Overview
Ophthalmology ndiyo imwe yeAI huru dzebudiriro yekurapa nyaya nekuti ziso rine mufananidzo-rakapfuma uye nyore kutora mifananidzo. AI ikozvino inogona kuongorora zvirwere zvekupofumadza senge diabetic retinopathy zvakananga kubva kumifananidzo yeretinal, dzimwe nguva pasina nyanzvi mune loop.
AI muOphthalmology inoshandisa AI munharaunda-yakananga nharaunda umo mirau, mashandiro, uye kushivirira njodzi inogadzirisa zvakanyanya sarudzo dzekugadzira.
Deep Dive
Iyo retina inogona kutorwa mafoto nekukurumidza uye isingapindike, ichigadzira chaizvo mhando yemhando yepamusoro yemifananidzo yekudzidza kwakadzama kunobudirira. Muna 2018 iyo FDA yakadzima IDx-DR, yekutanga kuzvimiririra AI yekuongorora mudziyo, iyo inoverenga mavara fundus mafoto uye inoudza kiriniki yekurapa kana murwere ane chirwere cheshuga achifanira kuona chiremba weziso, pasina nyanzvi inodudzira mufananidzo. Google's landmark 2016 JAMA ongororo yakadzidzisa modhi kuona chirwere cheshuga retinopathy pahunyanzvi-pamwero wekunzwa uye kujeka. Kupfuura chirwere chemaziso cheshuga, AI inoratidzira zera-ane hukama macular degeneration, glaucoma kubva kuoptic-nerve mifananidzo, uye retinopathy yeprematurity. DeepMind yakashanda neMoorfields Eye Hospital kuongorora pamusoro pemakumi mashanu retinal mamiriro kubva kuOCT scans, kuenzanisa nyanzvi dzinotungamira pasirese uye kukurudzira kutumirwa nekukurumidza.
Technical Insight
Mazhinji masisitimu anoshandisa convolutional neural network akadzidziswa pamakumi ezviuru kusvika kumamiriyoni akanyorwa mafoto e fundus kana optical coherence tomography (OCT) mavhoriyamu. OCT ndeye optical ultrasound inogadzira micron-resolution cross-sections ye retina's layers, yakanakira kuona mvura uye kutetepa. Chinhu chinokatyamadza chawanikwa: mambure etineti anogona kupa zvinhu zvisingagone kuverengwa nevarapi neziso, sezera remurwere, bonde, chimiro chekuputa, uye njodzi yemoyo, kubva pamufananidzo we retinal chete, zvichiratidza kuti retina ihwindo rehutano hwemuviri wese.
Mastering AI muOphthalmology
Ophthalmology ndiyo imwe yeAI huru dzebudiriro yekurapa nyaya nekuti ziso rine mufananidzo-rakapfuma uye nyore kutora mifananidzo. AI ikozvino inogona kuongorora zvirwere zvekupofumadza senge diabetic retinopathy zvakananga kubva kumifananidzo yeretinal, dzimwe nguva pasina nyanzvi mune loop. AI muOphthalmology inoshandisa AI munharaunda-yakananga nharaunda umo mirau, mashandiro, uye kushivirira njodzi inogadzirisa zvakanyanya sarudzo dzekugadzira. Kuvaka kunzwisisa kwakadzama, bata AI muOphthalmology semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa AI muOphthalmology inonanisa kugona kwehunyanzvi nedomendi mutemo, kutarisika, uye kumberi kwekuita sarudzo. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mamiriro eindasitiri anosarudza kana mazano eAI achirarama nekusangana neicho chaicho. Panguva imwecheteyo, Regulatory zvinodiwa zvinogona kusashanda neimwe nzira yakasimba prototypes. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mamiriro eindasitiri anosarudza kana mazano eAI achirarama nekusangana neicho chaicho.
Mamiriro eindasitiri anosarudza kana mazano eAI achirarama nekusangana neicho chaicho. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvisungo zveDomain zvinopesvedzera mwero wezvikanganiso zvinogamuchirika uye mamodheru etarisiro.
Zvisungo zveDomain zvinopesvedzera mwero wezvikanganiso zvinogamuchirika uye mamodheru etarisiro. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Kuendesa kwakabudirira kunonanisa kugona kwehunyanzvi nekumberi kwekufambiswa kwebasa.
Kuendesa kwakabudirira kunonanisa kugona kwehunyanzvi nekumberi kwekufambiswa kwebasa. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
IDx-DR (yava kunzi LumineticsCore) inozvionera yega vane chirwere cheshuga kuti vaonekwe retinopathy mumakiriniki ekurapa pasina nyanzvi yemaziso inoverenga mufananidzo.
DeepMind neMoorfields vakavaka sisitimu inoongorora makumi mashanu-pamwe nezvirwere zveretinal kubva kuOCT scans uye inokurudzira kutumirwa nekukurumidza padanho renyanzvi.
Zvishandiso zveAI zvinobatsira kuongorora retinopathy yeprematurity muvachangozvarwa, chikonzero chinotungamira chehupofu hwehuduku hwakaoma kugiresa nguva dzose.
Mamodheru ekutsvagisa anofungidzira njodzi yemoyo uye zera rebhayoloji kubva kune imwechete retinal foto, munda uri kubuda unonzi oculomics.
Maitiro Ekuita
AI muOphthalmology mukuita
IDx-DR (yava kunzi LumineticsCore) inozvionera yega vane chirwere cheshuga kuti vaonekwe retinopathy mumakiriniki ekurapa pasina nyanzvi yemaziso inoverenga mufananidzo.
IDx-DR (ikozvino LumineticsCore) inozvionera yega vane chirwere cheshuga kuti vaonekwe retinopathy mumakiriniki ekurapa pasina nyanzvi yeziso inoverenga mufananidzo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AI muOphthalmology mukuita
DeepMind neMoorfields vakavaka sisitimu inoongorora makumi mashanu-pamwe nezvirwere zveretinal kubva kuOCT scans uye inokurudzira kutumirwa nekukurumidza padanho renyanzvi.
DeepMind neMoorfields vakavaka hurongwa hunoongorora makumi mashanu-pamwe nezvirwere zveretinal kubva kuOCT scans uye inokurudzira kutumirwa nekukurumidza padanho renyanzvi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura zvikumbaridzo zvemhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AI muOphthalmology mukuita
Zvishandiso zveAI zvinobatsira kuongorora retinopathy yeprematurity muvachangozvarwa, chikonzero chinotungamira chehupofu hwehuduku hwakaoma kugiresa nguva dzose.
Maturusi eAI anobatsira kuongorora retinopathy yeprematurity muvacheche, chikonzero chinotungamira chekupofomara kwehuduku izvo zvakaoma kugiresa nguva dzose Matimu anowanzowana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
AI muOphthalmology mukuita
Mamodheru ekutsvagisa anofungidzira njodzi yemoyo uye zera rebhayoloji kubva kune imwechete retinal foto, munda uri kubuda unonzi oculomics.
Mamodheru ekutsvagisa anofungidzira njodzi yemoyo uye zera rebhayoloji kubva pamufananidzo weretinal, munda uri kusimukira unonzi oculomics Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mabhindauko emhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Regulatory zvinodiwa zvinogona kukanganisa zvimwe zvakasimba prototypes.
Nhoroondo yenhoroondo inogona kubatanidza kurerekera kunokuvadza nharaunda dzakati.
Nhaka masisitimu anogona kugadzira mabhodhoro ekubatanidza uye mitengo yakavanzika.
Implementation Roadmap
Batanidza domain nyanzvi kubva pakugadzirisa dambudziko kusvika pakuongorora.
Batanidza domain nyanzvi kubva pakugadzirisa dambudziko kusvika pakuongorora. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Dhizaina nzira dzekuongorora uye zvinyorwa zvisati zvatanga.
Dhizaina nzira dzekuongorora uye zvinyorwa zvisati zvatanga. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirisa zvisungo zvekuteedzera uye kuchengetedza nekukurumidza.
Gadzirisa zvisungo zvekuteedzera uye kuchengetedza nekukurumidza. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Buritsa muzvikamu zvine kujeka kumira uye kudzoreredza maitiro.
Buritsa muzvikamu zvine kujeka kumira uye kudzoreredza maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.