Dubawa
Fatar jiki ita ce mafi girma, gabobin da ake iya gani, don haka dermatology ya dace da yanayin AI na tushen hoto. Zurfafa ilmantarwa na iya rarraba raunukan fata, gami da mai yuwuwar cutar sankarau, daga hotuna a matakin da ke hamayya da kwararrun likitocin fata.
AI a cikin ilimin cututtukan fata yana amfani da AI a cikin ƙayyadaddun mahalli inda ƙa'idodi, ayyuka, da haƙurin haɗari suka tsara zaɓin ƙira mai ƙarfi.
Zurfafa nutsewa
Wani muhimmin binciken yanayi na 2017 da masu binciken Stanford suka horar da hanyar sadarwa ta juzu'i akan hotuna na asibiti kusan 130,000 kuma ya nuna yana iya rarraba cututtukan fata, gami da melanoma da carcinomas, daidai da 21 kwararrun likitocin fata. Tun daga wannan lokacin, an gina ƙira a cikin aikace-aikacen wayar hannu da kayan aikin dermoscopy waɗanda ke nazarin haɓakar, ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwayoyin cuta suna amfani da su don bincika ƙwayoyin cuta. Alkawarin shine bambance-bambance: taimaka wa likitocin farko da marasa lafiya su yanke shawarar ko wane tabo ne ke buƙatar biopsy na gaggawa, musamman inda likitocin fata ba su da yawa. Amma dermatology ya fallasa matsalar adalci. Yawancin bayanan horo sun mamaye fata mai haske, don haka samfura sukan yi muni akan sautunan fata masu duhu, inda melanoma ke da wuya amma ya fi mutuwa idan aka rasa. Gina mabambantan bayanai kamar Fitzpatrick 17k da Divers Dermatology Images yanzu babban fifiko ne.
Fahimtar Fasaha
Waɗannan tsarin yawanci CNNs ne ko masu canjin hangen nesa waɗanda aka horar da su akan alamomin asibiti da hotuna na dermoscopic, galibi ana inganta su akan tabbatar da binciken biopsy (ma'aunin zinare). Dermoscopy yana ƙara haɓakawa da haske mai giciye wanda ke nuna launin fatar ƙasa da tsarin jijiyoyin jini marasa ganuwa ga ido tsirara. Sanannen rami: ƙila za su iya koyon gajerun hanyoyi, kamar nuna alamun raunuka da aka ɗauka kusa da alamar tiyata ko mai mulki a matsayin m, saboda irin waɗannan alamomin sun bayyana galibi a cikin hotunan kansa yayin horo.
Mastering AI a cikin Dermatology
Fatar jiki ita ce mafi girma, gabobin da ake iya gani, don haka dermatology ya dace da yanayin AI na tushen hoto. Zurfafa ilmantarwa na iya rarraba raunukan fata, gami da mai yuwuwar cutar sankarau, daga hotuna a matakin da ke hamayya da kwararrun likitocin fata. AI a cikin ilimin cututtukan fata yana amfani da AI a cikin ƙayyadaddun mahalli inda ƙa'idodi, ayyuka, da haƙurin haɗari suka tsara zaɓin ƙira mai ƙarfi. Don gina fahimta mai zurfi, bi da AI a cikin Dermatology a matsayin samfurin aiki, ba nau'i ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da kuma raba abin da tsarin zai iya dogara da abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da AI a cikin Dermatology suna daidaita ƙarfin fasaha tare da manufofin yanki, tantancewa, da yanke shawara na gaba. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Halin masana'antu yana ƙayyade ko ra'ayoyin AI sun tsira hulɗa da gaskiya. A lokaci guda, ƙa'idodi na ƙa'ida na iya ɓata in ba haka ba ƙaƙƙarfan samfuri. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Halin masana'antu yana ƙayyade ko ra'ayoyin AI sun tsira hulɗa da gaskiya.
Halin masana'antu yana ƙayyade ko ra'ayoyin AI sun tsira hulɗa da gaskiya. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Matsakaicin yanki yana tasiri karɓaɓɓun ƙimar kuskure da ƙirar sa ido.
Matsakaicin yanki yana tasiri karɓaɓɓun ƙimar kuskure da ƙirar sa ido. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Nasarar tura kayan aiki sun daidaita iyawar fasaha tare da ayyukan aiki na gaba.
Nasarar tura kayan aiki sun daidaita iyawar fasaha tare da ayyukan aiki na gaba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
2017 Stanford CNN ta rarraba cututtukan fata daga ~ 130,000 hotuna akan daidai da 21 ƙwararrun likitocin dermatologists, sakamakon tushe na filin.
Wayar hannu da dermoscopic aikace-aikacen ƙwararrun ƙwayoyin cuta masu tuhuma, suna taimaka wa marasa lafiya da likitocin kulawa na farko su yanke shawarar abin da ke buƙatar bita na ƙwararrun gaggawa.
Tsarin daukar hoto na jiki gabaɗaya yana amfani da AI don kwatanta hotuna akan lokaci da kuma tuta sabbin ko canza raunuka a cikin marasa lafiya masu haɗari.
Ana gina nau'ikan bayanai daban-daban kamar Fitzpatrick 17k da Hotunan Hotunan Likitan fata daban-daban don rage ƙarancin daidaiton AI akan sautunan fata masu duhu.
Hanyoyin Aiwatarwa
AI a cikin Dermatology a aikace
2017 Stanford CNN ta rarraba cututtukan fata daga ~ 130,000 hotuna akan daidai da 21 ƙwararrun likitocin dermatologists, sakamakon tushe na filin.
2017 Stanford CNN ta rarraba kansar fata daga ~ 130,000 hotuna akan daidai da 21 ƙwararrun likitocin dermatologists, sakamakon tushe na filin Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin abubuwan samarwa da ƙimar kuskure akan lokaci.
AI a cikin Dermatology a aikace
Wayar hannu da dermoscopic aikace-aikacen ƙwararrun ƙwayoyin cuta masu tuhuma, suna taimaka wa marasa lafiya da likitocin kulawa na farko su yanke shawarar abin da ke buƙatar bita na ƙwararrun gaggawa.
Wayoyin hannu da aikace-aikacen dermoscopy suna bambanta moles masu tuhuma, taimaka wa marasa lafiya da likitocin farko su yanke shawarar abin da ke buƙatar bita na ƙwararrun ƙwararrun ƙwararru yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuɗi a kan lokaci.
AI a cikin Dermatology a aikace
Tsarin daukar hoto na jiki gabaɗaya yana amfani da AI don kwatanta hotuna akan lokaci da kuma tuta sabbin ko canza raunuka a cikin marasa lafiya masu haɗari.
Tsarin ɗaukar hoto na jiki gabaɗaya yana amfani da AI don kwatanta hotuna akan lokaci kuma tuta sabon ko canza raunuka a cikin manyan haɗarin marasa lafiya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suke ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin duk abubuwan da ake samu da ƙimar kuɗi akan lokaci.
AI a cikin Dermatology a aikace
Ana gina nau'ikan bayanai daban-daban kamar Fitzpatrick 17k da Hotunan Hotunan Likitan fata daban-daban don rage ƙarancin daidaiton AI akan sautunan fata masu duhu.
Daban-daban bayanai kamar Fitzpatrick 17k da Divers Dermatology Images ana gina su don rage matalauta AI daidaito a kan duhu fata sautunan Ƙungiyoyi yawanci samun sakamako mafi kyau lokacin da suka ayyana ingancin ƙofa a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da kuma bin diddigin abubuwan da ake samu da kuma ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Bukatun tsari na iya ɓata in ba haka ba ƙaƙƙarfan samfuri.
Bayanan tarihi na iya ɓoye son zuciya da ke cutar da takamaiman al'ummomi.
Tsarin gado na iya haifar da ƙullun haɗin kai da ɓoyayyun farashi.
Taswirar Hanya
Haɗa ƙwararrun yanki daga tsara matsala zuwa ƙima.
Haɗa ƙwararrun yanki daga tsara matsala zuwa ƙima. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Zane hanyoyin duba da takaddun kafin ƙaddamarwa.
Zane hanyoyin duba da takaddun kafin ƙaddamarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Tabbatar da yarda da wajibai na aminci da wuri.
Tabbatar da yarda da wajibai na aminci da wuri. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Fitar a cikin matakai tare da bayyanannen ma'auni na tsayawa da juyawa.
Fitar a cikin matakai tare da bayyanannen ma'auni na tsayawa da juyawa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.