Incamake
AI muri radiologiya ikoresha imyigire yimbitse kugirango ibone, gupima, nibendera ryibishusho mumashusho yubuvuzi nka X-ray, CT, na MRI scan. Ikora nkumusomyi wa kabiri udacogora uzamura ubunyangamugayo kandi wihutisha amashami ya radiologiya aremerewe.
AI muri Radiologiya ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo.
Kwibira cyane
Radiologiya itanga amashusho menshi cyane, kandi AI ifasha mukubona ibintu bidasanzwe abantu bashobora kubura cyangwa mugukurikirana ibibazo byihutirwa. Imiyoboro y'imyororokere ihindagurika yatojwe kuri scan yanditseho irashobora kumenya ibihaha kuri CT, ibendera ry'amaraso ava mu nda, kumenya retinopathie diabete, no gupima imikurire y'ibibyimba. FDA yahanaguye amajana n'amajana ibikoresho bya radiologiya ya AI, byinshi kuri triage, urugero nko gusunika inkorora cyangwa pneumothorax hejuru yurutonde rwakazi bityo igasomwa muminota mike. Ubushakashatsi bwerekana ko AI ishobora guhuza cyangwa kurenza radiologiste kumirimo ifatika nko kwerekana mamografiya, hamwe nakazi-kongeramo abantu-AI akazi kenshi gakubita haba wenyine. Byibanze, ibikoresho byinshi bifasha aho gusimbuza, radiologue asinya raporo yanyuma.
Ubushishozi
Ifarashi ikoreramo ni urusobe rw'imyakura, yiga ibyiciro byerekana imiterere, impande, imiterere, hanyuma ishusho, kuva miriyoni ya pigiseli. Kubikorwa nko kwerekana ikibyimba, ibyubatswe byubatswe nka U-Net label buri pigiseli. Abanyamideli bitoza kuri dataseti nini zisobanuwe, kandi imikorere igenzurwa nubukangurambaga, umwihariko, na AUC. Ikibazo gikomeye ni rusange, icyitegererezo cyahuguwe kuri scaneri y'ibitaro kimwe gishobora gutesha agaciro ikindi kubera itandukaniro ryibikoresho, protocole, hamwe nabarwayi barwayi, bita domaine shift.
Kumenya AI muri Radiologiya
AI muri radiologiya ikoresha imyigire yimbitse kugirango ibone, gupima, nibendera ryibishusho mumashusho yubuvuzi nka X-ray, CT, na MRI scan. Ikora nkumusomyi wa kabiri udacogora uzamura ubunyangamugayo kandi wihutisha amashami ya radiologiya aremerewe. AI muri Radiologiya ikoresha AI mubidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini muburyo bwo guhitamo. Kugirango wubake byimbitse, fata AI muri Radiologiya 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 Radiologiya 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
Igikoresho cya AI triage isuzuma umutwe CTs hanyuma igahita ibendera ukekwaho kuva amaraso ubwonko kugirango umuhanga mubya radiologue abisome mbere.
Mammography AI yerekana uturere dukekwa kandi ikora nkumusomyi wa kabiri gufata kanseri yamabere hakiri kare.
Algorithms ihita ipima kandi ikurikirana ingano yibibyimba ikurikiranwa rya CT scan, ikiza abahanga ba radiologiste akazi.
AI yerekana amafoto ya retinopathie ya diabete mu mavuriro adafite inzobere mu jisho ku rubuga, bigatuma mbere yoherezwa.
Uburyo bwo Gushyira mu bikorwa
AI muri Radiologiya mubikorwa
Igikoresho cya AI triage isuzuma umutwe CTs hanyuma igahita ibendera ukekwaho kuva amaraso ubwonko kugirango umuhanga mubya radiologue abisome mbere.
Igikoresho cya AI triage gisikana umutwe CTs hanyuma igahita ibendera bikekwa ko biva mu bwonko bityo umuhanga mu bya radiologue abisoma Amakipe ya mbere ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI muri Radiologiya mubikorwa
Mammography AI yerekana uturere dukekwa kandi ikora nkumusomyi wa kabiri gufata kanseri yamabere hakiri kare.
Mammography AI yerekana uturere duteye inkeke kandi ikora nkumusomyi wa kabiri gufata kanseri yamabere mbere Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
AI muri Radiologiya mubikorwa
Algorithms ihita ipima kandi ikurikirana ingano yibibyimba ikurikiranwa rya CT scan, ikiza abahanga ba radiologiste akazi.
Algorithms ihita ipima kandi ikurikirana ingano yibibyimba ikurikiranwa rya CT scan, ikiza intoki za radiologiste imirimo yintoki Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
AI muri Radiologiya mubikorwa
AI yerekana amafoto ya retinopathie ya diabete mu mavuriro adafite inzobere mu jisho ku rubuga, bigatuma mbere yoherezwa.
AI yerekana amafoto yerekana retinopatie ya diabete mu mavuriro adafite inzobere mu jisho ku rubuga, bigatuma Amakipe yoherejwe mbere ashobora kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu ziva mu musaruro hamwe n’ikosa ryakozwe mu gihe 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.