Incamake
AI mu mashusho yubuvuzi ikoresha icyerekezo cya mudasobwa kugirango isome X-imirasire, CT scan, MRIs, ultrasound, na mammograms, kubona ibintu bidasanzwe no gushyira imbere ibibazo byihutirwa. Iyongera abahanga mu bya radiologue mu gufata ibyagaragaye neza, kwihuta cyane, no kugabanya indwara zabuze.
AI mu buvuzi bwa Medical ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, imikorere, no guhanga.
Kwibira cyane
Ubuvuzi bwerekana ubuvuzi butanga amashusho menshi abahanga ba radiologue bagomba gusobanura. Uburyo bwimbitse bwo kwiga, cyane cyane imiyoboro yimitsi ihindagurika kandi igenda ihindura icyerekezo, bahuguwe kuri datasets nini zanditse kugirango bamenye ibyagaragaye nka node y'ibihaha, kuva amaraso mu bwonko, kuvunika, retinopathie diabete, na kanseri y'ibere. FDA yemereye amajana n'amajana ibikoresho bifata amashusho; kurugero, Viz.ai isesengura CT scan kugirango ibendera ikekwa kuba yaratewe nubwato bunini kandi ikabimenyesha itsinda ryita ku barwayi mu minota mike, ikogosha igihe cyiza cyo kwivuza. Kurenga gutahura, AI yubaka byihuse, scan-dose yo hasi, ibice byingingo nibibyimba mugutegura kubaga, kandi igapima impinduka mugihe. Ibikoresho byinshi byateguwe nkabafasha 'abasomyi ba kabiri' aho kwisuzumisha byigenga, kugumana umuganga mu cyuho.
Ubushishozi
Izi sisitemu zifata ishusho nkurusobe rwimbaraga za pigiseli kandi ikiga ibiranga urwego: ibice byambere byerekana impande nimiterere, ibice byimbitse byerekana imiterere idasanzwe ifitanye isano nindwara. Kuri scan ya 3D nka CT na MRI, moderi itunganya amakuru ya volumetric ibice ukoresheje ibice cyangwa muri 3D bice. Imiyoboro ya Segmentation nka U-Net isohora mask kuri buri pigiseli yerekana ikibyimba cyangwa urugingo. Imikorere ishingiye ku makuru atandukanye y'amahugurwa; icyitegererezo kirashobora kunanirwa mugihe ubwoko bwa scaneri, umubare wabarwayi, cyangwa amashusho yerekana amashusho atandukanye namahugurwa.
Kumenya AI mumashusho yubuvuzi
AI mu mashusho yubuvuzi ikoresha icyerekezo cya mudasobwa kugirango isome X-imirasire, CT scan, MRIs, ultrasound, na mammograms, kubona ibintu bidasanzwe no gushyira imbere ibibazo byihutirwa. Iyongera abahanga mu bya radiologue mu gufata ibyagaragaye neza, kwihuta cyane, no kugabanya indwara zabuze. AI mu buvuzi bwa Medical ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, imikorere, no guhanga. Kugirango wubake byimbitse, fata AI mumashusho yubuvuzi nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha AI mubuvuzi bwa Imaging impuzandengo yukuri hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na labels bihoraho. 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.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mugihe kimwe, uburenganzira bwishusho no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse. 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
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya. 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 birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya. 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
Viz.
Ibikoresho bya AI mammografiya ibendera bikomeretsa amabere, bikora nkumusomyi wa kabiri kugabanya kanseri zabuze.
Sisitemu yakuweho na FDA (IDx-DR) yigenga yerekana amafoto ya retina ya diabete ya retinopathie mumavuriro yubuvuzi bwibanze.
Igice cya U-Net cyerekana ibibyimba ningingo kuri CT / MRI kugirango bategure kuvura imirasire no kubaga.
Uburyo bwo Gushyira mu bikorwa
AI mumashusho yubuvuzi mubikorwa
Viz.
Viz.
AI mumashusho yubuvuzi mubikorwa
Ibikoresho bya AI mammografiya ibendera bikomeretsa amabere, bikora nkumusomyi wa kabiri kugabanya kanseri zabuze.
Ibikoresho bya AI mammografiya byerekana ibisebe biteye inkeke, bikora nkumusomyi wa kabiri kugirango ugabanye kanseri yabuze Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
AI mumashusho yubuvuzi mubikorwa
Sisitemu yakuweho na FDA (IDx-DR) yigenga yerekana amafoto ya retina ya diabete ya retinopathie mumavuriro yubuvuzi bwibanze.
Sisitemu yakuweho na FDA (IDx-DR) yigenga yerekana amafoto yisubiramo ya retinopathie ya diabete mu mavuriro y’ibanze y’ibanze Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ikosa ryakozwe mu gihe runaka.
AI mumashusho yubuvuzi mubikorwa
Igice cya U-Net cyerekana ibibyimba ningingo kuri CT / MRI kugirango bategure kuvura imirasire no kubaga.
Igice cya U-Net cyerekana ibibyimba n'ingingo kuri CT / MRI kugirango bategure imiti ivura imirasire hamwe no kubaga Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.
Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.
Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.
Igishushanyo mbonera
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.