Amabwiriza ya AI

Kugarura SwinIR

SwinIR ikoresha Swin Transformer yahinduye-idirishya yitondera imirimo yo kugarura amashusho nka super-resolution, denoising, hamwe no gukuraho ibihangano bya JPEG.

Incamake

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.

Kugarura SwinIR Kugarura ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.

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.

Kumenya guhindura SwinIR Guhindura

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. Kugarura SwinIR Kugarura ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata SwinIR Transformer Restoration nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.

Mu myitozo, amakipe akomeye akoresha SwinIR Transformer Restoration uburinganire bwuzuye hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe nibirango bihoraho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.

AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mugihe kimwe, uburenganzira bwishusho no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.

Ingaruka z'Ingamba

AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.

AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.

Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.

Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

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

Uburyo bwo Gushyira mu bikorwa

Kugarura SwinIR Kugarura mubikorwa

Amafoto meza cyane mugihe azigama imiterere myiza kurenza CNN.

Amafoto akemurwa cyane mugihe azigama imiterere myiza kurenza umurongo wa CNN Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.

Kugarura SwinIR Kugarura mubikorwa

Kuraho JPEG compression yo guhagarika hamwe nibihangano kumashusho y'urubuga.

Kuraho JPEG compression yo guhagarika hamwe nibindi bihangano kumashusho yurubuga Amakipe mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.

Kugarura SwinIR Kugarura mubikorwa

Kwerekana amafoto mato mato cyangwa menshi-ISO ya kamera mumashusho yombi.

Kwerekana amafoto ya kamera yoroheje cyangwa menshi ya ISO mumashusho yombi yerekana ibara ryamabara hamwe namabara Amakipe akunze kubona ibisubizo byiza mugihe asobanura ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.

Kugarura SwinIR Kugarura mubikorwa

Gukora nkumugongo wo kugarura imiyoboro yubushakashatsi hamwe nisoko rifunguye-rizamura GUI.

Gukora nkumugongo wo gusana mumiyoboro yubushakashatsi hamwe na bamwe bafungura isoko-yo kuzamura amakipe ya GUIs mubisanzwe babona ibisubizo byiza iyo basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

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

1

Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.

Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

2

Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.

Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

3

Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.

Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

4

Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.

Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

Komeza Ubushakashatsi