Real-ESRGAN Mai Kwarewa Mai Aiki
Real-ESRGAN ta tsawaita ESRGAN don ɗaukar ɓarna, ɓarnar da ba a sani ba na hotuna na ainihi maimakon tsabtataccen blur roba.
Dubawa
It matters because it powers many practical, free upscaling tools that restore genuinely damaged or compressed images.
Zurfafa nutsewa
Real-ESRGAN, wanda aka saki a cikin 2021, ya magance babban rauni na asali na ESRGAN: an horar da shi akan sauƙaƙawar bicubic, don haka ya gaza akan ainihin hotuna masu cike da matsawa na JPEG, hayaniyar firikwensin, blur motsi, da sake fasalin kayan tarihi. Makullin gudummawar ƙungiyar shine samfurin 'ƙasa mai girma' wanda ke daure sarƙoƙi ba da gangan ba, hayaniya, raguwa, da matakan matsawa don haɗa nau'i-nau'i na horo waɗanda ke kwaikwayi lalacewa ta gaske. Hakanan yana ƙara matatun 'sinc' don sake yin ringing da overshoot kayan tarihi. Janareta yana kiyaye kashin baya na ESRGAN's RRDB, yayin da mai nuna wariya ya zama U-Net tare da daidaitawa da daidaitawa don daidaiton ra'ayi na gida. Bambance-bambancen mai da hankali kan anime mai sauƙi da samfuran 'gaba ɗaya' suna jigilar kaya a cikin mashahurin buɗe tushen buɗewa, ana amfani da su sosai ta hanyar GUIs da kayan aikin layin umarni.
Fahimtar Fasaha
Ci gaban yana cikin haɗin bayanai, ba gine-gine ba. Ta hanyar yin amfani da zagaye na biyu na ɓarna a saman na farko ('high-order'), ƙirar tana ganin abubuwan horarwa waɗanda ƙididdigar lalacewa suka yi kama da an adana su akai-akai, an sake girman su, da kuma manne hotunan intanet. U-Net mai nuna wariya yana fitar da taswirar gaskiyar kowane-pixel maimakon maki ɗaya, yana ba janareta cikakken cikakken gradients, yayin da daidaitawar yanayi yana tabbatar da horarwar gaba a kan mafi ƙarfi, abubuwan shigar da surutu.
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 Aiki Na Gaskiya-ESRGAN
Real-ESRGAN ta kasance tsohowar dokin aiki a cikin bututun maido da buɗaɗɗen tushe, amma ana ƙara haɗa shi tare da takamaiman masu gyara fuska kamar GFPGAN kuma tare da na'urori masu yaduwa don lokuta masu wahala. Yi tsammanin ci gaba da haɗawa cikin maidowa-firam ɗin bidiyo, aikace-aikacen hoto ta hannu, da ɗimbin ayyukan aiki na batch, da gyare-gyare ga bututun ɓarna don haka samfura su daidaita zuwa sabbin codecs na matsawa da kayan fasahar hoto na AI da aka ƙirƙira ba tare da ruɗi dalla-dalla na karya ba.
Aiwatar da Gaskiyar Duniya
Ana dawo da matattun hotuna na JPEG da aka sauke daga kafofin sada zumunta ko aikace-aikacen saƙo
Upscaling da tsaftacewa anime da zane zane tare da kwazo samfurin anime
Tsofaffin hotuna masu dawo da tsari tare da surutu, blush, da shuɗewa
Haɓaka ƙananan firam ɗin bidiyo lokacin da aka haɗa su tare da kayan aikin sarrafa firam-by-frame
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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Jagora na gaba
YOLO Gane-Tsarin Ganewa
Tambayoyin da ake yawan yi
What is Real-ESRGAN Practical Restoration?
Real-ESRGAN ta tsawaita ESRGAN don ɗaukar ɓarna, ɓarnar da ba a sani ba na hotuna na ainihi maimakon tsabtataccen blur roba. Yana da mahimmanci saboda yana ba da iko da yawa masu amfani, kayan aikin haɓaka kyauta waɗanda ke dawo da ingantattun hotuna da aka danne.
Wane babban rauni na ainihin ESRGAN Real-ESRGAN yayi magana?
Asalin ESRGAN ya horar akan sauƙaƙan samfurin bicubic kuma yayi gwagwarmaya tare da hayaniyar duniyar gaske, matsawa, da blur.
Menene samfurin 'Babban oda' na Real-ESRGAN?
Yana haɗa lalacewa ta zahiri ta hanyar amfani da zagaye da yawa na blur, amo, saukarwa, da matsawa a jere.
Wane tsarin gine-ginen wariya ke amfani da Real-ESRGAN?
Real-ESRGAN tana amfani da mai ba da wariya ta U-Net tare da daidaitawa da daidaitawa don ba da cikakkun bayanai a sarari, karko.
Wadanne kayan tarihi ne tacewa 'sinc' a cikin Real-ESRGAN?
Masu tace Sinc suna kwaikwayi sautin ringi da manyan kayan tarihi waɗanda aka saba gani a cikin ainihin ƙazantattun hotuna.
Wane kashin baya ne janareta na Real-ESRGAN ke riƙe daga ESRGAN?
Real-ESRGAN tana riƙe da ESRGAN's Residual-in-Residual Dese Block janareta kuma yana mai da hankali kan ƙira akan bayanan horo.