Guhindura Swin
Guhindura Swin ni iyerekwa rihindura ritunganya amashusho muri Windows yahinduwe, ikurikirana, bigatuma yitabwaho neza bihagije kugirango igere ku mashusho akomeye.
Incamake
It works as a general-purpose backbone for classification, detection, and segmentation.
Kwibira cyane
Ihinduramiterere risanzwe ryerekana neza amashusho yose, igiciro gikura inshuro enye nubunini bwamashusho, inzitizi kumurimo wuzuye nko gutahura. Yinjijwe na Microsoft Ubushakashatsi mu 2021, Swin (Shinted WINdows) ahubwo igabanya ishusho mumadirishya mato adafunze kandi ibara kwiyitaho gusa muri buri dirishya, bigatuma igiciro gikura neza hamwe nubunini bwishusho. Kureka amakuru yambukiranya idirishya, guhinduranya ibice bihindura idirishya rya gride, bityo ibice byatandukanijwe noneho bigabana idirishya. Swin yubaka kandi urwego: itangirana nuduce duto kandi ikagenda ibahuza buhoro buhoro, ikabyara amakarita manini yerekana ikarita nka CNN, igashyira neza muburyo busanzwe bwo gutahura no gutandukanya.
Ubushishozi
Imikorere ya Swin ituruka mumadirishya ashingiye kumutwe-wo-kwiyitaho (W-MSA): kwitondera kugarukira kuri Windows ihamye (urugero nka 7x7), bityo umunzani utoroshye ugereranije aho kuba inshuro enye numubare wibishishwa. Igice gikurikiraho gikoresha guhinduranya-idirishya ryitondewe (SW-MSA), ryimura igice cyidirishya igice cyidirishya kugirango ifatanye ihuza idirishya. Ibice-byo guhuza ibice bihuza ibice bituranye hagati yicyiciro, kugabanya umwanya wikibanza hamwe ninzira ebyiri kugirango wubake ibiranga piramide.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.
Build choices
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.
Itsinda hamwe nakazi
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.
Kazoza ka Swin Transformer
Swin yerekanye ko Inzego zinyuranye, zizi aho zihindura zishobora guhangana cyangwa gutsinda CNN nkumugongo wicyerekezo rusange, kandi Swin V2 yabisunikishije kuri miliyari-ibipimo byerekana imyanzuro ikomeye. Witege ko uzakomeza kuvanga kubogama kwa inductive kubogama hamwe nubwitonzi, uburyo bwiza bwo kwitabwaho, hamwe na Swin-stil-umugongo ugaburira moderi nyinshi na videwo. Nkurugero rwibanze rwicyerekezo gikuze, ibishushanyo mbonera bitanga ibintu byinshi biranga agaciro cyane cyane kubikorwa byo guhanura.
Gushyira mu bikorwa Isi
Byukuri-IshushoNet ishyirwa mubikorwa nkumugongo wateguwe
Gutahura ibintu hamwe nurugero rwibice byinyuma muburyo nka Mask R-CNN na Cascade R-CNN
Igice cya semantike cyerekana amashusho hamwe namashusho ya satelite
Isesengura ryamashusho yubuvuzi aho gukemura cyane hamwe nubunini burambuye ibintu
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.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Impinduka
Ibibazo bikunze kubazwa
What is Swin Transformer?
Guhindura Swin ni iyerekwa rihindura ritunganya amashusho muri Windows yahinduwe, ikurikirana, bigatuma yitabwaho neza bihagije kugirango igere ku mashusho akomeye. Ikora nkumugambi rusange-wumugongo wo gutondeka, gutahura, no gutandukanya.
'Swin' muri Swin Transformer igereranya iki?
Swin isobanura Shifted Windows, uburyo butuma ibitekerezo byibanze bya Windows bihana amakuru murwego rwose.
Kuki kubara kwiyitaho muri windows yaho bifite akamaro?
Kugumya kwitondera ubunini-buke bwa Windows bituma ibiciro byo kubara bikura neza hamwe nubunini bwibishusho, bitandukanye nubwiyongere bwa kwadratic kwisi yose.
Nigute Swin ireka amakuru akagenda hagati ya Windows zitandukanye?
Ubundi buryo bwo guhinduranya idirishya rya gride igice cyidirishya, bityo ibice mbere muri windows zitandukanye birashobora kwitabira.
Niki ibice byo guhuza ibice bikora hagati yicyiciro cya Swin?
Guhuza ibice bihuza ibice bituranye kugirango bigabanye umwanya wikibanza hamwe nubujyakuzimu bubiri, byubaka urwego runini.
Ni ukubera iki Swin ikurikirana, ibisohoka byinshi-bifite akamaro cyane?
Ibice byinshi biranga ikarita yigana umugongo wa CNN, bityo Swin ihuza byoroshye hamwe nuburyo bwo guhanura nka Mask R-CNN.