Incamake
CycleGAN yiga guhindura amashusho hagati yuburyo bubiri bugaragara (nkamafarasi kuri zebra, cyangwa amafoto kumashusho) atarinze gukenera guhuza mbere na nyuma yintangarugero. Nibyingenzi kuko gukusanya amakuru yamahugurwa byombi ntibishoboka, kandi CycleGAN ifungura uburyo bwo kwimura uburyo bwimibare yukuri-yisi.
CycleGAN Ubuhinduzi budakorewe ni ubwa mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
CycleGAN yatangijwe muri 2017 na Zhu, Parike, Isola, na Efros, CycleGAN ikemura ibisobanuro bidafite ishusho yo guhindura amashusho. Uburyo bwinshi bwambere (nka pix2pix) bwari bukeneye ibice bibiri: ibishusho bimwe nifoto kandi nkigishushanyo. CycleGAN ikuraho icyo gisabwa ikoresheje generator ebyiri (G ihindura domaine A kuri B, F ihindura B isubira kuri A) hamwe nabavangura babiri bacira imanza realism muri buri domeni. Iterambere ni igihombo-gihoraho: niba uhinduye ifoto yifarashi kuri zebra ukayihindura inyuma, ugomba kugarura ifarashi yumwimerere. Iyi mbogamizi ihagarika generator guhimba ibisubizo uko bishakiye hamwe nimbaraga zingirakamaro, zibika ibishushanyo mbonera. Birazwi cyane guhindura ahantu nyaburanga mu mpeshyi, gushushanya Monet kumafoto, na pome mo amacunga, byose byigishijwe mubirundo bibiri bidafitanye isano.
Ubushishozi
CycleGAN ikomatanya igihombo cyo guhangana nigihombo-gihoraho. Buri generator ihura nivangura rya PatchGAN rishyira muburyo bwuzuye amashusho nkibintu cyangwa impimbano aho gucira ishusho yose. Igihombo cyizengurutsa F (G (x)) hafi x na G (F (y)) hafi y ukoresheje igihano cyo kwiyubaka L1. Gutakaza indangamuntu idahwitse ibika ibara mugihe ishusho yamaze kuba murwego rwagenewe. Amashanyarazi yombi yitoza icyarimwe, yiga ibishushanyo mbonera bikomeza imiterere.
Kumenya CycleGAN Ubuhinduzi budakorewe
CycleGAN yiga guhindura amashusho hagati yuburyo bubiri bugaragara (nkamafarasi kuri zebra, cyangwa amafoto kumashusho) atarinze gukenera guhuza mbere na nyuma yintangarugero. Nibyingenzi kuko gukusanya amakuru yamahugurwa byombi ntibishoboka, kandi CycleGAN ifungura uburyo bwo kwimura uburyo bwimibare yukuri-yisi. CycleGAN Ubuhinduzi budakorewe ni ubwa mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata CycleGAN Ubuhinduzi budasubirwaho nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha CycleGAN adafite impinduramatwara yubusobanuro bwuzuye hamwe nukuri kubikorwa nkubwiza bwamakuru, itandukaniro ryumucyo, 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.
Gushyira mu bikorwa Isi
Guhindura amafoto muburyo bwo gushushanya bwa Monet, Van Gogh, cyangwa Cezanne nta ngero zifatika zo gushushanya
Guhindura amafoto yimiterere yimpeshyi mubice byimbeho (nibindi) kugirango habeho firime numukino
Guhindura scan ya MRI kumashusho asa na CT mubushakashatsi bwubuvuzi aho scan yabarwayi ihari itaboneka
Guhuza ibinyabiziga bigendanwa-bigereranya amashusho kugirango ugaragaze amafoto yo gutoza ibinyabiziga byigenga
Uburyo bwo Gushyira mu bikorwa
CycleGAN Ubuhinduzi budakorewe mubikorwa
Guhindura amafoto muburyo bwo gushushanya bwa Monet, Van Gogh, cyangwa Cezanne nta ngero zifatika zo gushushanya.
Guhindura amafoto muburyo bwo gushushanya bwa Monet, Van Gogh, cyangwa Cezanne udafite ingero zifatika zo gushushanya amafoto Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
CycleGAN Ubuhinduzi budakorewe mubikorwa
Guhindura amafoto yimiterere yimpeshyi mubice byimbeho (nibindi) kugirango habeho firime numukino.
Guhindura amafoto yimiterere yimpeshyi mubice byimbeho (naho ubundi) mugukora firime numukino wumukino Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
CycleGAN Ubuhinduzi budakorewe mubikorwa
Guhindura scan ya MRI kumashusho asa na CT mubushakashatsi bwubuvuzi aho scan yabarwayi ihari itaboneka.
Guhindura ibizamini bya MRI kumashusho asa na CT mubushakashatsi bwubuvuzi aho isuzumabumenyi ry’abarwayi ritaboneka Amakipe akunze kubona umusaruro mwiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
CycleGAN Ubuhinduzi budakorewe mubikorwa
Guhuza ibinyabiziga bigendanwa-bigereranya amashusho kugirango ugaragaze amafoto yo gutoza ibinyabiziga byigenga.
Guhuza ibinyabiziga bigendanwa-bigereranya amashusho kugirango ugaragaze amafoto yo gutoza ibinyabiziga byigenga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana 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
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.