Incamake
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.
Gufungura-Amagambo y'Ibintu Kumenyekanisha ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
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.
Kumenya 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. Nibyiza kuko disiketi gakondo zifunze kurutonde rwamasomo, mugihe moderi ifunguye-imvugo ishobora kumenya hafi ikintu cyose ushobora kuvuga. Gufungura-Amagambo y'Ibintu Kumenyekanisha ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Gufungura-Vocabulary Object Detection nkicyitegererezo 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 Gufungura-Amagambo Ibintu Kumenyekanisha kuringaniza neza hamwe nibikorwa bifatika nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na label ihamye. 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
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
Uburyo bwo Gushyira mu bikorwa
Gufungura-Amagambo Ibintu Kumenya mubikorwa
Gushakisha amashusho kubintu bidasanzwe cyangwa byabigenewe wandika amazina yabo utongeye imyitozo.
Gushakisha amashusho kubintu bidasanzwe cyangwa byabigenewe wanditse amazina yabo utarongeye kwitoza Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gufungura-Amagambo Ibintu Kumenya mubikorwa
Sisitemu ya robo yerekana ikintu ukoresha izina ryururimi karemano mbere yo kugifata.
Sisitemu ya robo yerekana ikintu umukoresha amazina yururimi karemano mbere yo kuyifata Amakipe mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Gufungura-Amagambo Ibintu Kumenya mubikorwa
Auto-labels datasets mugushakisha ibyiciro byinshi bishya kurutonde rwinyandiko.
Auto-labels datasets mugushakisha ibyiciro byinshi bishya kurutonde rwinyandiko Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Gufungura-Amagambo Ibintu Kumenya mubikorwa
Kugereranya ibirimo amabendera yasobanuye ibintu bitagaragara mubirango byumwitozo.
Kugereranya ibirimo ibendera ryasobanuye ibintu bitagaragara mubirango byamahugurwa byambere Amakipe akunze kubona ibisubizo byiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.