Transformatër Swin
Swin Transformer Transformer gis-gis la buy jëfandikoo nataal yi ci palanteer yu toxal, ñu toppalante, suko defee ñu mëna bàyyi seen xel ci nataal yu am dayo bu kawe.
Résumé
It works as a general-purpose backbone for classification, detection, and segmentation.
Plongeur bu xóot
Transformatëri Vision Standard yi dañuy xayma bàyyi xel ci bépp patch nataal, te njëg yi dañuy màgg quadratically ak dayo nataal bi, di gaañ-gaañu ci liggéey yu dëgër yu melni gis. Microsoft Research moo ko dugal ci atum 2021, Swin (Shifted WINdows) dafay xaaj nataal bi ay palanteer yu ndaw yu dul jaxasoo, ba noppi di xayma xel mi ci palanteer bu nekk, loolu mooy tax njëg bi di yokk bu baax ak dayo nataal bi. Ngir may leeral yi ñu jàll palanteer yi, ay diisaay yu wuute dañuy toxal griy palanteer bi, suko defee patch yi ñu tàqale leegi bokk benn palanteer. Swin itam dafa tabax hierarchie: dafay tàmbalee ci ay patch yu ndaw ba noppi di leen boole ndànk-ndànk, defar kàrtu man-man yu bari yu melni CNN, yuy dugg bu baax ci kaadar yi fi nekk ak segmentation.
Gis-gis xarala
Xarañteg Swin mingi aju ci palanteer yu bari yi ñuy bàyyi seen xel ci seen bopp (W-MSA): bàyyi seen xel ci palanteer yu takku yi (lu melni patch 7x7), kon jafe-jafe bi dafay yokk ci anam wu ligneer te du quadratique ak limu patch yi. Blok bi ci topp dafay jëfandikoo palanteer buñ toxal (SW-MSA), di toxal xaaj palanteer bi ci genn-wàllu palanteer suko defee lëkkaloo palanteer yu wuute yi forme. Couche yiy boole patch yi dañuy boole patch yi ci wetam ci diggante etap yi, xaaj dayo spatial bi ak ñaari yoon chaine yi ngir tabax piramid bu am màndarga.
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 Transformatëru Swin
Swin dafa wane ni Transformers yu am hierarchie, xam barab yi mën nañu xëcc wala raw CNNs ni yaxu ndigg ci gis-gis bu àdduna bi, Swin V2 dafa puus loolu ci model yu am ay miliyaar ciy parametre ak dayo yu kawe lool. Xaarandi wéyal njaxasu njuumte induktif convolutionnel ak bàyyi xel, anam yu gëna am njariñ, ak yaxu ndigg yu Swin-style di dundal xeetu multimodal ak wideo. Ginaaw xeetu fondaasioŋ yi ngir gis-gis bi dañu gëna màgg, konseptioŋ hierarchique yiy defar màndarga yu bari dañuy wéy di am solo ci liggéey yu dëgër yi ñuy wax luy am.
Doxal ci àdduna dëgg
Xeetu ImageNet bu jaar yoon, muy yaxu ndigg buñ tàggat bu njëkk
Gis mbir ak misaal xaaj yaxu ndigg ci kaadar yu melni Mask R-CNN ak Cascade R-CNN
Segmentasioŋ semantik bu seen mbedd ak nataali satelit
Càmbaru nataalu pajum dayo bu kawe ak ay detay yu bari
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
Mandargal kritërium nangug njub, woowaat ak njëgu njuumte.
Saytu ak done yu méngoo ak anam yi ñuy liggéeyee dëgg.
Yokk jàngat nit ngir xam fu wóorul dara wala am njeexital yu rëy.
Toppal model drift bi nga baaxal ko ginaaw bi kamera bi wala done yi soppeekoo.
Weyal di banneexu
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Gis bi ci topp
Transformatëru diffusion
Laaj yi ñuy faral di laaj
What is Swin Transformer?
Swin Transformer Transformer gis-gis la buy jëfandikoo nataal yi ci palanteer yu toxal, ñu toppalante, suko defee ñu mëna bàyyi seen xel ci nataal yu am dayo bu kawe. Dafay liggéey ni yaxu ndigg lu ñépp mëna jëfandikoo ngir xaaj, gis ak xaaj.
Luy 'Swin' ci Transformateur Swin?
Swin mooy Shifted Windows, di jumtukaay biy may palanteer yiy bàyyi seen xel ci dëkk bi ñu weccoo ay leeral ci diisaay yi.
Lan moo waral ordinatër di xool sa bopp ci biir palanteer yi am njariñ?
Teg sa xel ci palanteer yu am dayo bu takku dafay tax njëgu ordinatër bi di màgg lineairement ak dayo nataal bi, te loolu wuute na ak màggug quadratic bu attention global bi.
Naka lay def ba Swin may leeral yi ñu toxu ci diggante palanteer yu wuute?
Couche yu wuute yi dañuy toxal griy palanteer bi ci genn-wàllu palanteer, suko defee patch yi fi njëkka nekk ci palanteer yu wuute yi mëna toppatoo seen biir.
Lan la couche yuy boole ay patch di def ci digganté etape Swin yi?
Njaxasu patch dafay boole patch yi ci wetam ngir xaaj dayo spatial bi ak ñaari xóotaayu chaine, tabax hierarchie bu bari eskaal.
Lan moo waral génnug Swin ci wàllu hierarchie, bari eskaal am njariñ?
Xeetu kàrtu màndarga yu bari dañuy toppandoo yaxu ndigg CNN, moo tax Swin mën na boole ci anam wu yomb ak kaadar yu dëgër yu melni Mask R-CNN.