Kumenyekanisha ibikorwa
Kumenyekanisha ibikorwa nigikorwa cyo kwigisha mudasobwa kumenya icyo abantu cyangwa ibintu bakora * muri videwo - kwiruka, kuzunguruka, kugwa, gufungura umuryango - ntabwo bigaragara gusa mumurongo umwe.
Incamake
It matters because understanding motion over time unlocks applications from sports analytics to elderly fall detection.
Kwibira cyane
Kumenyekanisha ibikorwa birenze ishusho ihagaze muburyo bwo gutekereza kuburyo pigiseli ihinduka mugihe. Ikadiri imwe irashobora kwerekana umuntu hagati yumuyaga; gusa urukurikirane rugaragaza niba barimo gusimbuka, kugwa, cyangwa kwibira. Sisitemu yo hambere yakozwe nintoki zerekana ibintu nka optique itemba ninzira nyabagendwa. Uburyo bugezweho bukoresha imiyoboro yimbitse: ibice bibiri byububiko byuburyo bugaragara (amakadiri ya RGB) no kugenda (optique ya optique) ukwayo; Imiyoboro ya 3D yemeza (nka C3D na I3D) kunyerera muyunguruzi binyuze mu mwanya * na * igihe; na videwo ihindura amashusho (TimeSformer, VideoMAE) shyira mubikorwa kurwego rwa spatio-by'agateganyo. Ibipimo ngenderwaho bisanzwe birimo Kinetics (ibyiciro 700 byibikorwa byabantu kuva kuri YouTube), UCF101, na Ikintu-Ikintu, gihatira abanyamideli gusobanukirwa icyerekezo cyigihe gito aho kuba gusa ibibera.
Ubushishozi
Ikibazo nyamukuru nukwerekana urugero rwigihe gito. Iyemezwa rya 3D ryagura ubusanzwe 2D muyunguruzi hamwe nuburebure bwimbitse buzengurutse amakadiri menshi, bityo ikiga uburyo bwo kugenda. Amayeri ya I3D 'yongerera' uburemere kuva 2D ishusho y'urusobekerane rwerekanwe kuri ImageNet muri 3D mu kuyigana igihe cyose, itanga intangiriro ikomeye. Uburyo bubiri-butandukanye aho kugaburira optique yatembye mumashami atandukanye, kodegisi yerekana neza hanyuma ikayihuza nibiranga isura.
Ingaruka z'Ingamba
Umuvuduko n'igipimo
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.
Build choices
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.
Itsinda hamwe nakazi
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.
Kazoza Kumenyekanisha Ibikorwa
Umwanya urimo uhinduranya guhindura amashusho neza no kwiyobora wenyine (kwerekana amashusho yerekana amashusho) bigira kumashusho atanditse, kugabanya gushingira kumatangazo ahenze. Tegereza kwishyira hamwe hamwe nururimi rwimvugo nyinshi kuburyo sisitemu idashobora kuranga ibikorwa gusa ahubwo isobanura nimpamvu yabyo mururimi karemano. Igihe nyacyo, kumenyekanisha ibikoresho kubikoresho bishobora kwambara, robotike, na kamera zifite ubwenge nimbibi nini, hamwe no kumenyekana neza gutandukanya itandukaniro ryoroshye, hafi-imwe.
Gushyira mu bikorwa Isi
Sisitemu yo gutahura kugwa mumazu yita ku bageze mu za bukuru iburira abakozi iyo umuturage aguye, gutandukanya kugwa no kwicara cyangwa kuryama
Imikino isesengura siporo ihita itanga serivisi, gukemura, no kurasa mumashusho yimikino yo gutoza no gutangaza ibintu byingenzi
Gukurikirana no kugenzura umutekano byerekana imyitwarire idasanzwe nko kurwana, gusebanya, cyangwa umuntu uzamuka uruzitiro
Ibimenyetso bigenzurwa nibimenyetso hamwe na porogaramu zo kwinezeza zibara rep no kugenzura imiterere y'imyitozo imenya imigendekere yumubiri 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.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Kumenyekana mu maso
Ibibazo bikunze kubazwa
What is Action Recognition?
Kumenyekanisha ibikorwa nigikorwa cyo kwigisha mudasobwa kumenya icyo abantu cyangwa ibintu bakora * muri videwo - kwiruka, kuzunguruka, kugwa, gufungura umuryango - ntabwo bigaragara gusa mumurongo umwe. Nibyingenzi kuko gusobanukirwa icyerekezo mugihe gifungura porogaramu kuva analyse ya siporo kugeza abageze mu zabukuru.
Niki gitandukanya muburyo bwo kumenyekanisha ibikorwa nibisanzwe byerekana amashusho?
Ibikorwa byo kumenyekanisha ibikorwa bigenda bikurikirana kumurongo, kuva ishusho imwe ikiri nto ntishobora kwerekana niba umuntu asimbuka, agwa, cyangwa yibira.
Mumurongo wambere wibikorwa bibiri-byerekana ibikorwa, ni ubuhe buryo bwa kabiri butunganya?
Imyubakire-ibiri yububiko ikoresha ishami rimwe kugirango igaragare (amakadiri ya RGB) nishami rya kabiri rya optique itemba, ikubiyemo neza urujya n'uruza.
Niki cyemeza 3D cyongeweho ugereranije nibisanzwe 2D?
Iyemezwa rya 3D ryagura akayunguruzo hamwe nubujyakuzimu / igihe, kureka biga uburyo bwimikorere muburyo butandukanye.
Ni ubuhe buryo 'inflation' bukoreshwa na moderi ya I3D?
I3D 'ifata' uburemere bwerekanwe ku mashusho 2D (nka ImageNet) muri 3D mu kuyandukura ku murongo w'agateganyo, itanga intangiriro ikomeye.
Ni ukubera iki Ikintu-Ikintu Dataset izwiho kumenyekanisha ibikorwa?
Ikintu-Ikintu cyateguwe kuburyo ibikorwa biterwa na gahunda nigihe gito, bikabuza moderi gushuka ukoresheje inyuma cyangwa ibintu bigaragara wenyine.