Incamake
Pix2Pix ni GAN isabwa kwiga guhindura ubwoko bumwe bwishusho mubindi, nko guhindura igishushanyo kumafoto cyangwa ikarita muburyo bwa satelite. Yashyizeho uburyo rusange bwo guhuza amashusho-ku-mashusho imirimo yo guhindura.
Pix2Pix Ishusho-Kuri-Ishusho Guhindura ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Yatangijwe na Isola na bagenzi be muri 2017, Pix2Pix ifata ibisobanuro nkibisekuruza bisabwa: ishusho yinjiza ubwayo niyo miterere. Imashini itanga ni U-Net, encoder-decoder hamwe na skip ihuza itwara urwego ruto ruto nkimpande ziva mubisubizo byinjira. Ivangura ni PatchGAN isuzuma realism mubice bito byaho aho kuba ishusho yose, ityaza imiterere. Amahugurwa ahuza igihombo cyo guhangana na L1 (itandukaniro rya pigiseli) bityo ibisubizo bigumaho kandi bifatika kubizerwa. Gufata ni uko Pix2Pix ikenera amakuru yimyitozo ihuriweho, bivuze guhuza ibyinjijwe-bisohoka ingero, byahumekeye gukurikiranwa nka CycleGAN bigira kubyegeranyo bidakorewe.
Ubushishozi
U-Net gusimbuka guhuza ni ngombwa: mubikorwa byinshi byubuhinduzi ibyinjijwe nibisohoka muburyo bwo kugabana (impande, imiterere), bityo rero kunyuza ibintu bihanitse cyane biranga neza birinda guhatira ibisobanuro byose binyuze mumutwe muto. Ijambo L1 rifata ubugororangingo buke (imiterere muri rusange hamwe nibara) mugihe ivangura rya PatchGAN rikemura ibintu bifatika (realisme crisp). Gutandukanya inshingano muri ubu buryo niyo mpamvu ibisubizo bya Pix2Pix bisa neza kandi bikarishye kuruta guhubuka.
Kumenya Pix2Pix Ishusho-Kuri-Guhindura
Pix2Pix ni GAN isabwa kwiga guhindura ubwoko bumwe bwishusho mubindi, nko guhindura igishushanyo kumafoto cyangwa ikarita muburyo bwa satelite. Yashyizeho uburyo rusange bwo guhuza amashusho-ku-mashusho imirimo yo guhindura. Pix2Pix Ishusho-Kuri-Ishusho Ubusobanuro ni ubwa mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Pix2Pix Ishusho-Kuri-Ishusho Guhindura 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 Pix2Pix Ishusho-Kuri-Ishusho Ubusobanuro bwuzuye buringaniye hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na labels 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.
Gushyira mu bikorwa Isi
Guhindura ibishushanyo bishushanyijeho intoki mubintu bifotora nkibikapu cyangwa inkweto
Guhindura ikarita yerekana ikarita yerekana ikarita nyayo yo gushushanya no kwigana
Guhindura amabara yumukara-na-byera byikora
Guhindura ikarita yikirere mumashusho ya satelite ninyuma
Uburyo bwo Gushyira mu bikorwa
Pix2Pix Ishusho-Kuri-Ishusho Guhindura mubikorwa
Guhindura ibishushanyo bishushanyijeho intoki mubintu bifotora nkibikapu cyangwa inkweto.
Guhindura ibishushanyo bishushanyijeho intoki mubintu bifotora nkibikapu cyangwa inkweto Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Pix2Pix Ishusho-Kuri-Ishusho Guhindura mubikorwa
Guhindura ikarita yerekana ikarita yerekana ikarita nyayo yo gushushanya no kwigana.
Guhindura ikarita yerekana ikarita yerekana amashusho nyayo yo gushushanya no kwigana Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Pix2Pix Ishusho-Kuri-Ishusho Guhindura mubikorwa
Guhindura amabara yumukara-na-byera byikora.
Guhindura amabara yumukara-n-umweru mu buryo bwikora Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Pix2Pix Ishusho-Kuri-Ishusho Guhindura mubikorwa
Guhindura ikarita yikirere mumashusho ya satelite ninyuma.
Guhindura ikarita yikirere mu mashusho ya satelite ninyuma Amakipe akunze kubona umusaruro mwiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
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.
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.
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.
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.
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.