Incamake
Intera ya Fréchet Intera (FID) ni igipimo gisanzwe cyo gusuzuma uburyo bufatika kandi butandukanye bwerekana amashusho yakozwe. Iragereranya imibare yamashusho nyayo kandi yakozwe mumwanya wimbitse - amanota yo hasi bivuze ko impimbano isa hafi yikintu gifatika.
Intera ya Fréchet Intera ni iyerekanwa rya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
FID, yatangijwe na Heusel n'abandi. muri 2017, yakosoye inenge yingenzi mumanota yatangijwe: ntabwo yigeze igereranya amashusho yakozwe namakuru nyayo. FID igaburira amashusho nyayo kandi yakozwe binyuze mumurongo wateguwe wa Inception-v3 kandi igasoma ibice 2048-byerekana imiterere ya vector kuva murwego rwimbitse kuri buri shusho. Hanyuma irerekana buri cyiciro cyibiranga nka Gaussian itandukanye, ikabivuga muri make hamwe na materique ya covariance. Intera iri hagati yabanya Gaussiya ibarwa hamwe nintera ya Fréchet (nanone yitwa intera ya 2-Wasserstein). FID yo hepfo isobanura ibyagabanijwe kubyara bivuze kandi ikwirakwiza bihuye neza namashusho nyayo, ifata ubudahemuka (birasa nkukuri?) Nubudasa (bikubiyemo amakuru atandukanye?).
Ubushishozi
Inzira ya FID ni itandukaniro rya kwaduka ya bibiri bisobanura ibice byongeweho hamwe na (igiteranyo cya covariances ukuyemo kabiri matrix kare kare yibicuruzwa byabo). Kuberako ikoresha covariance yuzuye, FID ihana ibisubizo bidasobanutse, ibisubizo bidashoboka hamwe nuburyo bwo gusenyuka aho icyitegererezo gitanga ibintu bike cyane. Nibyoroshye kubunini bw'icyitegererezo - amashusho make cyane kubogama kugereranya hejuru - kubwibyo abimenyereza mubisanzwe babara amashusho ibihumbi icumi, akenshi 50.000.
Kumenya Intangiriro ya Fréchet
Intera ya Fréchet Intera (FID) ni igipimo gisanzwe cyo gusuzuma uburyo bufatika kandi butandukanye bwerekana amashusho yakozwe. Iragereranya imibare yamashusho nyayo kandi yakozwe mumwanya wimbitse - amanota yo hasi bivuze ko impimbano isa hafi yikintu gifatika. Intera ya Fréchet Intera ni iyerekanwa rya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Intera ya Fréchet 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 Fréchet Inception Intera iringaniza neza 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
Ibipimo bya GAN nka StyleGAN, aho amakipe atangaza FID kuri datasets nka FFHQ kugirango agereranye ubuziranenge bwibisekuruza.
Gukurikirana imyitozo yiterambere rya moderi yo gukwirakwiza kubara FID kuri bariyeri kugirango urebe igihe ubwiza bwibishusho buhagaze neza.
Ugereranije guhatanira inyandiko-ku-shusho yerekana kuri dataset ya COCO, aho FID yo hepfo ivugwa nkibimenyetso byerekana umusaruro ushimishije.
Gutahura uburyo bwo gusenyuka muri generator, kuva igihe covariance ya FID izamuka mugihe icyitegererezo gitanga amashusho make cyane.
Uburyo bwo Gushyira mu bikorwa
Intera ya Fréchet Intera mubikorwa
Ibipimo bya GAN nka StyleGAN, aho amakipe atangaza FID kuri datasets nka FFHQ kugirango agereranye ubuziranenge bwibisekuruza.
Ibipimo ngenderwaho nka GAN nka StyleGAN, aho amakipe atangaza FID kuri datasets nka FFHQ kugirango agereranye amasoko meza yisekuru yamakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Intera ya Fréchet Intera mubikorwa
Gukurikirana imyitozo yiterambere rya moderi yo gukwirakwiza kubara FID kuri bariyeri kugirango urebe igihe ubwiza bwibishusho buhagaze neza.
Gukurikirana iterambere ryamahugurwa yikigereranyo cyo kubara FID kuri bariyeri kugirango urebe igihe ubwiza bwamashusho buhagaritse kunoza Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Intera ya Fréchet Intera mubikorwa
Ugereranije guhatanira inyandiko-ku-shusho yerekana kuri dataset ya COCO, aho FID yo hepfo ivugwa nkibimenyetso byerekana umusaruro ushimishije.
Ugereranije inyandiko-yerekana ishusho yerekana urugero kuri dataset ya COCO, aho FID yo hepfo ivugwa nkibimenyetso byerekana umusaruro ushimishije Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Intera ya Fréchet Intera mubikorwa
Gutahura uburyo bwo gusenyuka muri generator, kuva igihe covariance ya FID izamuka mugihe icyitegererezo gitanga amashusho make cyane.
Gutahura uburyo bwo gusenyuka muri generator, kubera ko igihe covariance ya FID kizamuka mugihe icyitegererezo gitanga amashusho atandukanye cyane Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe 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.