Kugarura SwinIR
SwinIR ikoresha Swin Transformer yahinduye-idirishya yitondera imirimo yo kugarura amashusho nka super-resolution, denoising, hamwe no gukuraho ibihangano bya JPEG.
Incamake
It matters because it showed transformers can beat strong CNN models on restoration with fewer parameters.
Kwibira cyane
SwinIR, yatangijwe mu 2021, ihuza Swin Transformer, mu ntangiriro ishusho yerekana amashusho menshi, iyerekwa ryo hasi. Igishushanyo cyacyo gifite ibyiciro bitatu: gukuramo ibintu bidakabije kwemeza gukuramo, gukuramo ibintu byimbitse bikozwe mubisigisigi bya Swin Transformer Block (RSTB), hamwe na module yo kwiyubaka yerekana cyangwa itunganya ishusho. Buri RSTB ikubiyemo ibice byinshi bya Swin Transformer byiziritse hamwe nibisigisigi bisigaye hamwe nicyemezo cya nyuma. Uburyo bwibanze ni idirishya rishingiye ku kwiyitaho ubarwa muri Windows yaho ihinduranya hagati, kureka icyitegererezo gifata ibisobanuro byombi byaho ndetse nigihe kirekire. SwinIR yashyizeho ibisubizo bigezweho muburyo bwa super-reaction, yoroheje-super-reaction, nyayo-nyayo-super-reaction, ibara ryerekana ibara ryerekana amabara, hamwe no kugabanya ibihangano bya JPEG, akenshi hamwe na bibiri bya gatatu byibuze ugereranije na CNNs.
Ubushishozi
Igipimo gisanzwe cyo kwiyitaho gifite ubunini buringaniye nubunini bwamashusho, ntibisanzwe kumafoto manini. SwinIR ibara kwitondera imbere muri windows ntoya ihamye, ikora igiciro cyumurongo mugace ka shusho, hanyuma igahindura ibice byidirishya ikindi gice cyose kugirango amakuru arenga imbibi zidirishya. Iyi sisitemu yahinduwe-idirishya itanga umurima munini wakira neza hamwe nuburemere-buringaniza buremereye, ibyo intungamubiri zifatika zabuze, zisobanura neza ukuri-kuri-ibipimo.
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.
Ejo hazaza ha SwinIR Guhindura
SwinIR yafashije gukurura moderi yuburyo bwo kugarura ibintu nka Restormer na HAT itera ibishushanyo mbonera. Tegereza gukomeza kuvanga ibitekerezo hamwe no kwemeza no gukwirakwizwa, uburyo bwiza bwo kwitondera ibintu bihinduka cyane-videwo na videwo, hamwe no kugarura ibikoresho. Igishushanyo cyayo cya RSTB nacyo bituma kiba umugongo woroshye kubikorwa bishya byo gusana birenze ibipimo byumwimerere.
Gushyira mu bikorwa Isi
Amafoto meza cyane mugihe azigama imiterere myiza kurenza CNN
Kuraho JPEG compression yo guhagarika hamwe nibihangano kumashusho y'urubuga
Kwerekana amafoto mato mato cyangwa menshi-ISO ya kamera mumashusho yombi
Gukora nkumugongo wo kugarura imiyoboro yubushakashatsi hamwe nisoko rifunguye-rizamura GUI
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
Abahindura Icyerekezo
Ibibazo bikunze kubazwa
What is SwinIR Transformer Restoration?
SwinIR ikoresha Swin Transformer yahinduye-idirishya yitondera imirimo yo kugarura amashusho nka super-resolution, denoising, hamwe no gukuraho ibihangano bya JPEG. Nibyingenzi kuko yerekanaga impinduka zishobora gutsinda moderi ikomeye ya CNN mugusana hamwe nibintu bike.
Ni ubuhe bwubatsi bwa transformateur SwinIR ishingiye?
SwinIR ihuza imiterere ya Swin Transformer, igishushanyo-gishingiye ku idirishya kugarura amashusho.
Nubuhe buryo bwibanze bwo kwitondera muri SwinIR?
SwinIR ikoresha kwiyitaho muri windows yaho ihinduranya hagati kugirango ivange amakuru kuri Windows.
Ni ubuhe buryo bwimbitse bwa SwinIR bwitwa?
Ikintu cyimbitse cyo gukuramo icyiciro gikurikirana Ibisigisigi bya Swin Transformer Block, buri kimwe gifite ibice bya Swin, kwemeza, hamwe nibisigisigi bisigaye.
Ni ukubera iki kwitondera gushingiye kumadirishya bikora neza kuruta kwitabwaho kwisi yose?
Kubara kwitondera muburyo bunini bwa Windows butuma igiciro cyikigero kijyanye nigishusho, wirinda kwaduka kwaduka kwisi yose.
Niki muribi kitari umurimo SwinIR yagenewe?
SwinIR yibanda kumurimo wo hasi wo kureba nka super-resolution, denoising, hamwe no gukuraho ibihangano bya JPEG, ntabwo ari uguhindura ururimi.