Incamake
Uruhu ningingo nini nini yumubiri, igaragara cyane, dermatology rero isanzwe ikwiranye na AI ishingiye kumashusho. Kwiga byimbitse birashobora gutondeka ibikomere byuruhu, harimo na melanoma ishobora guhitana abantu, uhereye kumafoto kurwego ruhanganye ninzobere zemewe na dermatologiste.
AI muri Dermatology ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muguhitamo ibishushanyo.
Kwibira cyane
Ubushakashatsi bw’ibanze bwa 2017 bwakozwe n’abashakashatsi ba Stanford bwahuguye urusobe rw’imitsi rushingiye ku mashusho y’amavuriro agera ku 130.000 kandi rwerekana ko rushobora gushyira kanseri y’uruhu, harimo na melanoma na kanseri, nk’abashakashatsi ba dermatologue 21 bemejwe n’ubuyobozi. Kuva icyo gihe, moderi zubatswe muri porogaramu za terefone n'ibikoresho bya dermoscopi zisesengura amashusho manini, polarize, abahanga mu kuvura dermatologue bakoresha mu kugenzura imiyoboro. Amasezerano ni triage: gufasha abaganga-barwayi babanza n’abarwayi guhitamo ahantu hakenewe biopsy byihutirwa, cyane cyane aho abahanga mu kuvura dermatologue ari gake. Ariko dermatology yashyize ahagaragara ikibazo kiboneye. Datasets nyinshi zamahugurwa yiganjemo uruhu rworoshye, kuburyo moderi akenshi ikora nabi kumiterere yuruhu rwijimye, aho melanoma idakunze kubaho ariko yica iyo yabuze. Kubaka imibare itandukanye nka Fitzpatrick 17k hamwe namashusho atandukanye ya Dermatology ubu nibyingenzi byingenzi.
Ubushishozi
Izi sisitemu mubisanzwe ni CNNs cyangwa abahindura iyerekwa bahuguwe kumashusho yanditseho amavuriro na dermoskopi, akenshi byemezwa kurwanya indwara ya biopsy yemewe (igipimo cya zahabu). Dermoscopi yongeramo gukuza no kumurika urumuri rugaragaza pigment yo munsi yubutaka hamwe nimiyoboro y'amaraso itagaragara mumaso. Umutego uzwi: abanyamideli barashobora kwiga shortcuts zidasanzwe, nko gukomeretsa ibisebe bifotorwa kuruhande rwikimenyetso cyo kubaga uruhu cyangwa umutegetsi nkibibi, kuko ibimenyetso nkibi byagaragaye cyane mumashusho ya kanseri mugihe cy'amahugurwa.
Kumenya AI muri Dermatology
Uruhu ningingo nini nini yumubiri, igaragara cyane, dermatology rero isanzwe ikwiranye na AI ishingiye kumashusho. Kwiga byimbitse birashobora gutondeka ibikomere byuruhu, harimo na melanoma ishobora guhitana abantu, uhereye kumafoto kurwego ruhanganye ninzobere zemewe na dermatologiste. AI muri Dermatology ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muguhitamo ibishushanyo. Kugirango wubake byimbitse, fata AI muri Dermatology nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubikorwa, amatsinda akomeye akoresha AI muri Dermatology ahuza ubushobozi bwa tekiniki na politiki ya domaine, kugenzura, no gufata ibyemezo imbere. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mugihe kimwe, ibisabwa byubuyobozi birashobora gutesha agaciro ubundi prototypes ikomeye. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Stanford CNN ya 2017 yashyize kanseri y'uruhu kuva ku mashusho ~ 130.000 ugereranije na 21 ba dermatologiste bemejwe nubuyobozi, igisubizo cyibanze kumurima.
Porogaramu za Smartphone na dermoscopi triage tries ziteye inkeke, zifasha abarwayi nabaganga-bambere bambere guhitamo ibikenewe gusubirwamo byihutirwa byinzobere.
Sisitemu yo gufotora umubiri wose ikoresha AI kugereranya amashusho mugihe no kwerekana ibisebe bishya cyangwa bihindura abarwayi bafite ibyago byinshi.
Harimo kubakwa imibare itandukanye nka Fitzpatrick 17k na Dermatology Dermatology zitandukanye zirimo kubakwa kugirango igabanye ubukana bwa AI ku miterere yuruhu rwijimye.
Uburyo bwo Gushyira mu bikorwa
AI muri Dermatology mubikorwa
Stanford CNN ya 2017 yashyize kanseri y'uruhu kuva ku mashusho ~ 130.000 ugereranije na 21 ba dermatologiste bemejwe nubuyobozi, igisubizo cyibanze kumurima.
Stanford CNN ya 2017 yashyize kanseri y'uruhu kuva ku mashusho ~ 130.000 ugereranije na 21 byemejwe n’ubuyobozi bw’indwara z’indwara z’ubuvuzi, ibisubizo fatizo ku murima Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho by’imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu ziva mu musaruro hamwe n’ikosa ryakozwe mu gihe runaka.
AI muri Dermatology mubikorwa
Porogaramu za Smartphone na dermoscopi triage tries ziteye inkeke, zifasha abarwayi nabaganga-bambere bambere guhitamo ibikenewe gusubirwamo byihutirwa byinzobere.
Porogaramu za Smartphone na dermoscopi zigereranya imitsi iteye inkeke, ifasha abarwayi n’abaganga b’ubuvuzi bwibanze guhitamo ibikenewe gusubirwamo byihutirwa by’inzobere Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikabije, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI muri Dermatology mubikorwa
Sisitemu yo gufotora umubiri wose ikoresha AI kugereranya amashusho mugihe no kwerekana ibisebe bishya cyangwa bihindura abarwayi bafite ibyago byinshi.
Sisitemu yo gufotora umubiri wose ikoresha AI kugirango igereranye amashusho mugihe kandi ushireho ibisebe bishya cyangwa bihindura ibisebe kubarwayi bafite ibyago byinshi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
AI muri Dermatology mubikorwa
Harimo kubakwa imibare itandukanye nka Fitzpatrick 17k na Dermatology Dermatology zitandukanye zirimo kubakwa kugirango igabanye ubukana bwa AI ku miterere yuruhu rwijimye.
Imibare itandukanye nka Fitzpatrick 17k hamwe na Dermatology Dermatology Yubatswe kugirango igabanye kugabanya ubukana bwa AI ku miterere y’uruhu rwijimye Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nigiciro cyamakosa mugihe runaka.
Ingaruka & Kurinda
Ibisabwa kugenzurwa birashobora gutesha agaciro ubundi prototypes ikomeye.
Amakuru yamateka arashobora gushiramo kubogama byangiza abaturage.
Sisitemu yumurage irashobora gushiraho uburyo bwo kwishyira hamwe nibiciro byihishe.
Igishushanyo mbonera
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma.
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Emeza kubahiriza inshingano z'umutekano hakiri kare. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.