Maida Mai Canjawa SwinIR
SwinIR yana amfani da sauye-sauyen taga Swin Transformer zuwa ayyukan maido da hoto kamar babban ƙuduri, ƙiyayya, da cire kayan aikin JPEG.
Dubawa
It matters because it showed transformers can beat strong CNN models on restoration with fewer parameters.
Zurfafa nutsewa
SwinIR, wanda aka gabatar a cikin 2021, yana daidaita da Swin Transformer, asalin babban mai rarraba hoto mai aiki, zuwa ƙananan hangen nesa. Zanensa yana da matakai guda uku: jujjuyawar yanayin hakar siffa mai zurfi, haɓakar siffa mai zurfi da aka yi da tarkacen Residual Swin Transformer Blocks (RSTB), da tsarin sake ginawa wanda ke haɓaka ko inganta hoton. Kowane RSTB yana ƙunshe da yadudduka na Swin Transformer da yawa wanda aka naɗe tare da ragowar haɗin gwiwa da juyi na ƙarshe. Babban tsarin shine tushen taga kulawar kai wanda aka ƙididdige shi a cikin tagogin gida waɗanda ke canzawa tsakanin yadudduka, barin ƙirar ta ɗauki cikakkun bayanai na gida da mahallin mai tsayi da kyau. SwinIR ya saita sakamako na zamani a cikin babban ƙuduri na gargajiya, babban ƙuduri mai nauyi, babban ƙudurin duniya na gaske, launin toka da launin toka, da rage matsi na JPEG, sau da yawa tare da ƙarancin sigogi zuwa kashi biyu bisa uku fiye da CNNs masu gasa.
Fahimtar Fasaha
Daidaitaccen ma'auni na kai-da-kai tare da girman hoto, wanda ba shi da amfani ga manyan hotuna. SwinIR yana ƙididdige hankali a cikin ƙananan ƙayyadaddun windows, yana yin layi mai tsada a cikin hoto, sannan yana canza ɓangaren taga kowane Layer don haka bayanin ya ketare iyakokin taga. Wannan tsarin da aka canza ta taga yana ba da babban filin karɓu mai tasiri mai inganci da ma'aunin daidaita abun ciki, wanda ƙayyadaddun kernels na jujjuyawar ba su da shi, yana bayyana ƙaƙƙarfan daidaito-zuwa siga.
Dabarun Tasiri
Gudu da sikelin
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin.
Gina zaɓuɓɓuka
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu.
Ƙungiya da aikin aiki
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa.
Makomar Maidowa Mai Canjawa ta SwinIR
SwinIR ya taimaka haifar da sauye-sauye na tushen gyarawa irin su Restormer da HAT waɗanda ke tura ƙirar hankali gaba. Yi tsammanin ci gaba da haɓaka hankali tare da juzu'i da yaduwa, ingantattun bambance-bambancen kulawa don babban ƙuduri da bidiyo, da masu dawo da taswira akan na'urar. Ƙirar RSTB ɗin sa na yau da kullun kuma yana sa ya zama ƙashin baya mai dacewa don sabbin ayyukan sabuntawa fiye da ma'auni na asali.
Aiwatar da Gaskiyar Duniya
Hotunan ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararrun ƙwararru fiye da na CNN
Cire katange JPEG da kayan tarihi daga hotunan yanar gizo
Ƙin ƙananan haske ko high-ISO hotuna kamara a duka launin toka da launi
Yin hidima azaman kashin baya na maidowa a cikin bututun bincike da wasu buɗaɗɗen tushe GUIs masu haɓakawa
Hatsari & Tsare-tsare
Haƙƙoƙin hoto da yarda na iya zama haxarin doka idan ba a fayyace ba.
Ayyukan samfuri na iya bambanta a ko'ina cikin haske, ƙididdiga, da mahalli.
Ƙarya tabbataccen ƙila ba za a iya lura da shi ba sai dai idan an kula da ƙofofin amincewa.
Taswirar Hanya
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Ci gaba da Bincike
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Tambayoyin da ake yawan yi
What is SwinIR Transformer Restoration?
SwinIR yana amfani da sauye-sauyen taga Swin Transformer zuwa ayyukan maido da hoto kamar babban ƙuduri, ƙiyayya, da cire kayan aikin JPEG. Yana da mahimmanci saboda ya nuna masu canji na iya doke samfuran CNN masu ƙarfi akan maidowa tare da ƙarancin sigogi.
Menene tsarin gine-ginen taswira SwinIR ya dogara da shi?
SwinIR yana daidaita tsarin Swin Transformer, ƙirar tushen taga zuwa maido da hoto.
Menene ainihin tsarin kulawa a cikin SwinIR?
SwinIR yana amfani da hankalin kai a cikin tagogin gida wanda ke motsawa tsakanin yadudduka don haɗa bayanai a cikin tagogi.
Menene ake kira tubalan zurfin fasali na SwinIR?
Matakin cirewar fasalin zurfafa ya tattara Residual Swin Transformer Blocks, kowanne tare da yadudduka na Swin, juyi, da ragowar haɗin gwiwa.
Me yasa hankalin tushen taga ya fi dacewa fiye da hankalin duniya anan?
Hankalin lissafin ƙididdiga a cikin ƙayyadaddun windows yana sanya ma'auni na farashi daidai gwargwado tare da yankin hoto, yana guje wa ɓacin rai na hankali na duniya.
Wanne daga cikin waɗannan ba aikin SwinIR ba ne aka tsara shi?
SwinIR yana hari kan ƙananan ayyuka na hangen nesa kamar babban ƙuduri, ƙiyayya, da cire kayan tarihi na JPEG, ba fassarar harshe ba.