Amabwiriza ya AI

Gukurikirana Ibintu byinshi

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

2 min somaIbiherutse kuvugururwa

Incamake

It's the backbone of autonomous driving perception, sports analytics, and smart-city traffic monitoring.

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 ihuza 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 karahanura 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.

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 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

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

1

Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.

2

Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.

3

Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.

4

Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.

Komeza Ubushakashatsi

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Kumenya Ibintu

Ibibazo bikunze kubazwa

What is Multi-Object Tracking?

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.

Niyihe ntego yibanze yo gukurikirana ibintu byinshi?

MOT igenera kandi ikagumana indangamuntu ihamye kuri buri kintu uko kinyuze kuri videwo, gihuza ibyagaragaye mugihe cyerekezo.

Ni ubuhe buryo 'gukurikirana-by-detection'?

Gukurikirana-by-gutahura bikora ikintu cyerekana buri kintu hanyuma ugahuza ibisanduku byavuyemo mugihe gikurikiranye.

Ni uruhe ruhare Kalman yungurura igira mubakurikirana nka SORT?

Akayunguruzo ka Kalman kerekana icyerekezo cya buri kintu kandi gihanura umwanya ukurikira, hanyuma gihuzwa nubushakashatsi bushya.

Niki DeepSORT yongeyeho hejuru ya SORT?

DeepSORT yerekanye isura igaragaramo ibice kugirango ibintu bishobore kongera kumenyekana nyuma yo guhishwa muri make, kugabanya indangamuntu.

Niki 'indangamuntu ihinduka' mugukurikirana ibintu byinshi?

Guhindura indangamuntu bibaho mugihe uwukurikirana yongeye guhindura indangamuntu hagati yibintu, mubisanzwe iyo bihuye cyangwa byambukiranya abantu benshi.