Uhlolojikelele
Ukufakwa kombala kwesithombe kusebenzisa i-AI ukwengeza umbala ozwakalayo, ongokoqobo ezithombeni ezimnyama nokumhlophe nefilimu. Ibalulekile ngoba yenza izingobo zomlando ziphile futhi ibuyisela izithombe ezifiphele noma ezimpunga ngaphandle kokudweba okwenziwa mathupha.
Ukufakwa Kwemibala Kwezithombe kungokugeleza komsebenzi wokubona kwekhompuyutha okuhumusha noma okukhiqiza imidiya ebonakalayo ukuze ihlaziywe, isebenze, futhi isungule.
I-Deep Dive
Ukufakwa kwemibala kuyinkinga engalungile: iphikseli eyodwa empunga ingaba nemibala eminingi, njengoba ukukhanya kukodwa akuhlanganisi umbala. Amasistimu esimanje akuthatha njengokubikezela, ukufunda ezigidini zezithombe ezimibalabala eziguqulwe zaba mnyama. Inethiwekhi ye-convolutional noma i-transformer ibona kuphela isiteshi sokukhanya futhi ibikezela iziteshi zombala ezingekho, ngokuvamile esikhaleni sombala we-CIE Lab lapho u-L ebamba khona ukukhanya kanye no-a/b wokubamba umbala. Ngenxa yokuthi utshani ngokuvamile buluhlaza futhi isibhakabhaka ngokuvamile siluhlaza, imodeli ifunda izinto ezibalulekile zezibalo. Umsebenzi oyingqopha-mlando ka-Zhang et al. (2016) uyifake kuhlaka njengokuhlukanisa amabhakede ombala ukuze kugwenywe izilinganiso eziwashiwe, eziphelelwe amanzi. Ukusabalalisa okusha nezindlela ezisekelwe kusibonelo zivumela abasebenzisi ukuthi baqondise imibala ngamasu noma izithombe eziyisethenjwa ukuze zizilawule kangcono.
I-Technical Insight
Amasistimu amaningi asebenza esikhaleni Selebhu: inethiwekhi ithola kuphela isiteshi esingu-L (ukukhanya) futhi ikhipha amashaneli angu-a no-b chrominance, ahlanganiswe kabusha nokubikezela kombala kwasekuqaleni kwe-L. Ukuphatha umbala njengesigaba semigqomo emincane, kunokuba ihlehlise amanani aqondile, ivimbela imodeli ekutholeni imibala eminingi evumelekile ibe nsundu-mpunga okufiphele, okuveza imiphumela eqiniseka kakhulu.
Ukwenza Umbala Wesithombe Ungcweti
Ukufakwa kombala kwesithombe kusebenzisa i-AI ukwengeza umbala ozwakalayo, ongokoqobo ezithombeni ezimnyama nokumhlophe nefilimu. Ibalulekile ngoba yenza izingobo zomlando ziphile futhi ibuyisela izithombe ezifiphele noma ezimpunga ngaphandle kokudweba okwenziwa mathupha. Ukufakwa Kwemibala Kwezithombe kungokugeleza komsebenzi wokubona kwekhompuyutha okuhumusha noma okukhiqiza imidiya ebonakalayo ukuze ihlaziywe, isebenze, futhi isungule. Ukuze wakhe ukuqonda okujulile, phatha i-Photo Colorization njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, cacisa ukuqagela, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa ukunemba kwebhalansi ye-Image Colorization namaqiniso okusebenza njengekhwalithi yedatha, ukuhluka kokukhanya, nokuvumelana kwamalebula. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
I-Visual AI ingakwazi ukuhlola, ukutholwa, nokumaka imisebenzi esikalini. Ngesikhathi esifanayo, amalungelo ezithombe kanye nemvume kungaba ubungozi bomthetho uma ukutholakala kungacacile. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
I-Visual AI ingakwazi ukuhlola, ukutholwa, nokumaka imisebenzi esikalini.
I-Visual AI ingakwazi ukuhlola, ukutholwa, nokumaka imisebenzi esikalini. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amathimba aqanjiwe angakwazi ukulinganisa imiqondo ngokushesha ngezibuyekezo ezimbalwa ezenziwa mathupha.
Amathimba aqanjiwe angakwazi ukulinganisa imiqondo ngokushesha ngezibuyekezo ezimbalwa ezenziwa mathupha. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Imisebenzi ingasebenzisa amasiginali wesithombe nawevidiyo obekunzima ukuwenza ngaphambilini.
Imisebenzi ingasebenzisa amasiginali wesithombe nawevidiyo obekunzima ukuwenza ngaphambilini. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Ukubuyisela izinguqulo ezinemibala zomlando wenkathi yeMpi Yezwe kanye nezithombe ezigciniwe zekhulu le-19 zamamnyuziyamu namadokhumentari
Ukuletha amafilimu akudala amnyama nokumhlophe nezithombe ze-TV ukuze zifakwe umbala ukuze zikhishwe kabusha ezicatshangelwe kabusha
Izinhlelo zokusebenza zezithombe zomndeni (njenge-MyHeritage kanye ne-Google Izithombe) ezinezithombe zezithombe zokhokho ezifaka umbala ozenzakalelayo
Ukufaka umbala izikena zezokwelapha noma zesayensi ezimpunga ukuze kugqanyiswe izakhiwo nokuthuthukisa ukutolika okubonakalayo
Amaphethini Okusebenzisa
I-Colourization yesithombe ekusebenzeni
Ibuyisela izinguqulo ezinemibala zomlando wenkathi yeMpi Yomhlaba kanye nezithombe ezigciniwe zekhulu le-19 zamamnyuziyamu namadokhumentari.
Ukubuyisela izinguqulo ezinemibala zomlando wenkathi yeMpi Yezwe kanye nezithombe ezigciniwe zekhulunyaka le-19 zamamnyuziyamu namadokhumentari Amathimba ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Colourization yesithombe ekusebenzeni
Ukuletha amafilimu akudala amnyama nokumhlophe nezithombe ze-TV ukuze zifakwe umbala ukuze zikhishwe kabusha ezicatshangelwe kabusha.
Ukuletha amafilimu akudala amnyama nokumhlophe nezithombe ze-TV zibe umbala ukuze ziphinde zikhishwe kabusha Amaqembu ngokuvamile athola imiphumela engcono uma echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Colourization yesithombe ekusebenzeni
Izinhlelo zokusebenza zezithombe zomndeni (njenge-MyHeritage kanye ne-Google Izithombe) ezinezithombe zezithombe zokhokho ezifaka umbala ozenzakalelayo.
Izinhlelo zokusebenza zezithombe zomndeni (njenge-MyHeritage kanye ne-Google Izithombe) ezifaka umbala ngokuzenzekelayo izifinyezo zakudala zamadlozi Amaqembu ngokuvamile athola imiphumela engcono uma echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Colourization yesithombe ekusebenzeni
Ukufaka umbala izikena zezokwelapha noma zesayensi ezimpunga ukuze kugqanyiswe izakhiwo nokuthuthukisa ukutolika okubonakalayo.
Ukufaka imibala kwe-grayscale yezokwelapha noma zesayensi ukuze kugqanyiswe izakhiwo futhi kuthuthukiswe ukutolika okubonakalayo Amathimba ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, agcina indlela yokukhuphuka yomuntu yezimo ezibucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amalungelo ezithombe kanye nemvume kungaba ubungozi bezomthetho uma ukuvela kungacacile.
Ukusebenza kwemodeli kungahluka kukho konke ukukhanya, izibalo zabantu, kanye nezindawo.
Okuhle okungelona iqiniso kungase kungabonakali ngaphandle uma izinga lokuzethemba liqashelwa.
Ukuqalisa Umhlahlandlela
Chaza indlela yokwamukela yokunemba, ukukhumbula, nezindleko zamaphutha.
Chaza indlela yokwamukela yokunemba, ukukhumbula, nezindleko zamaphutha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Hlola ngedatha efana nezimo zangempela zokukhiqiza.
Hlola ngedatha efana nezimo zangempela zokukhiqiza. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Engeza isibuyekezo somuntu ukuze uthole ukuzethemba okuphansi noma izibikezelo zomthelela omkhulu.
Engeza isibuyekezo somuntu ukuze uthole ukuzethemba okuphansi noma izibikezelo zomthelela omkhulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landelela ukukhukhuleka kwemodeli bese uqinisekisa kabusha ngemva kwezinguquko zekhamera noma zesethi yedatha.
Landelela ukukhukhuleka kwemodeli bese uqinisekisa kabusha ngemva kwezinguquko zekhamera noma zesethi yedatha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.