Whakautu poto: Ae - Ka taea e te AI te pānui i ngā reta whakarāpopoto, engari he rerekē te pono. Ka pai te mahi ina he ōrite te tuhituhi, ā, he mārama te matawai, te whakaahua rānei; ki te uaua te pānui i te tuhituhi, he ngoikore, he tino ātaahua te momo, he nui rānei ngā tūponotanga o te tuhinga (ingoa, wāhi noho, tuhinga hauora/ture), whakamaherehia ngā hapa, ā, whakawhirinaki ki te tirotiro a te tangata.
Ngā kōrero matua hei whakaaroaro:
Pono : Me tumanako ka tika te "taumata matua" ina he maeneene te tuhituhi, ā, he mārama hoki ngā whakaahua.
Ngā Utauta : Whakamahia te OCR ā-ringa-ā-ringa, kaua te OCR tuhinga tānga, mō ngā whārangi whakairo.
Manatoko : Arotakehia ngā putanga iti te māia i te tuatahi, inā koa mō ngā āpure me ngā ID tino nui.
Te whakahaere kounga : Whakapai ake i te hopunga (te māramatanga, te koki, te taumira) hei whakaiti i ngā hapa mōhiotanga.
Tūmataitinga : Mukua ngā raraunga tairongo, whakamahia rānei ngā kōwhiringa kei te wāhi mahi ina whakahaere ana i ngā tuhinga tūmataiti.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He pēhea te tika o te AI i te whakamahinga tūturu
Ka wetewetehia ngā pānga o te tika o te AI puta noa i ngā mahi rerekē.
🔗 Me pēhea te ako i te AI taahiraa i te taahiraa
He mahere ara māmā mā te hunga tīmata hei tīmata māia ki te ako i te AI.
🔗 E hia te wai e whakamahia ana e AI
E whakamārama ana i te pūtake o te whakamahinga wai e te AI, me te take hoki.
🔗 Te matapae a te AI i ngā au me ngā tauira
E whakaatu ana i te matapae a ngā tauira i te tono, te whanonga, me ngā nekehanga mākete.
Ka taea e te AI te pānui pono i te reta whakarārangi? 🤔
Ka taea e te AI te pānui i ngā tuhinga whakarārangi? Ae - ka taea e te OCR/tuhituhi ā-ringa hou te tango i ngā tuhinga whakarārangi mai i ngā whakaahua me ngā matawai, ina koa ka rite te tuhituhi, ā, he mārama te ahua. Hei tauira, e tautoko ana ngā tūāpapa OCR matua i te tango i ngā tuhinga ā-ringa hei wāhanga o tā rātou tuku. [1][2][3]
Engari ko te "pono" e whakawhirinaki ana ki tāu e kī nei:
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Ki te mea ko tāu tikanga he "pai ki te mārama ki te kaupapa matua" - he maha ngā wā ae ✅
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Ki te mea ko tāu e kī ana "he tika rawa mō ngā ingoa ture, ngā wāhitau, ngā tuhinga hauora rānei, me te kore e tirotirohia" - kāo, ehara i te mea haumaru 🚩
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Ki te mea ko tāu e kī ana "hurihia tetahi tuhituhinga hei tuhinga tino tika, i taua wā tonu" - kia pono tātou... kāore 😬
Ka tino uaua te AI ina:
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Te whakaranu o ngā reta (he raruraru tuhituhi tawhito)
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He ngoikore te waituhi, he kakano te pepa, he totohu rānei
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He tino whaiaro te tuhituhi (he porowhita rerekē, he piko rerekē)
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He tuhinga hītori/āhua, he tuhinga rerekē rānei, he tuhinga rānei e whakamahia ana
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He piko te whakaahua, he pōuriuri, he atarangi (ngā whakaahua waea i raro i te rama… kua pā ki a tātou katoa)
Nō reira, ko te anga pai ake ko: Ka taea e te AI te pānui i te tuhinga whakarāpopoto, engari me tika te whakatakotoranga me te taputapu tika . [1][2][3]
He aha te uaua ake o te tuhituhi whakarārangi i te OCR "noa" 😵💫
He rite te OCR kua tāia ki te pānui pereki Lego - he āhua motuhake, he taha ma.
He rite te tuhinga whakarāpopoto ki te spaghetti - he whiu hono, he mokowā koretake, me ētahi wā… he whakatau toi 🍝
Ngā mamae matua:
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Wehewehenga: ka hono ngā reta, nō reira ka noho hei raruraru nui te "kei hea te mutunga o tētahi reta"
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Rerekētanga: ka tuhituhia e te tokorua te reta "tau" i roto i ngā huarahi tino rerekē
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Te whakawhirinaki ki te horopaki: he maha ngā wā ka hiahiatia he matapae taumata-kupu hei wetewete i tētahi reta pōrearea
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Te aro ki te haruru: ka taea e te pōuriuri te muku i ngā whiu angiangi e tautuhi ana i ngā reta
Koia te take e whakawhirinaki ai ngā hua OCR ā-ringa-ā-ringa ki ngā tauira ako-mīhini/ako-hōhonu, kaua ki te arorau tawhito "kimihia ia pūāhua motuhake". [2][5]
He aha te mea e pai ai te "pānui AI" ✅
Mena kei te whiriwhiri koe i tētahi otinga, ko te whakatakotoranga tuhituhi/tuhituhi tino pai me:
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Tautoko tuhituhi ā-ringa kua tunua ki roto (ehara i te "kuputuhi tānga anake") [1][2][3]
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Te mōhio ki te tahora (kia taea ai te whakahaere i ngā tuhinga, kaua ki tētahi rārangi tuhinga kotahi) [2][3]
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Ngā kaute māia + ngā pouaka here (kia taea ai e koe te arotake tere i ngā wāhanga koretake) [2][3]
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Te whakahaere reo (he mea noa ngā momo tuhituhi whakauru me ngā tuhinga maha-reo) [2]
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Ngā kōwhiringa ā-tangata mō ngā mea nui katoa (hauora, ture, pūtea)
Waihoki - he hoha engari he tūturu - me whakahaere e ia ō whakaurunga: ngā whakaahua, ngā PDF, ngā matawai maha-whārangi, me ngā whakaahua "I tangohia tēnei e au i te koki i roto i te motuka" 😵. [2][3]
Ripanga Whakataurite: ngā taputapu e whakamahia ana e te tangata ina pātai ana "Ka taea e te AI te Pānui i te Tuhituhi Tūturu?" 🧰
Kāore he kupu whakaari utu i konei (nā te mea he pai ki te utu te huri). Koinei te āhua o te āheinga , ehara i te kete utu.
| Utauta / Pūhara | Pai rawa atu mō | He aha i pai ai (me ngā wāhi kāore e pai ai) |
|---|---|---|
| Google Cloud Vision (OCR e taea ai te tuhituhi ā-ringa) [1] | Te tango tere mai i ngā whakaahua/matawai | I hangaia hei kite i ngā tuhinga me ngā tuhituhinga i roto i ngā whakaahua; he pai te tūāpapa ina he ma tō whakaahua, kāore i te pai ina pōrearea te tuhituhinga. [1] |
| Microsoft Azure Read OCR (Azure Vision / Document Intelligence) [2] | Ngā tuhinga tānga me ngā tuhinga ā-ringa whakauru | E tautoko ana i te tango i tā me ngā tuhinga ā-ringa , ā, e whakarato ana i te tauwāhi me te māia ; ka taea hoki te whakahaere mā roto i ngā ipu kei runga i te papa mō te whakahaere raraunga pakari ake. [2] |
| Te Kuputuhi Amazon [3] | Ngā puka/ngā tuhinga hanganga + te tuhituhi ā-ringa + ngā tirotiro "kua hainatia?" | Ka tango i ngā tuhinga/tuhituhi ā-ringa/raraunga, ā, kei roto hoki he Waitohu e kitea ai ngā waitohu/ingoa tuatahi, ā, ka whakahokia mai te tauwāhi me te māia . He pai rawa atu ina hiahia koe ki te hanganga; me arotake tonu ngā paraka pōrearea. [3] |
| Whakawhitiwhiti [4] | Ngā tuhinga hītori + he maha ngā whārangi mai i te ringa kotahi | He kaha ina taea e koe te whakamahi i ngā tauira tūmatanui rānei i ngā tauira ritenga mō tētahi momo tuhituhi motuhake - ko taua horopaki "kaituhi kotahi, whārangi maha" te wāhi e tino tiaho ai. [4] |
| Kraken (OCR/HTR) [5] | Rangahau + tuhinga hītori + whakangungu ritenga | He OCR/HTR tuwhera, ka taea te whakangungu, e tika ana mō ngā tuhinga hono nā te mea ka taea te ako mai i ngā raraunga rārangi kāore i wehea (nō reira kāore koe e akiakihia ki te tapatapahi i te tuhinga whakarārangi kia tino tika i te tuatahi). He mahi ā-ringa te whakarite. [5] |
Ruku hohonu: me pēhea te pānui a te AI i te tuhinga whakarāpopoto i raro i te taupoki 🧠
Ko te nuinga o ngā pūnaha pānui-kupu angitu he rite tonu ki te tuhi i te kupu, kaua ki te "tirohia ia reta." Koia te take e kōrero ai ngā tuhinga OCR hou mō ngā tauira ako-mīhini me te tango i te tuhituhi, kaua ki ngā tauira pūāhua māmā noa iho. [2][5]
He paipa kua whakangawaritia:
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Te tukatuka i mua (deskrew, denoise, whakapai ake i te rerekētanga)
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Kimihia ngā rohe tuhinga (kei hea ngā tuhinga)
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Te wehewehe rārangi (ngā rārangi tuhituhi motuhake)
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Te mōhio ki te raupapatanga (te matapae i te tuhinga puta noa i te rārangi)
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Putanga + māia (kia taea ai e te tangata te arotake i ngā wāhanga kāore i te tino mōhiotia) [2][3]
Ko te whakaaro "raupapa puta noa i te rārangi" tētahi take nui e taea ai e ngā tauira tuhituhi ā-ringa te aro atu ki te tuhituhi whakarāpopoto: kāore rātou e akiakihia kia "matapae tika i te rohe o ia reta". [5]
He aha te kounga ka taea e koe te tumanako (mā te whakamahinga) 🎯
Koinei te wāhanga ka pekehia e te tangata, kātahi ka riri i muri mai. Nā reira… anei rā.
He pai ngā tūponotanga 👍
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He tuhituhinga ma i runga i te pepa kua whakarārangihia
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Kotahi te kaituhi, he momo kāhua ōrite
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Matawai taumira teitei me te rerekētanga pai
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Ngā tuhipoka poto me ngā kupu noa
He rerekē ngā tūponotanga 😬
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Ngā tuhipoka akomanga (ngā tuhituhi + ngā pere + ngā āhua pōrearea o te taha)
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Ngā tārua o ngā tārua (me te pōuri o te whakatupuranga tuatoru kua kanga)
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Ngā puka hautaka me te mangumangu memeha
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He maha ngā kaituhi i te whārangi kotahi
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Ngā tuhipoka me ngā whakarāpopototanga, ngā īngoa karanga, ngā katakata o roto
Mōrearea - kaua e whakawhirinaki ki te kore he arotake 🚩
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Ngā tuhinga hauora, ngā āpitihanga ture, ngā herenga pūtea
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Ngā mea katoa e whai ingoa ana, wāhitau, tau ID, tau pūkete
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Ngā tuhinga tawhito me ngā tuhi, ngā āhua reta rerekē rānei
Mena he mea nui, me whakaaro ki te putanga o te AI he tauira noa iho, kaua ko te pono whakamutunga.
Tauira rerenga mahi e whai tikanga ana:
Ka whakahaerehia e te tīma te OCR e mamati ana i ngā puka whakauru kua tuhia ā-ringa, kātahi ka tirohia ā-ringa noa ngā āpure iti-whakawhirinakitanga (ingoa, rā, tau ID). Koinei te tauira "e kī ana te AI, e whakaū ana te tangata" - ā, koinei te huarahi e mau tonu ai te tere me te whakaaro pai. [2][3]
Te whiwhi hua pai ake (kia iti ake te pōhēhē o te AI) 🛠️
Ngā tohutohu hopu (waea, matawai rānei)
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Whakamahia te rama ōrite (kaua e puta he atarangi puta noa i te whārangi)
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whakarara te kāmera ki te pepa (kaua e whakamahi i ngā whārangi trapezoid)
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Kia teitei ake te taumira i tō whakaaro e hiahiatia ana
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Āta karohia ngā "tātari ataahua" nanakia - ka taea e rātou te muku i ngā whiu angiangi
Ngā tohutohu horoi (i mua i te kitenga)
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Tapahia ki te rohe tuhinga (haere rā ki ngā taha o te tēpu, ngā ringaringa, ngā kapu kawhe ☕)
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Whakanuia te rerekētanga (engari kaua e hurihia te kakano pepa hei tupuhi hukarere)
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Whakatikatikahia te whārangi (tēpu)
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Mena ka taupatupatu ngā rārangi, ka pōrearea rānei ngā tawhā, me wehewehe kia motuhake ngā whakaahua
Ngā tohutohu reremahi (kaha mārire)
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Whakamahia te OCR ā-ringa-ā-ringa (he mārama noa iho… kei te karohia tonutia e te tangata) [1][2][3]
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Ngā kaute whakawhirinaki : arotakehia ngā wāhi iti te whakawhirinaki i te tuatahi [2][3]
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Mena he maha āu whārangi mai i te kaituhi kotahi, whakaarohia te whakangungu ritenga (koinei te wāhi e puta ai te peke "meh" → "wow") [4][5]
"Ka taea e te AI te pānui i te reta whakarārangi" mō ngā waitohu me ngā tuhituhinga iti? 🖊️
Ko ngā waitohu tō rātou ake kararehe.
He tata ake te waitohu ki tētahi tohu i te tuhinga ka taea te pānui, nō reira he maha ngā pūnaha tuhinga e whakaaro ana he mea hei kimi Waitohu a Amazon Textract e arotahi ana ki te kimi waitohu/ingoa tuatahi me te whakahoki mai i te tauwāhi me te māia, kaua ki te "whakapae i te ingoa kua patohia." [3]
Nō reira, ki te mea ko tāu whāinga he "tango i te ingoa o te tangata i te waitohu," me tumanako koe ki te pouri mēnā kāore te waitohu i te tino mārama ki te tuhituhi.
Te tūmataitinga me te haumarutanga: ehara i te mea whakangāwari te tukuake i ngā tuhipoka ā-ringa 🔒
Mena kei te tukatuka koe i ngā pūkete hauora, i ngā mōhiohio ākonga, i ngā puka kiritaki, i ngā reta tūmataiti rānei: kia tūpato ki te wāhi e tukuna ai aua whakaahua.
Ngā tauira haumaru ake:
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Whakatikahia ngā tohu tuakiri i te tuatahi (ingoa, wāhitau, tau pūkete)
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Pai ake ā-rohe/ā-rohe mō ngā kawenga mahi tairongo ina taea (e tautoko ana ētahi puranga OCR i te whakatinanatanga ipu) [2]
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Kia mau tonu te huringa arotake tangata mō ngā āpure matua
Tāpiri: ka whakamahia hoki e ētahi rerengamahi tuhinga ngā mōhiohio tauwāhi (ngā pouaka here) hei tautoko i ngā paipa whakatika. [3]
Ngā Kōrero Whakamutunga 🧾✨
Ka taea e te AI te pānui i te reta whakarārangi? Ae - ā, he mea whakamiharo te pai ina:
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he ma te ahua
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he rite tonu te tuhituhi
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He mea hanga tūturu te taputapu mō te mōhio ki te tuhituhi ā-ringa [1][2][3]
Engari he āhua pōrearea te tuhituhi whakarārangi, nō reira ko te ture pono: whakamahia te AI hei tere ake i te tuhituhi, kātahi ka arotake i te putanga .
Ngā Pātai Auau
Ka taea e te AI te pānui tika i te tuhituhinga piri?
Ka taea e te AI te pānui i ngā reta whakarāpopoto, engari ko te tika e whakawhirinaki ana ki te pai me te ōrite o te tuhituhi, me te mārama o te ahua, te matawai rānei. I te nuinga o te wā, he rawaka noa iho hei hopu i te kaupapa matua o tētahi tuhipoka. Mō ngā mea nui - pērā i ngā ingoa, ngā wāhi noho, ngā ihirangi hauora/ture rānei - me tumanako ki ngā hapa, ā, me whakarite kia manatokohia e te tangata.
Ko tēhea te kōwhiringa OCR pai rawa atu mō te tuhinga whakarārangi: OCR noa, OCR ā-ringa rānei?
Mō te tuhituhi whakarārangi, he pai ake te OCR ā-ringa-ā-ringa i te OCR tuhinga tā. He mea hanga te OCR tā mō ngā pūāhua ma, wehea, engari ko te tuhituhi whakarārangi e hiahia ana ki ngā tauira ka taea te whakamārama i ngā whiu hono me te horopaki taumata-kupu. He maha ngā tūāpapa OCR matua kei roto i ēnei inaianei ngā āhuatanga tango tuhituhi, koinei te wāhi tika hei tīmatanga mō ngā whārangi tuhituhi whakarārangi.
He aha i nui ake ai ngā hapa o te tuhituhi whakarārangi i te tuhinga kua tāia?
He uaua ake te tuhituhi i ngā reta nā te mea e hono ana ngā reta, e rerekē ana te tawhiti, ā, ka rerekē rawa ngā momo tuhituhi takitahi. Nā tēnā ka kore e tino kitea te mutunga o tētahi reta, te tīmatanga o tētahi atu reta, i te tuhinga kua tāia. Ka taea hoki e ngā take iti pēnei i te pōuriuri, te mangumangu ngoikore, te pepa kakano rānei te muku i ngā whiu angiangi e whai tikanga ana, ka tere ake te whakanui ake i ngā hapa mōhio.
He pēhea te pono o te AI mō te pānui i ngā ingoa, ngā wāhitau, me ngā tau ID kua tuhia whakarārangihia?
Koinei te kāwai tino mōrearea. Ahakoa ka pai te whakahaere a te AI i ngā tuhinga e karapoti ana, ko ngā āpure matua pēnei i ngā ingoa, ngā wāhitau, ngā tau pūkete, ngā ID rānei ka puta he hua nui ki ngā hapa iti o te mōhiotanga. Ko tētahi huarahi noa ko te whakahaere i te putanga AI hei tauira: whakamahia ngā kaute whakawhirinaki hei tohu i ngā wāhanga kāore i te tino mārama, kātahi ka whakarite i te arotake ā-ringa mō aua āpure matua i te tuatahi.
He aha te tukanga mahi pai rawa atu hei pānui pono i te tuhinga whakarārangi i te tauine nui?
Ko tētahi tukanga mahi whaihua ko te "Ka tūtohu te AI, ka whakaū te tangata." Whakahaerehia te OCR ā-ringa, kātahi ka arotake i ngā putanga iti-whakawhirinakitanga, kaua e tirotiro i ngā mea katoa. He maha ngā pūnaha OCR e whakarato ana i ngā kaute whakawhirinakitanga me ngā raraunga tauwāhi (pēnei i ngā pouaka here), e āwhina ana i a koe ki te kimi tere i ngā wāhanga e tino hē ana. Ka whakatauritehia e tēnei huarahi te tere me te tika mō ngā tuhinga i roto i te mahi.
Me pēhea taku whakapai ake i ngā hua OCR whakairo mai i ngā whakaahua waea?
He mea nui te kounga o te hopu. Whakamahia te mārama ōrite hei karo i ngā atarangi, kia rite te kāmera ki te whārangi hei whakaiti i te hē, ā, whiriwhiria he taumira teitei ake i tō whakaaro e hiahiatia ana. Mā te tapahi ki te rohe tuhinga, te whakanui i te rerekētanga āta, me te nekeneke i te ahua ka taea te whakaiti i ngā hapa. Āta karohia ngā tātari "ataahua" taumaha ka muku i ngā whiu pene angiangi.
Ka taea e te AI te pānui i ngā waitohu whakairo me te huri i aua waitohu hei ingoa kua patohia?
He rerekē te whakahaere i ngā waitohu mai i te tuhituhi ā-ringa noa, nā te mea he tata ake ki te tohu i te tuhinga ka taea te pānui. He maha ngā pūnaha e aro ana ki te kimi i te aroaro me te wāhi o te waitohu (me te whakarato i te māia), kaua ki te tuhi ki te ingoa pato o te tangata. Mena e hiahia ana koe ki te ingoa o te kaihaina, me whakawhirinaki koe ki tētahi āpure tā motuhake, ki tētahi whakaū ā-ringa rānei.
He pai te whakangungu i tētahi tauira ritenga mō te tuhituhi piri?
Tērā pea, inā koa mēnā he maha āu whārangi mai i te kaituhi kotahi, he momo tuhituhi rite tonu rānei puta noa i ngā tuhinga. I roto i aua horopaki "ringa kotahi, whārangi maha", ka taea e te whakangungu ritenga te whakapai ake i ngā hua ki te whakataurite ki ngā tauira whānui. Mēnā he rerekē ō whakaurunga puta noa i ngā kaituhi me ngā momo maha, he iti ake ngā hua, ā, me arotake tonu koe.
He haumaru te tukuake i ngā tuhipoka ā-ringa ki tētahi ratonga OCR?
Kei te aro o te ihirangi me te wāhi e tukatukahia ai. Mena kei te whakahaere koe i ngā tuhinga tūmataiti pēnei i ngā pūkete hauora, ngā raraunga ākonga, ngā puka kiritaki rānei, he huarahi haumaru ake ko te tango i ngā tohu i te tuatahi, me te whakamahi i ngā kōwhiringa whakatinanatanga kaha ake ina wātea. Mā te pupuri i tētahi huringa arotake tangata mō ngā āpure nui ka whakaiti i te tūponotanga o te mahi i runga i ngā tangohanga hē.
Ngā Tohutoro
[1] Tirohanga whānui mō te whakamahinga o te Google Cloud OCR, tae atu ki te tautoko mō te kimi i te tuhituhi ā-ringa mā te Cloud Vision. pānuihia atu
[2] Tirohanga whānui mō te OCR (Pānui) a Microsoft e kapi ana i te tangohanga tānga + tuhituhi ā-ringa, ngā kaute whakapono, me ngā kōwhiringa whakatinanatanga ipu. pānuihia atu
[3] Pou AWS e whakamārama ana i te āhuatanga Waitohu a Textract mō te kimi i ngā waitohu/ingoa tuatahi me te putanga tauwāhi + whakapono. pānuihia atu
[4] Aratohu Transkribus mō te take (me te wā) hei whakangungu i tētahi tauira mōhiotanga tuhinga mō ngā momo tuhituhi ā-ringa motuhake. pānuihia atu
[5] Ngā tuhinga a Kraken mō te whakangungu i ngā tauira OCR/HTR mā te whakamahi i ngā raraunga rārangi kāore i te wehewehea mō ngā tuhinga hono. pānuihia atu