Gufungura-Amagambo Ibintu Kumenya
Gufungura-amagambo yibintu byerekana kureka icyitegererezo cyo gushakisha hamwe nagasanduku ibintu byasobanuwe ninyandiko uko bishakiye, harimo ibyiciro itigeze ibona byanditse mugihe cy'amahugurwa.
Incamake
It matters because traditional detectors are locked to a fixed list of classes, while open-vocabulary models can detect almost anything you can name.
Kwibira cyane
Ibyuma bya kera byahuguwe kumurongo ufunze ibyiciro, vuga ibyiciro 80 muri COCO, kandi ntibishobora kumenya 'ikintu' hanze yurwo rutonde. Gufungura-amagambo yamagambo arenga imipaka muguhuza uturere twerekanwe hamwe nibice bisangiwe-ururimi rwinjizwamo umwanya, mubisanzwe twigiye kumashusho manini-mwandiko (nko muri CLIP). Mugusuzuma utanga ibirango byanditse, icyitegererezo kirimo ibyo birango, kandi gihuye n'uturere twatahuwe aho ariho hose gushyiramo inyandiko byegeranye, bityo ibyiciro bishya bikora igihe cyose ushobora kubisobanura. Sisitemu nka ViLD, GLIP, OWL-ViT, Detic, na Grounding DINO yakwirakwije uburyo bwo guhuza imigongo yo gutahura hamwe no guhuza ururimi no guhugura kuri dataseti nini, zidakomeye cyangwa zifite ishingiro.
Ubushishozi
Amayeri asimbuza ibyiciro bihamye hamwe nibisobanuro byanditse. Aho kwiga uburemere bumwe kuri buri cyiciro kizwi, detector ikora buri karere mumwanya umwe na kodegisi y'ururimi; gutondekanya bihinduka kugereranya hagati yimiterere yakarere no gushiramo umukoresha watanzwe nicyiciro cyamazina cyangwa interuro. Kuberako inyandiko ya kodegisi ihuriweho namagambo atagaragara, guhinduranya mumirongo mishya ya label mugihe cyibizamini bituma habaho gutahura ibyiciro bidahari kumipaka-agasanduku k'amahugurwa.
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.
Ejo hazaza hafunguye-Amagambo Ibintu
Gufungura-amagambo-gutahura ni uguhuza hamwe no gutandukanya, aho interuro-yubusa (ntabwo ari amagambo imwe) yerekana ibintu, hamwe na sisitemu yihuse ihujwe na moderi nka SAM ya masike. Witege imbaraga zeru-zuzuye, birebire kandi byinshi byanditse kubibazo ('mug mugozi utukura inyuma ya mudasobwa igendanwa'), hamwe no gufatanya cyane hamwe nabafasha benshi bagaragaza kubisabwa. Mugihe urubuga-rwerekana amashusho-inyandiko yamahugurwa atezimbere, umurongo uri hagati yo gutahura, kugarura, no gusobanukirwa ururimi bizakomeza guhuzagurika muburyo rusange bwo kureba.
Gushyira mu bikorwa Isi
Gushakisha amashusho kubintu bidasanzwe cyangwa byabigenewe wandika amazina yabo utongeye imyitozo
Sisitemu ya robo yerekana ikintu ukoresha izina ryururimi karemano mbere yo kugifata
Auto-labels datasets mugushakisha ibyiciro byinshi bishya kurutonde rwinyandiko
Kugereranya ibirimo amabendera yasobanuye ibintu bitagaragara mubirango byumwitozo
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
Kumenya Ibintu
Ibibazo bikunze kubazwa
What is Open-Vocabulary Object Detection?
Gufungura-amagambo yibintu byerekana kureka icyitegererezo cyo gushakisha hamwe nagasanduku ibintu byasobanuwe ninyandiko uko bishakiye, harimo ibyiciro itigeze ibona byanditse mugihe cy'amahugurwa. Nibyiza kuko disiketi gakondo zifunze kurutonde rwamasomo, mugihe moderi ifunguye-imvugo ishobora kumenya hafi ikintu cyose ushobora kuvuga.
Ni ubuhe busobanuro busobanura bwo gufungura-amagambo-gutahura ibintu?
Gufungura-amagambo-gutahura birashobora gutandukanya ibyiciro byerekanwe ninyandiko mugihe cyibizamini, niyo itigeze ibona yanditseho agasanduku.
Nigute izo moderi zitandukanya akarere kagaragaye?
Bategura uturere mubyerekezo-ururimi rwinjizwamo umwanya kandi bigahuza buri karere kumurongo wanditse hafi.
Ni ubuhe buryo bwo kwitegura bushobora gufasha gufungura amagambo?
Ishusho nini-yamakuru-yamakuru (nkuko ikoreshwa na moderi ya CLIP-yuburyo) yubaka umwanya uhuriweho wo gushyiramo inyandiko ituma inyandiko rusange mubyiciro bishya.
Nibihe bice byasimbuwe ugereranije na disiketi ifunze?
Aho kugirango urwego rwibanze ruremereye, ibyiciro bikoresha ibintu bisa nibyanditswe, bityo imirongo mishya ya label irashobora kongerwaho mugihe cyibizamini.
Ninde muribi murugero rufungura-amagambo cyangwa icyitegererezo cyo gutahura?
Gufata DINO, hamwe na GLIP, OWL-ViT, ViLD, na Detic, bizwi cyane gufungura-amagambo cyangwa gushakisha ibintu.