisa ngokuzenzakalelayo imininingwane yezidakamizwa - ** Ukuhlolwa Kokuphepha Kwemithi **: Hlola ngokuzenzakalelayo ukusebenzisana kwezidakamizwa nokungezwani komzimba - ** Isizukulwane se-E-Prescription **: Khiqiza ngokuzenzakalelayo ama-e-prescriptions ajwayelekile ** Ukusebenza kahle kwesicelo nokuhlolwa kwenani: ** ** Imiphumela Yokuthuthukiswa Kwamarekhodi Ezokwelapha: ** - ** Ukusebenza Kahle Kwerekhodi Lezokwelapha **: Isikhathi sombuzo werekhodi lezokwelapha sincishisiwe sisuka kumizuzu engama-30 saya kumasekhondi angama-30, futhi ukusebenza kahle kukhuphuke ngo-6000%. - ** Ukusebenza Kahle Kwerekhodi Lezokwelapha **: Isikhathi sokungena kwerekhodi lezokwelapha sincishisiwe ngo-60%, ukonga amahora ama-2 wesikhathi sokusebenza ngosuku - ** Ukusebenza kahle kokucubungula imithi **: Isikhathi sokucubungula imithi sincishisiwe sisuka kumaminithi ama-5 saya kumzuzu ongu-1, okwandisa ukukhiqizwa kwekhemisi ngo-400% - ** Isikhathi sokulinda isiguli **: Ukunciphisa isikhathi sokuvakashelwa kweziguli ngo-40%, kuthuthukisa kakhulu ukwaneliseka kweziguli ** Ukuhlaziywa Kwezindleko-Inzuzo: ** - ** Ukulondolozwa Kwezindleko Zokugcina **: Ukonga okungu-90% esikhaleni sokugcina irekhodi lezokwelapha ephepheni, ukonga ama-yuan ayizigidi ezi-2 ezindlekweni zokugcina ngonyaka - ** Ukonga Izindleko Zabasebenzi **: Ukunciphisa abasebenzi bokuphathwa kwamarekhodi ezokwelapha ngo-30%, ukonga ama-yuan ayizigidi ezi-3 ezindlekweni zabasebenzi ngonyaka - ** Ukwehliswa Kwezindleko Zokubuza **: Ukunciphisa izindleko zombuzo werekhodi lezokwelapha ngo-95%, ukuthuthukisa ukusebenza kahle kwensizakalo yezokwelapha - ** Ukubuya Ekutshalweni Kwezimali **: Ukutshalwa kwezimali kohlelo lwe-OCR kuzuze imbuyiselo ephelele ekutshalweni kwezimali ezinyangeni ezingama-24 ** Ukuthuthukiswa kwekhwalithi yezempilo: ** - ** Ukunemba kokuxilonga **: Ukwanda okungu-25% kokungaguquguquki kokuxilongwa ngokufakwa kwamarekhodi ezokwelapha okujwayelekile - ** Ukuphepha Kwemithi **: Ukwehliswa kwe-80% kumanani amaphutha kadokotela kanye no-90% ukwehliswa kwezigameko zokuphepha kwemithi - ** Ukunciphisa Izingxabano Zezokwelapha **: Gcwalisa amarekhodi ezokwelapha nge-elekthronikhi ngokunciphisa okungu-60% kwezimpikiswano zezokwelapha - ** Ukwaneliseka Kweziguli **: Ukwandisa ukwaneliseka kweziguli kusuka ku-85% kuya ku-95% #### Icala 2: Ukuthuthukiswa okuhlakaniphile kwesibhedlela esikhethekile ** Izici nezidingo zesibhedlela: ** Isibhedlela siyisibhedlela esiqeqeshiwe senhliziyo esinemishini yezokwelapha ethuthukisiwe kanye nethimba lezokwelapha lochwepheshe. Izidingo ezikhethekile zesibhedlela zifaka: - ** Ukuhlonza Amagama Obungcweti **: Ukuhlonza okunembile kwamagama ochwepheshe benhliziyo kanye nezifinyezo - ** Ukucubungula Umbiko Wokuhlolwa **: Inani elikhulu lemibiko yokuhlola efana ne-electrocardiograms ne-echocardiography - ** Ukuphathwa Kwamarekhodi Okuhlinzwa **: Amarekhodi ayinkimbinkimbi okuhlinzwa kanye namarekhodi okulandela ngemuva kokuhlinzwa - ** Ukuqoqwa Kwedatha Yocwaningo Lwesayensi **: Ukuqoqwa nokuhlaziywa kwedatha yocwaningo lwezokwelapha ** Izixazululo ezikhethekile ze-OCR: ** - ** Professional Dictionary Customization **: Sungula isichazamazwi samagama ochwepheshe bezenhliziyo ukuze uthuthukise ukunemba kokuqashelwa - ** Ithempulethi Yombiko Wokuhlola **: Sungula izifanekiso zombiko ezijwayelekile zezinto ezahlukahlukene zokuhlola - ** Uhlelo Lokuhlinzwa Lokuhlinzwa **: Ukuhlonza nokuphathwa kwamarekhodi okuhlinzwa okukhethekile - ** Ipulatifomu Yedatha Yocwaningo Lwesayensi **: Ukusekela ukuqoqwa okuzenzakalelayo nokuhlaziywa kwedatha yocwaningo lomtholampilo ** Imiphumela Yesicelo: ** - ** Ukunemba Kokuqashelwa Kwemigomo Yobungcweti **: Ukunemba kokuqashelwa kwemigomo yenhliziyo kufinyelela ku-99% - ** Ukusebenza kahle kokucubungula imibiko yokuhlola **: Isikhathi sokucubungula imibiko yokuhlola sincishisiwe ngo-80% - ** Ubuqotho Kwamarekhodi Okuhlinzwa **: Ukuphelela nokunemba kwamarekhodi okuhlinzwa kuthuthukiswe kakhulu - ** Ukuthuthukiswa kokusebenza kahle kocwaningo lwesayensi **: Ukusebenza kahle kokuqoqwa kwedatha yocwaningo lwezokwelapha kukhuphuke ngo-300% ### Imikhuba emisha yokusetshenziswa kwe-OCR ezinkampanini zemithi #### Icala: Uhlelo lokuphathwa kwemibhalo yenkampani enkulu yezokwelapha ** Isizinda sebhizinisi: ** Inkampani yezemithi ingumkhiqizi owaziwayo wemithi eChina, enezisekelo eziningi zokukhiqiza nezikhungo ze-R & D, futhi idinga ukusingatha inani elikhulu lokukhiqizwa kwezidakamizwa, ukulawulwa kwekhwalithi, i-R & D neminye imibhalo ehlobene ** Izimo Zesicelo se-OCR: ** - ** Ukuphathwa Kwamarekhodi Okukhiqiza **: Amarekhodi ahlukahlukene nemibiko ngesikhathi senqubo yokukhiqiza izidakamizwa - ** Imibhalo Yokuhlola Ikhwalithi **: Imibiko Yokuhlolwa Kwekhwalithi Yezidakamizwa nezitifiketi - ** Ukucubungula Idatha ye-R & D **: Amarekhodi okuhlola nedatha ngesikhathi sokuthuthukiswa kwezidakamizwa ezintsha - ** Ukuphathwa Kwemibhalo Yokulawula **: Izinto ezahlukahlukene zokufaka isicelo ezihanjiswe kwiziphathimandla ezilawulayo ** Izici Zesixazululo: ** - ** Ukuhambisana kwe-GMP **: Qinisekisa ukuthi ukucubungula amadokhumenti kuhlangabezana nezidingo ze-GMP (Good Manufacturing Practice) - ** Ubuqotho bedatha **: Qinisekisa ubuqotho nokulandelela ukukhiqizwa kwemithi kanye nedatha yekhwalithi - ** Ukuqinisekiswa Kwezokuphepha **: Vikela izimfihlo zokuhweba zezinkampani nezimfihlo zobuchwepheshe ngokucubungula kwasendaweni - ** Ukucubungula okujwayelekile **: Sungula izinqubo zokucubungula amadokhumenti kanye nezinhlelo zokulawula ikhwalithi ** Umphumela wesicelo: ** - ** Ukusebenza kahle kokucubungula amadokhumenti **: Ukusebenza kahle kokucubungula idokhumenti kukhuphuke ngo-400% - ** Ukuthuthukiswa kokuhambisana **: Izinga lokuhambisana nedokhumenti lifinyelele ku-99.9% - ** Ukonga izindleko **: Kulondolozwe ama-yuan ayizigidi ezi-5 ezindlekweni zokucubungula idokhumenti ngonyaka - ** Ukuthuthukiswa kwekhwalithi **: Izinga lokulawulwa kwekhwalithi yomkhiqizo lithuthukiswe kakhulu ### Izinzuzo zobungcweti zabasizi be-OCR embonini yezokwelapha #### 1. - ** Ukulungiswa kobungcweti bezimo zezokwelapha ** Ukuqashelwa okuhlakaniphile kwamagama ezokwelapha: ** - ** Ukusekelwa kwesichazamazwi sobungcweti **: Isichazamazwi sobuchwepheshe esakhelwe ngaphakathi esiqukethe amagama wezokwelapha ayi-100,000 + - ** Ukufanisa igama lezidakamizwa **: Isekela ukuqashelwa okuhlakaniphile nokufanisa amagama ezidakamizwa zaseChina naseNtshonalanga - ** Ikhodi yokuxilongwa kwezifo **: Ibona ngokuzenzakalelayo i-ICD-10 namanye amakhodi okuhlukaniswa kwezifo zamazwe omhlaba - ** Ukuqashelwa kwedivayisi yezokwelapha **: Kukhomba ngokunembile imodeli nokucaciswa kwamadivayisi ahlukahlukene wezokwelapha ** Ukulungiswa Kokuqashelwa Kokubhala Ngesandla: ** - ** Ukufunda Ngesandla Kukadokotela **: Ukuzivumelanisa nezitayela ezahlukahlukene zokubhala zodokotela ngokufunda ngomshini - ** Ukuguqulwa Kokucaciswa Kwemithi **: Kulungiselelwe ngokukhethekile ukucaciswa kokubhala kadokotela - ** Ukuqashelwa Kwefomethi Yerekhodi Yezokwelapha **: Isekela ukuqashelwa kwamafomethi ahlukahlukene amarekhodi ezokwelapha nezifanekiso - ** Umsebenzi Wokuqinisekisa Isiginesha **: Isekela ukuqashelwa nokuqinisekiswa kwamasiginesha odokotela #### 2. Ukuphepha Kwedatha Yezokwelapha ** Indlela Yokuvikelwa Kobumfihlo: ** - ** Ukucubungula Kwasendaweni **: Yonke idatha yesiguli icutshungulwa endaweni futhi ayilayishwa kumaseva angaphandle - ** Ukubethela Idatha **: Ama-algorithms wokubethela anamandla aphezulu asetshenziselwa ukuvikela idatha yezokwelapha ebucayi - ** Ukulawulwa Kokufinyelela **: Ukuphathwa kwemvume yomsebenzisi okuqinile nezindlela zokulawula ukufinyelela - ** Umzila Wokucwaninga **: Qedela ukuqoshwa kwelogi yokusebenza nokusekela ukuhlolwa kwezokuphepha ** Ukusekelwa Kokuhambisana: ** - ** Ukuhambisana ne-HIPAA **: Ihlangabezana nezidingo ze-US Health Insurance Portability and Accountability Act - ** Imithetho Yasekhaya **: Hambisana nemithetho yasekhaya efana noMthetho we-Cybersecurity kanye noMthetho Wezokuphepha Kwedatha - ** Amazinga Ezimboni **: Ukusekela amazinga embonini yezokwelapha afana ne-HL7 ne-DICOM - ** Isitifiketi sekhwalithi **: Dlulisa izitifiketi zokuphepha zamazwe omhlaba ezifana ne-ISO27001 #### 3. Amakhono okuhlanganiswa kwesistimu yezokwelapha ** Ukuhlanganiswa kohlelo lwe-HIS: ** - ** Ukuhlanganiswa okungenamthungo **: Ukuhlanganiswa okungenamthungo nezinhlelo zolwazi olujwayelekile lwesibhedlela (HIS) - ** Ukuvumelanisa kwedatha **: Inika amandla ukuvumelanisa okuzenzakalelayo kwemininingwane yeziguli namarekhodi ezokwelapha - ** Ukuhlanganiswa kokuhamba komsebenzi **: Kuhlanganiswa kokuhamba komsebenzi okhona esibhedlela - ** Izibuyekezo zesikhathi sangempela **: Isekela izibuyekezo zesikhathi sangempela nokuvumelanisa kwedatha yezokwelapha ** Ukusekelwa kohlelo lweqembu lesithathu: ** - ** Ukuhlanganiswa kwe-PACS **: Ukuhlanganiswa nezinhlelo zokugcina izithombe zezokwelapha kanye nezinhlelo zokuxhumana - ** I-LIS Docking **: I-docking yedatha ngezinhlelo zolwazi lwelabhoratri - ** Ukusekelwa kwe-EMR **: Isekela ukungeniswa kwedatha nokuthekelisa izinhlelo zamarekhodi ezokwelapha ze-elekthronikhi - ** Izinhlelo zokusebenza zeselula **: Isekela ukuhlanganiswa kwezinhlelo zokusebenza zezokwelapha zeselula ### Ukuthuthukiswa Kwesikhathi Esizayo Kwezicelo ze-OCR embonini yezokwelapha #### 1. Ukuqondiswa Kokuthuthukiswa Kwezobuchwepheshe ** Ukuhlanganiswa Okujulile Kwezobuchwepheshe be-AI: ** - ** Ukuthuthukiswa Kokufunda Okujulile **: Thuthukisa ngokuqhubekayo ama-algorithms wokufunda okujulile ukuthuthukisa ukunemba kokuqashelwa - ** I-Multimodal Fusion **: Hlanganisa imininingwane eminingi ye-modal efana nezithombe, umbhalo, nenkulumo - ** Isicelo seGrafu Yolwazi **: Sebenzisa igrafu yolwazi lwezokwelapha ukuthuthukisa ukuqonda - ** Ukucubungula Ulimi Lwemvelo **: Thuthukisa ukuqonda kwe-semantic kwemibhalo yezokwelapha ** Ukuthuthukiswa kwezinga elihlakaniphile: ** - ** Usizo lokuxilonga oluhlakaniphile **: Inikeza izincomo zokuxilonga ngokususelwa ekuhlaziyweni kwerekhodi lezokwelapha - ** Isiqondiso semithi **: Ukuqondiswa kwemithi ehlakaniphile nokuhlolwa kokusebenzisana kwezidakamizwa - ** Isexwayiso sobungozi **: Isexwayiso sobungozi besifo ngokususelwa kudatha yomlando - ** Imithi eyenziwe ngezifiso **: Isekela ukuthuthukiswa kwezinhlelo zokwelapha ezenziwe ngezifiso #### 2. Ukunwetshwa Kwesimo Sesicelo ** Imikhakha Yezokwelapha Evelayo: ** - ** Telemedicine **: Ukucubungula imibhalo nokudluliswa kolwazi ku-telemedicine - ** I-Precision Medicine **: Ukucubungula imibiko yokuhlolwa kwezakhi zofuzo nezinhlelo zokwelashwa ezenziwe ngezifiso - ** Ukunakekelwa Asebekhulile **: Ukuphathwa kwamarekhodi ezempilo namarekhodi abahlengikazi asebekhulile - ** Ezempilo Yomphakathi **: Ukucubungula ulwazi lokuvimbela nokulawula ubhubhane kanye nemicimbi yezempilo yomphakathi ** Izicelo Zokuhlanganiswa Kwemingcele: ** - ** Umshuwalense Wezokwelapha **: Ukucubungula okuzenzakalelayo kwemibhalo yezokwelapha ezimangalo zomshuwalense - ** Izidakamizwa R & D **: Ukuphathwa kwemibhalo nokuhlaziywa kwedatha enqubweni yokuthuthukiswa kwezidakamizwa ezintsha - ** Amadivayisi Wezokwelapha **: Ukucubungula imibhalo ekukhiqizeni amadivayisi ezokwelapha nokulawulwa kwekhwalithi - ** Ukuphathwa Kwezempilo **: Inhlangano yamarekhodi ezokwelapha ekuphathweni kwezempilo komuntu siqu Ukusetshenziswa kobuchwepheshe be-OCR embonini yezokwelapha kuqhuba ukuthuthukiswa kokunakekelwa kwezempilo okuhlakaniphile, hhayi kuphela ukuthuthukisa ukusebenza kahle kwezinsizakalo zezokwelapha, kodwa futhi nokwenza ngcono isipiliyoni sesiguli, ukunciphisa izindleko zezokwelapha, nokwenza ngcono ikhwalithi yezokwelapha nokuphepha. Umsizi we-OCR uhlinzeka izikhungo zezokwelapha ngezixazululo ezithembekile zokucubungula imibhalo ehlakaniphile ngokusebenza kahle komkhakha wezokwelapha, ukuqinisekiswa okuphelele kokuphepha, kanye namakhono aqinile okuhlanganiswa kohlelo. Ngokuthuthukiswa okuqhubekayo kobuchwepheshe bokuhlakanipha bokufakelwa kanye nokujula kokuguqulwa kwedijithali embonini yezokwelapha, ubuchwepheshe be-OCR buzodlala indima ebaluleke kakhulu embonini yezokwelapha. Esikhathini esizayo, i-OCR yezokwelapha ngeke ibe yithuluzi elilula lokuqashelwa kwemibhalo kuphela, kodwa futhi nepulatifomu yokucubungula imininingwane yezokwelapha ehlakaniphile kanye nokusekela izinqumo, ukuhlinzeka ukwesekwa okuqinile kwezobuchwepheshe ekuthuthukisweni kwekhwalithi ephezulu yomkhakha wezokwelapha.