Incamake
Ibisubizo Byibisubizo Byibisubizo (VQA) bireka sisitemu isubiza ibibazo byubusa-imvugo-karemano yerekeye ishusho, nka 'Abantu bangahe bambaye ingofero?' Bisaba guhuriza hamwe gusobanukirwa hamwe nikibazo kugirango utange igisubizo nyacyo.
Ikibazo Cyibisubizo Igisubizo ni icya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa kubisesengura, ibikorwa, no guhanga.
Kwibira cyane
Ikibazo Cyibisubizo Igisubizo gihuza icyerekezo cya mudasobwa hamwe no gutunganya ururimi karemano: uhabwa ishusho nikibazo, icyitegererezo gisubiza igisubizo, gishobora kuba ijambo rimwe, interuro ngufi, cyangwa yego / oya igisubizo. Igikorwa cyamamajwe na dataset ya VQA (Antol et al., 2015) hamwe na verisiyo yayo ya VQA v2.0 yatunganijwe, ihuza ibisubizo kubisubizo byerekana intege nke zo gukeka uhereye kumyandiko yonyine. Sisitemu ishushanya ishusho nibibazo, funga ibyerekanwe byombi, hanyuma uhanure igisubizo, mumateka ukurikije ibyiciro bisubizwa neza. Uyu munsi, icyerekezo kinini-cyerekezo cyururimi nka GPT-4V, LLaVA, na PaLI gikora VQA ifunguye, itekereza kubintu, ibiranga, kubara, imibanire yumwanya, ndetse ninyandiko yanditse mumashusho.
Ubushishozi
Moderi isanzwe ya VQA ikubiyemo ishusho (CNN cyangwa iyerekwa rihindura) hamwe nikibazo (transformateur text encoder), hanyuma ikabihuza, akenshi hamwe no guhuza ibitekerezo kuburyo amagambo yibibazo yitabira uturere twamashusho. Vector yahujwe igaburira urutonde hejuru y'ibisubizo bisanzwe cyangwa decoder y'ururimi kubisubizo byafunguye. Umutego uzwi ni ururimi rubogamye: moderi irashobora gukoresha imibare yo gusubiza no kwirengagiza ishusho, iringaniza imibare nka VQA v2.0.
Kumenya Ikibazo Cyibisubizo Igisubizo
Ibisubizo Byibisubizo Byibisubizo (VQA) bireka sisitemu isubiza ibibazo byubusa-imvugo-karemano yerekeye ishusho, nka 'Abantu bangahe bambaye ingofero?' Bisaba guhuriza hamwe gusobanukirwa hamwe nikibazo kugirango utange igisubizo nyacyo. Ikibazo Cyibisubizo Igisubizo ni icya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa kubisesengura, ibikorwa, no guhanga. Kugira ngo wubake byimbitse, fata Ikibazo Cyibisubizo Igisubizo nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amatsinda akomeye akoresha Ikibazo Cyibisubizo Gusubiza uburinganire bwukuri 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
Kureka abakoresha impumyi bagafotora ibicuruzwa bakabaza bati 'Ni ubuhe buryohe?' cyangwa 'Itariki izarangiriraho ni irihe?'
Gusubiza ibibazo bijyanye nimbonerahamwe, ifishi, hamwe ninyandiko zisikana (inyandiko VQA) mubikorwa byubucuruzi
Guha imbaraga abafasha gucuruza no kuri e-ubucuruzi basubiza ngo 'Iyi koti ifite ingofero?' kuva ku ifoto y'ibicuruzwa
Gushyigikira isuzuma ryubuvuzi cyangwa siyanse usubiza ibibazo bigenewe ibijyanye na scan cyangwa microscopi
Uburyo bwo Gushyira mu bikorwa
Ikibazo Cyibisubizo Igisubizo mubikorwa
Kureka abakoresha impumyi bagafotora ibicuruzwa bakabaza bati 'Ni ubuhe buryohe?' cyangwa 'Itariki izarangiriraho ni irihe?'.
Kureka abakoresha impumyi bagafotora ibicuruzwa bakabaza bati 'Ni ubuhe buryohe?' cyangwa 'Itariki izarangiriraho ni irihe?' Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ikibazo Cyibisubizo Igisubizo mubikorwa
Gusubiza ibibazo bijyanye nimbonerahamwe, ifishi, hamwe ninyandiko zisikana (inyandiko VQA) mubikorwa byubucuruzi.
Gusubiza ibibazo bijyanye nimbonerahamwe, ifishi, hamwe ninyandiko zasuzumwe (inyandiko VQA) mubikorwa byubucuruzi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ikibazo Cyibisubizo Igisubizo mubikorwa
Guha imbaraga abafasha gucuruza no kuri e-ubucuruzi basubiza ngo 'Iyi koti ifite ingofero?' kuva ku ifoto y'ibicuruzwa.
Guha imbaraga abafasha gucuruza no kuri e-ubucuruzi basubiza ngo 'Iyi koti ifite ingofero?' uhereye ku ifoto y'ibicuruzwa Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ikibazo Cyibisubizo Igisubizo mubikorwa
Gushyigikira isuzuma ryubuvuzi cyangwa siyanse usubiza ibibazo bigenewe ibijyanye na scan cyangwa microscopi.
Gushyigikira isuzuma ryubuvuzi cyangwa siyanse usubiza ibibazo byerekeranye na scan cyangwa amashusho ya microscopi Amakipe akunze kubona umusaruro mwiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana 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.