Incamake
Byihuse-Kuri-Guhindura ishusho yakozwe muguhindura inyandiko yayo mugihe wongeye gukoresha ikarita yimbere yibitekerezo byimbere, bityo guhindura ijambo rimwe guhinduranya icyo kintu mugihe ibintu bisigaye bitagaragara. Irimo ikosora binyuze mumagambo, ntabwo ari pigiseli.
Kwihutira-Kwihutisha Kwambukiranya-Kwitonda ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Byihuse-Kuri-Byihuta (Hertz et al., 2022) nubuhanga butagira amahugurwa yo guhindura inyandiko-yoherejwe na moderi yo gukwirakwiza. Ubushishozi bwibanze ni uko amakarita yambukiranya amakarita, yerekana icyitegererezo uturere twerekana amashusho buri jambo rigomba kugira ingaruka, rigashyiraho imiterere yikibanza. Iyo wongeye kuvugurura ishusho hamwe na progaramu yahinduwe gato, uburyo bwinjiza amakarita yumwimerere ikarita yerekana ibitekerezo mumikorere mishya. Gusimbuza ijambo, vuga 'igare' na 'moto', uhinduranya icyo kintu mugihe urinze ibihimbano hamwe ninyuma. Ongeraho ijambo bitera kwitondera gusa ibimenyetso bidahindutse, bityo ikiranga gishya kigaragara nta guhindura ibintu byose. Urashobora kandi kongera uburemere bwikimenyetso kugirango ushimangire cyangwa ugabanye ingaruka zacyo. Kuberako bidasaba kuringaniza neza cyangwa masike, byahindutse kubaka urufatiro kuburyo bwinshi bwo guhindura, harimo na Data InstructPix2Pix.
Ubushishozi
Mugihe cyo kwerekana, kubara kwambukiranya kubara, kuri buri kimenyetso, ikarita yerekana aho yitabira ishusho. Byihuse-Kuri-Kopi amakarita yikarita kuva mubisekuru byumwimerere mubyahinduwe kubimenyetso bisangiwe. Kubijyanye no guhinduranya ijambo bishushanya ibitekerezo hagati yikimenyetso gihuye; kumagambo yongeyeho abika amakarita ashaje kandi areka gusa ibimenyetso bishya bikora ibitekerezo bishya; kwipimisha gusa bipima gusa ibimenyetso byerekana agaciro, gukomera cyangwa guhindura imbaraga zayo.
Kumenyereza Byihuse-Kuri-Byihuta Kwambukiranya-Kwitonda
Byihuse-Kuri-Guhindura ishusho yakozwe muguhindura inyandiko yayo mugihe wongeye gukoresha ikarita yimbere yibitekerezo byimbere, bityo guhindura ijambo rimwe guhinduranya icyo kintu mugihe ibintu bisigaye bitagaragara. Irimo ikosora binyuze mumagambo, ntabwo ari pigiseli. Kwihutira-Kwihutisha Kwambukiranya-Kwitonda ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake ubushishozi bwimbitse, fata Byihuse-Kuri-Kwihutisha Kwandika-Kwerekana nk'icyitegererezo 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 Byihuta-Kuri-Kwihuta-Kwitondera Guhindura impuzandengo yukuri 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.
Gushyira mu bikorwa Isi
Igishushanyo mbonera gihindura 'imodoka itukura kumuhanda' igahinduka 'imodoka yubururu kumuhanda' kandi igakomeza imiterere imwe.
Uwashushanyije ashimangira ijambo 'shelegi' kugirango ahindure ahantu nyaburanga buhoro buhoro.
Umwanditsi w'inkuru ahinduranya 'intare' kuri 'ingwe' mugihe cyo gukomeza kwifata kimwe ninyuma kumpapuro zinyuguti.
Umushakashatsi arayikoresha kugirango abyare mbere / nyuma yamashusho nkamakuru yo guhugura amabwiriza-akurikira umwanditsi.
Uburyo bwo Gushyira mu bikorwa
Byihuse-Kuri-Byihuta Kwambukiranya-Kwitonda mu myitozo
Igishushanyo mbonera gihindura 'imodoka itukura kumuhanda' igahinduka 'imodoka yubururu kumuhanda' kandi igakomeza imiterere imwe.
Igishushanyo mbonera gihindura 'imodoka itukura kumuhanda' igahinduka 'imodoka yubururu kumuhanda' kandi igakomeza imiterere imwe yamakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byiza byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Byihuse-Kuri-Byihuta Kwambukiranya-Kwitonda mu myitozo
Uwashushanyije ashimangira ijambo 'shelegi' kugirango ahindure ahantu nyaburanga buhoro buhoro.
Uwashushanyije ashimangira ijambo 'urubura' kugirango ahantu nyaburanga hagenda hagaragara imbeho zitandukanye mu buryo butandukanye Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Byihuse-Kuri-Byihuta Kwambukiranya-Kwitonda mu myitozo
Umwanditsi w'inkuru ahinduranya 'intare' kuri 'ingwe' mugihe cyo gukomeza kwifata kimwe ninyuma kumpapuro zinyuguti.
Umwanditsi w'inkuru ahinduranya 'intare' kuri 'ingwe' muburyo bwihuse kugirango agumane imiterere ninyuma kumpapuro zerekana imiterere Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Byihuse-Kuri-Byihuta Kwambukiranya-Kwitonda mu myitozo
Umushakashatsi arayikoresha kugirango abyare mbere / nyuma yamashusho nkamakuru yo guhugura amabwiriza-akurikira umwanditsi.
Umushakashatsi arayikoresha kugirango abyare mbere / nyuma yamashusho nkamakuru yo guhugura amabwiriza-akurikira umwanditsi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana 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.