Overview
Ganda ndiro hombe yemuviri, inoonekwa zvakanyanya, saka dermatology ndeye yakasikwa inokodzera mufananidzo-based AI. Kudzidza kwakadzama kunogona kuisa maronda eganda, kusanganisira angangouraya melanoma, kubva pamapikicha ari pamwero unokwikwidza board-certified dermatologists.
AI muDermatology inoshandisa AI munharaunda-yakatarwa nharaunda umo mirau, mashandiro, uye kushivirira njodzi inogadzirisa zvakanyanya sarudzo dzekugadzira.
Deep Dive
A yakakosha 2017 Nature ongororo yakaitwa nevatsvagiri veStanford yakadzidzisa convolutional neural network pamifananidzo inosvika zana nemakumi matatu ezviuru zvekiriniki uye yakaratidza kuti inogona kuisa kenza dzeganda, kusanganisira melanoma uye carcinomas, sezvakangoita makumi maviri neshanu ebhodhi-yakasimbiswa dermatologists. Kubva ipapo, mamodheru akavakwa mumapurogiramu e-smartphone uye maturusi edermoscopy anoongorora yakakurisa, mifananidzo yakasarudzika inoshandiswa nedermatologists kuongorora mamoles. Vimbiso ndeye triage: kubatsira vanachiremba vekutanga nevarwere kusarudza kuti ndeapi mavara anoda nekukurumidza biopsy, kunyanya uko kushomeka kwedermatologists. Asi dermatology yakafumura dambudziko reruvengo. Mazhinji dhataseti ekudzidziswa anotongwa neganda rakajeka, saka mamodheru anowanzo kuita zvakaipisisa paganda rakasviba, uko melanoma isingawanzo asi inouraya kana yapotswa. Kuvaka madhataseti akasiyana seFitzpatrick 17k uye Diverse Dermatology Images ikozvino ndiyo inonyanya kukosha.
Technical Insight
Aya masisitimu anowanzo maCNN kana echiono shandurudzo akadzidziswa pane yakanyorwa kiriniki uye dermoscopic mifananidzo, kazhinji inosimbiswa kupesana nebiopsy-yakasimbiswa kuongororwa (iyo goridhe chiyero). Dermoscopy inowedzera magnification uye muchinjika-polarized mwenje unoburitsa sub-surface pigment uye vascular mapatani asingaonekwe neziso rakashama. Gomba rinozivikanwa: mamodheru anogona kudzidza mapfupi enhema, senge maronda ekumisikidza akatorwa mifananidzo padivi peanovhiyiwa chiratidzo cheganda kana mutongi seakashata, nekuti mamaki akadaro ainyanya kuoneka mumifananidzo yegomarara panguva yekudzidziswa.
Kudzidzira AI muDermatology
Ganda ndiro hombe yemuviri, inoonekwa zvakanyanya, saka dermatology ndeye yakasikwa inokodzera mufananidzo-based AI. Kudzidza kwakadzama kunogona kuisa maronda eganda, kusanganisira angangouraya melanoma, kubva pamapikicha ari pamwero unokwikwidza board-certified dermatologists. AI muDermatology inoshandisa AI munharaunda-yakatarwa nharaunda umo mirau, mashandiro, uye kushivirira njodzi inogadzirisa zvakanyanya sarudzo dzekugadzira. Kuvaka kunzwisisa kwakadzama, bata AI muDermatology semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa AI muDermatology 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
Iyo 2017 Stanford CNN yakarongedza kenza dzeganda kubva ~ 130,000 mifananidzo padivi ne21 board-yakasimbiswa dermatologists, mhedzisiro yemunda.
Smartphone uye dermoscopy maapplication anoteedzera mamoles anonyumwira, kubatsira varwere uye vanachiremba vekutanga-vanotarisira kusarudza izvo zvinoda kukurumidza kuongororwa nyanzvi.
Yese-yemuviri mafoto masisitimu anoshandisa AI kuenzanisa mifananidzo nekufamba kwenguva uye mureza mutsva kana kuchinja maronda muvarwere vane njodzi huru.
Akasiyana-siyana madhata seFitzpatrick 17k uye Diverse Dermatology Images ari kuvakwa kuti aderedze hurombo hweAI huchokwadi pamatoni akasviba eganda.
Maitiro Ekuita
AI muDermatology mukuita
Iyo 2017 Stanford CNN yakarongedza kenza dzeganda kubva ~ 130,000 mifananidzo padivi ne21 board-yakasimbiswa dermatologists, mhedzisiro yemunda.
Iyo 2017 Stanford CNN yakaronga gomarara reganda kubva ~ 130,000 mifananidzo inoenderana ne21 board-yakasimbiswa dermatologists, mhedzisiro yemunda Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AI muDermatology mukuita
Smartphone uye dermoscopy maapplication anoteedzera mamoles anonyumwira, kubatsira varwere uye vanachiremba vekutanga-vanotarisira kusarudza izvo zvinoda kukurumidza kuongororwa nyanzvi.
Smartphone uye dermoscopy maapplication anoteedzera mamoles anofungidzirwa, kubatsira varwere uye vanachiremba vekutanga-vanotarisira kuona izvo zvinoda kukurumidza kuongororwa nyanzvi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
AI muDermatology mukuita
Yese-yemuviri mafoto masisitimu anoshandisa AI kuenzanisa mifananidzo nekufamba kwenguva uye mureza mutsva kana kuchinja maronda muvarwere vane njodzi huru.
Yese-yemuviri mafoto masisitimu anoshandisa AI kuenzanisa mifananidzo nekufamba kwenguva uye mureza mutsva kana kuchinja maronda muvarwere vane njodzi yakanyanya Matimu anowanzo kuwana mhedzisiro iri nani paanotsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AI muDermatology mukuita
Akasiyana-siyana madhata seFitzpatrick 17k uye Diverse Dermatology Images ari kuvakwa kuti aderedze hurombo hweAI huchokwadi pamatoni akasviba eganda.
Akasiyana-siyana ma dataset seFitzpatrick 17k uye Diverse Dermatology Images ari kuvakwa kuti aderedze hurombo hweAI paganda rakasviba toni Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa 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.