GUIDE IA visuel

IA ci nataali pajum

IA ci nataali medsin dafay jëfandikoo gis-gis ordinatër ngir jàng rayon X yi, CT scanner yi, MRI yi, ultrasound yi, ak mamograam yi, ngir gis lu jaarul yoon, ak tànn li gëna am solo.

2 simili jàngDañu mujjee yeesal

Résumé

It augments radiologists by catching subtle findings, speeding triage, and reducing missed diagnoses.

Plongeur bu xóot

Nataalu pajum dafay defar nataal yu bari yu radiologist yi wara tekki. Royuwaayi jàng bu xóot, li ci gëna bari mooy reso neuronal convolutionnel ak transformatëri gis-gis yu gëna bari, ñu ngi leen di tàggat ci ay done yu bari yuñ etikete ngir gis li ñu gis lu melni nodule pulmonaire, deret yuur, fractures, retinopathie diabétique, ak cancer u ween. FDA nangu na téemeeri aparey yiy jël nataali IA; ci misaal, Viz.ai dafay jàngat scanner CT ngir wane ni amna stroke yu rëy ci gaal gi, ba noppi artu ekipu fajkat yi ci ay simili, di dindi jotu paj mi. Ginaaw liñu koy gis, IA dafay defaraat scanner yu gëna gaaw, dose yu néew, xaaj cër yi ak tumër yi ngir waajal operaasioŋ, ba noppi natt coppite yi ci diir bi. Jumtukaay yu bari dañu leen di defar ngir jàppale 'ñaareelu jàngkat', duñu nekk diagnostic autonome, di tëye doktër bi ci loop bi.

Gis-gis xarala

Sistem yooyu dañuy jàppee nataal bi ni griy bu am dooley pixel ba noppi jàng màndarga yi ci hierarchie: diisaay yu njëkk yi dañuy gis boor yi ak textures yi, diisaay yu gëna xóot yi dañuy xàmmee motif anatomique yu lëkkaloo ak feebar bi. Ngir scanner 3D yu melni CT ak MRI, model yi dañuy jëfandikoo done volumetrik dagg par dagg wala ci blok 3D. Reseau segmentation yu melni U-Net dañuy génne masku pixel bu nekk buy wane ab tumër wala cër. Performance mingi aju ci done yu bari ci tàggat yaram; model yi mën nañu lajj sudee xeetu scanner bi, askanu malaad bi, wala protocolu nataal bi wuute na ak tàggat bi.

njeextalu pexe

Gaawaay ak yaatuwaay

Visual IA mën na otomatise saytu, gis ak etiketu liggéey ci eskaal.

Tabax tànneef

Ekipu kreatif yi mën nañu defar konsept yu gëna gaaw te duñu def lu bari ci loxo.

Ekip ak def liggéey

Liggéeyukaay yi mën nañu jëfandikoo siñaal nataal wala wideo yu jafewoon lool ci liggéey.

Ëlëgu IA ci Nataalu Pajum

Doxalin bi mingi jubal ci xeetu multimodal yu boole nataal ak notu klinik ak resultaa lab ngir saytu bu gëna riis, ak ci xeetu fondasioŋ yuñ tàggatee ci ay milioŋ ciy scanner yu méngoo ak liggéey yu bari. Xaarandil nataal yu gëna gaaw, yu néew radiasioŋ jaaraleko ci tabaxaat IA, rapoor otomatik buy bind li radiologist bi gis, ak def testu bu gëna yaatu buy demal boppam, lu melni examen bëtu diabet, ci pajum njëkk. Regulateurs yi ak cliniciens yi dina ñu bàyyi seen xel ci generalisation, bias, ak di wéy di saytu ngir mëna wax ni jumtukaay yi nekk nañu ci jàmm ci askan wu bari.

Doxal ci àdduna dëgg

Viz.ai dafay scanner nataali CT ngir gis AVC yu mag yi ñu yaakaar, ba noppi mu yëgal ci saasi ekipu AVC bi ñu gaaw ci paj mi.

Jumtukaayi mamograafi IA dañuy màndargaal ab góom buñu ñaaw njortu ci ween, di nekk ñaareelu jàngat ngir wàññi cancer yiñ ñakk.

Benn sistem bu FDA nangu (IDx-DR) dafay saytu boppam nataali retine ngir xam ndax amna retinopathie diabétique ci klinik yi ñuy njëkka faj.

Segmentasioŋ U-Net dafay wane tumër yi ak cër yi ci CT/MRI ngir waajal paj ak operaasioŋ.

Risk yi ak balustrade yi

Yelleefi nataal ak nangu mën na nekk risku yoon sudee fi ñu bawoo leerul.

Performance model bi mën na wuute ci leeraay bi, demographie bi ak environmaa bi.

Njuumteg positive yi mën nañu dem te kenn duko seetlu fileek xool wuñu buntu wóolu sa bopp.

Roadmap ngir samp gi

1

Mandargal kritërium nangug njub, woowaat ak njëgu njuumte.

2

Saytu ak done yu méngoo ak anam yi ñuy liggéeyee dëgg.

3

Yokk jàngat nit ngir xam fu wóorul dara wala am njeexital yu rëy.

4

Toppal model drift bi nga baaxal ko ginaaw bi kamera bi wala done yi soppeekoo.

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What is AI in Medical Imaging?

IA ci nataali medsin dafay jëfandikoo gis-gis ordinatër ngir jàng rayon X yi, CT scanner yi, MRI yi, ultrasound yi, ak mamograam yi, ngir gis lu jaarul yoon, ak tànn li gëna am solo. Dafay yokk radiologist yi ci jàpp li ñu gis ci anam wu fësul, gaawlu triage, ak wàññi diagnostic yu ñu ñàkk.

Ban xeetu reso neuronal moo gëna am solo ngir jàngat nataali pajum?

CNN yi, ak transformatëri gis-gis yu gëna bari, dañuy jàng màndarga yi ñuy gis ci pixel yi te ñoo jiite IA yiy jëfandikoo nataali medsin yu bari.

Lu sistem Viz.ai di def?

Viz.ai dafay gis màndarga yi ci AVC bu tëjug vessel yu yaatu ci CT ba noppi mu gaaw yëgal doktër yi, suko defee mu sakkanal diiru paj mi.

Lan mooy architecture U-Net bi ñuy gëna jëfandikoo ci nataal yi?

U-Net dafay defar masku pixel bu nekk, moo tax mu nekk jumtukaay buñ miin ngir xaaj jumtukaay yu melni tumër ak cër.