Amabwiriza ya AI

Gukurikirana Ibintu byinshi

Gukurikirana ibintu byinshi (MOT) bikurikira ibintu byinshi - abanyamaguru, imodoka, abakinnyi - kuruhande rwa videwo, bigaha buriwese umwirondoro uhoraho mugihe.

Incamake

Gukurikirana ibintu byinshi (MOT) bikurikira ibintu byinshi - abanyamaguru, imodoka, abakinnyi - kuruhande rwa videwo, bigaha buriwese umwirondoro uhoraho mugihe. Ninkingi yimyumvire yigenga yo gutwara, gusesengura siporo, no kugenzura umuhanda-wubwenge.

Gukurikirana ibintu byinshi ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.

Kwibira cyane

Gukurikirana ibintu byinshi ntabwo bisubiza gusa 'ibiri muri buri cyiciro' ahubwo 'ibyo gutondekanya mugice cya kabiri nikintu kimwe nko murwego rumwe.' Iparadigime yiganje ni ugukurikirana-by-gutahura: ikintu cyerekana (nka YOLO) gisanga imbago zihuza buri kintu, hanyuma umuhuzabikorwa ubahuza mugihe cyose. SORT ikomatanya Kalman muyunguruzi, iteganya aho buri kintu kizimukira, hamwe na algorithm yo muri Hongiriya kugirango isanduku ihure neza. DeepSORT yongeyeho isura yize yashizwemo kugirango ibintu bishobore kongera kumenyekana nyuma yo gufungwa. ByteTrack yateje imbere ubunyangamugayo no guhuza ibyiringiro bito aho kubijugunya. Ingorane nyamukuru ni ukwirinda, guhinduranya indangamuntu (guhinduranya indangamuntu iyo ibintu byambutse), ibintu byuzuye, nibintu byinjira cyangwa biva kumurongo.

Ubushishozi

Umukurikirana akora 'inzira' kuri buri kintu hamwe nicyitegererezo. Akayunguruzo ka Kalman kahanura buri murongo ukurikira; gutahura gushya bihujwe no guhanura kubara ikiguzi (kurenga / IoU wongeyeho isura isa) no gukemura umukoro hamwe na algorithm yo muri Hongiriya. Kugaragara kugaragara - ibintu biranga ibice biva kumurongo wongeye kumenyekana - reka sisitemu igarure indangamuntu nyayo nyuma yikintu cyihishe muri make, birinda guhinduranya indangamuntu moderi yimikorere ibabaza ahantu henshi.

Kumenya Gukurikirana Ibintu byinshi

Gukurikirana ibintu byinshi (MOT) bikurikira ibintu byinshi - abanyamaguru, imodoka, abakinnyi - kuruhande rwa videwo, bigaha buriwese umwirondoro uhoraho mugihe. Ninkingi yimyumvire yigenga yo gutwara, gusesengura siporo, no kugenzura umuhanda-wubwenge. Gukurikirana ibintu byinshi ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Multi-Object Tracking 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 Multi-Object Gukurikirana kuringaniza neza hamwe nukuri kubikorwa nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na labels 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.

Kazoza Kukurikirana Ibintu byinshi

Gukurikirana bigenda byerekeza kuri moderi ihinduranya-iherezo (nka TrackFormer na MOTR) ihuza hamwe igahuza ibintu murusobe rumwe, ikuraho intoki zoroheje zahujwe nintambwe. Tegereza imbaraga nyinshi-kamera hamwe na 3D ikurikirana ibinyabiziga byigenga hamwe nibibuga binini, wongeyeho gukurikirana ibintu uko bishakiye, bifungura-amagambo aho kuba ibyiciro byagenwe. Ibyiza birebire byongeye kumenyekana no gukomera kumurongo uremereye kandi imbaga ikomeza kuba intego zikora, bigenda bifashwa nicyitegererezo cyibanze gitanga ibintu byiza bigaragara.

Gushyira mu bikorwa Isi

Imodoka yigenga ikurikirana imodoka zikikije, abanyamagare, nabanyamaguru kugirango bahanure inzira zabo kandi birinde kugongana

Isesengura rya siporo rikurikira buri mukinnyi numupira kugirango ubare intera itwikiriye, imiterere, hamwe na statistique

Sisitemu yumuhanda wubwenge ubara kandi ugakurikira ibinyabiziga gupima urujya n'uruza, gutahura ubwinshi, nibimenyetso byigihe

Gucuruza no gusesengura umutekano ukurikirana urujya n'uruza rw'abaguzi binyuze mu iduka cyangwa abantu binyuze mu nzira nyabagendwa

Uburyo bwo Gushyira mu bikorwa

Gukurikirana ibintu byinshi mubikorwa

Ibinyabiziga byigenga bikurikirana imodoka, abatwara amagare, nabanyamaguru kugirango bahanure inzira zabo kandi birinde kugongana.

Imodoka yigenga ikurikirana amamodoka, abanyamagare, nabanyamaguru kugirango bahanure inzira zabo kandi birinde kugongana 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.

Gukurikirana ibintu byinshi mubikorwa

Isesengura rya siporo rikurikira buri mukinnyi numupira kugirango ubare intera itwikiriye, imiterere, hamwe na statistique.

Isesengura rya siporo rikurikira buri mukinnyi numupira kugirango babare intera itwikiriye, imiterere, hamwe n’imibare Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Gukurikirana ibintu byinshi mubikorwa

Sisitemu yumuhanda wubwenge ubara kandi ugakurikira ibinyabiziga gupima urujya n'uruza, gutahura ubwinshi, nibimenyetso byigihe.

Sisitemu yumuhanda wubwenge ubara kandi ugakurikira ibinyabiziga kugirango bipime urujya n'uruza, gutahura ubwinshi bwumubyigano, nibimenyetso byigihe Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.

Gukurikirana ibintu byinshi mubikorwa

Gucuruza no gusesengura umutekano ukurikirana urujya n'uruza rw'abaguzi binyuze mu iduka cyangwa abantu binyuze mu nzira nyabagendwa.

Isesengura ry’umutekano n’umutekano bikurikirana urujya n'uruza rwabaguzi binyuze mu iduka cyangwa abantu banyuze mu ihuriro ryambukiranya Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ibiciro byamakosa mugihe runaka.

Ingaruka & Kurinda

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Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.

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Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.

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Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.

Igishushanyo mbonera

1

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.

2

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.

3

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.

4

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.

Komeza Ubushakashatsi