Transformer
Transformer-ka Swin Transformer waa wax ka beddelka aragga kaas oo ku socodsiiya sawirrada daaqadaha kala wareegaya, ee kala sarreeya, taasoo ka dhigaysa dareenka mid hufan oo ku filan in lagu cabbiro dhammaan sawirrada xallinta sare.
Dulmar
Waxay u shaqeysaa sidii laf-dhabarta guud ee kala soocidda, ogaanshaha, iyo kala qaybinta.
quusid qoto dheer
Beddeleyaasha Aragtida caadiga ah waxay xisaabiyaan dareenka dhammaan balastarrada sawirada, kuwaas oo qiimahoodu afar ahaan u koraan cabbirka sawirka, caqabadna ku ah hawlaha cufan sida ogaanshaha. Waxaa soo bandhigay Microsoft Cilmi baaris 2021, Swin (Shifted WINdows) beddelkeeda waxay u kala qaybisaa sawirka daaqado yaryar oo aan is-dul-saarnayn oo waxay xisaabisaa is-fiirsashada oo keliya gudaha daaqad kasta, taasoo ka dhigaysa kharashka u koraya si toos ah cabbirka sawirka. Si macluumaadka loo dhaafo xuduudaha daaqadaha, lakabyo beddelan ayaa bedelaya shabagga daaqadda, markaa balastarrada kala go'ay hadda waxay wadaagaan daaqad. Swin sidoo kale waxay dhistaa kala sareyn: waxay ku bilaabataa balastar yaryar oo si tartiib tartiib ah isugu daraa iyaga, soo saara khariidado muuqaal ah oo badan sida CNN, kaas oo si habsami leh u gala ogaanshaha jira iyo qaababka kala qaybinta.
Aragtida Farsamada
Hufnaanta Swin waxay ka timaadaa is-fiirsasho madax-madaxa badan oo ku salaysan daaqada (W-MSA): dareenka wuxuu ku kooban yahay daaqadaha go'an (tusaale ahaan 7x7 balastar), markaa kakanaanta ayaa si toos ah u miisaamaysa halkii ay afar ahaan lahayd tirada balastarrada. Qeybta xigta waxay isticmaashaa dareenka daaqada la bedelay (SW-MSA), iyada oo ka saaraysa qaybta daaqada daaqada kala badh si ay isku xirka daaqadaha u sameeyaan. Lakabyada isku-darka ah waxay isku xiraan balastarrada deriska ah inta u dhaxaysa marxaladaha, kala badh xallinta boosaska iyo kanaalada labanlaabmaya si loo dhiso haramka sifo.
Saamaynta Istiraatijiyadeed
Xawaaraha iyo miisaanka
Visual AI wuxuu si otomaatig ah u samayn karaa baadhista, ogaanshaha, iyo sumadaynta hawlaha miisaanka.
Xulashada dhismayaasha
Kooxaha hal-abuurka leh waxay hindise karaan fikradaha si dhakhso leh iyagoo leh dib-u-eegis buugeed yar.
Kooxda iyo socodka shaqada
Hawlgalladu waxay isticmaali karaan calaamadaha muuqaalka iyo muuqaalka kuwaas oo markii hore adkeyd in la farsameeyo.
Mustaqbalka Transformer-ka dabaasha
Swin waxa uu muujiyay in kala sarraysa, isbedbedeliyeyaasha deegaanka-ogsoon ay la tartami karaan ama garaaci karaan CNN-yada laf dhabarta aragtida caalamiga ah, Swin V2 waxa ay tan ku riixday moodooyinka balaayiin-beegyada ah iyo qaraaro aad u sarreeya. Filo isku-dhafka joogtada ah ee eexda soo-jiidashada koncanka leh ee fiiro gaar ah leh, kala duwanaansho fiiro oo hufan, iyo laf-dhabarta qaabka Swin-ka oo quudinaysa moodooyinka multi-modal iyo muuqaalka. Sida moodooyinka aasaasiga ah ee aragga bislaaday, naqshadaha kala sareynta ee soo saara sifooyin kala duwan ayaa si gaar ah qiimo ugu leh hawlaha saadaalinta cufan.
Dhaqangelinta Adduunka-dhabta ah
Saxnaanta sare ee ImageNet Kala soocida sidii laf dhabarta hore loo tababaray
Ogaanshaha shay iyo tusaale qaybinta laf dhabarta qaab dhismeedka sida Mask R-CNN iyo Cascade R-CNN
Qaybaha Semantic ee muuqaallada waddooyinka iyo sawirka dayax-gacmeedka
Falanqaynta sawirka caafimaadka halka xallinta sare iyo faahfaahinta cabbirka badan ay muhiim tahay
Khatarta & Dariiqyada Ilaalada
Xuquuqda sawirka iyo ogolaanshaha waxay noqon kartaa khataro sharci ah haddii caddayntu aanay caddayn.
Waxqabadka moodeelku wuu ku kala duwanaan karaa iftiinka, tirakoobka, iyo deegaanka.
Wanaagga beenta ah waxa laga yaabaa inaan la dareemin ilaa xadka kalsoonida aan la kormeerin.
Qorshe Hawleedka Dhaqangelinta
Qeex shuruudaha aqbalida ee saxnaanta, dib u celinta, iyo kharashyada khaladka.
Ku tijaabi xogta ku habboon xaaladaha wax soo saarka dhabta ah.
Ku dar dib u eegis bini'aadamka si aad u hesho kalsoonida hoose ama saameeynta sare.
Lasoco moodeel dhaqaaqa oo dib u cusboonaysii kamarada ama xogta kaydinta ka dib.
Sii wad Sahaminta
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Hagaha xiga
Transformers faafinta
Su'aalaha soo noqnoqda
Waa maxay Swin Transformer?
Transformer-ka Swin Transformer waa wax ka beddelka aragga kaas oo ku socodsiiya sawirrada daaqadaha kala wareegaya, ee kala sarreeya, taasoo ka dhigaysa dareenka mid hufan oo ku filan in lagu cabbiro dhammaan sawirrada xallinta sare. Waxay u shaqeysaa sidii laf-dhabarta guud ee ujeeddada soocidda, ogaanshaha, iyo kala-soocidda.
Muxuu u taagan yahay 'Swin' ee ku jira beddelka Swin?
Swin waxay u taagan tahay Daaqadaha Shifted, habka u ogolaanaya dareenka gudaha daaqadaha inay macluumaadka isku dhaafsadaan lakabyada dhexdooda.
Maxay faa'iido u leedahay xisaabinta is-fiirsashada gudaha daaqadaha maxalliga ah?
Ku koobida dareenka daaqadaha cabbirka go'an ayaa ka dhigaysa kharashka xisaabinta inuu si toos ah u kordho cabbirka sawirka, si ka duwan kobaca quadratic dareenka caalamiga ah.
Sidee Swin ugu ogolaataa macluumaadka u dhexeeya daaqadaha kala duwan?
Lakabyada beddelka ah waxay u beddelaan shabagga daaqadda kala badh dariish, markaa balastarkii hore ee dariishadaha kala duwan way is qabsan karaan.
Maxay sameeyaan lakabyada isku-dhafka ah ee u dhexeeya marxaladaha Swin?
Isku-darka balastarku wuxuu isku xiraa balastarrada deriska ah si ay u kala gooyaan xallinta boosaska iyo qoto-dheeraanta kanaalka labanlaaban, dhisida kala sareyn heersare ah.
Waa maxay sababta kala sarraynta, wax-soo-saarka cabbirka badan ee Swin gaar ahaan waxtar u leeyahay?
Khariidado cabbirro badan leh ayaa shabbahay laf-dhabarka CNN, sidaa darteed Swin waxay si fudud ula midowdaa qaababka saadaasha cufan sida Maaskarada R-CNN.