Kurengerwa Ntarengwa
Kutarenza urugero (NMS) nintambwe yisuku ihindura ikirundo cyuzuye akajagari kerekana agasanduku kerekana agasanduku kamwe keza kuri buri kintu.
Incamake
Without it, detectors would report the same car five or ten times.
Kwibira cyane
Ibikoresho byerekana ibintu mubisanzwe byerekana udusanduku twinshi twabakandida hafi ya buri kintu gifatika, buri kimwe gifite amanota yicyizere. NMS ikuraho ubu busumbane. Umururumba wa algorithm usanzwe utondekanya udusanduku twose ku manota, ukomeza amanota menshi, hanyuma ukuraho agasanduku gasigaye gahuzagurika hamwe (gupimwa na Intersection hejuru yubumwe, IoU) karenze urugero nka 0.5. Irabisubiramo kubisanduku bikiriho kugeza ntanumwe usigaye. Igisubizo ni agasanduku kamwe gahagarariye buri kintu. NMS iroroshye, yihuta, na parameter-yumucyo, ariko ifite intege nke: urwego rwa IoU ntarengwa rushobora guhagarika nabi ikintu cyukuri kiri hafi yabantu benshi, kandi gifata guhuzagurika nkibiri. Ibihinduka nka Soft-NMS kubora amanota aho gusiba agasanduku neza kugirango ukemure iki.
Ubushishozi
Igipimo cyibanze ni IoU: agace gahuza udusanduku tubiri tugabanijwe nubusabane bwabo. Umururumba NMS ni O (n ^ 2) mubihe bibi ariko byihuse mubikorwa. Inzira ya IoU igurisha neza kandi yibuke: urwego ruto rukuraho udusanduku twinshi (guhura nibintu byabuze hafi), mugihe urwego rurerure rugumana byinshi (risque duplicates). Ubusanzwe NMS ikoreshwa mubyiciro kugirango agasanduku k'ibyiciro bitandukanye ntiguhagarike.
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 Kutarenza urugero
NMS ikomeza kuba post-processor isanzwe, ariko umurima uragenda ugukuraho. Soft-NMS, DIoU-NMS, hamwe nubumenyi bwize butezimbere uburyo bwogukora-abantu, mugihe amaherezo ya nyuma-yanyuma nka DETR akoresha ibice bibiri bihuza guhuza guhanura udusanduku twihariye, bikuraho NMS burundu. Witegereze intoki zingana kugirango utange inzira kubushakashatsi bwize cyangwa NMS butarimo NMS, cyane cyane nka disikete ya transformateur ikuze kandi nyayo-sisitemu isaba kugena, kutagira amashami nyuma yo gutunganywa.
Gushyira mu bikorwa Isi
Gusenya udusanduku twinshi twisanduku yisura imwe mumaso kuri kamera na porogaramu-yerekana amafoto
Gukora udusanduku dusukuye, duhuza imipaka kuri buri kinyabiziga hamwe nabanyamaguru mumashanyarazi yigenga
Gukoporora-gusubiramo inyandiko-akarere agasanduku mu nyandiko na plaque-OCR imiyoboro
Gusukura ibyifuzo byikirenga muri sisitemu yo kugenzura ibicuruzwa no kugenzura-kubara
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
BYOL hamwe no Kutavuguruzanya Kwigenzura
Ibibazo bikunze kubazwa
What is Non-Maximum Suppression?
Kutarenza urugero (NMS) nintambwe yisuku ihindura ikirundo cyuzuye akajagari kerekana agasanduku kerekana agasanduku kamwe keza kuri buri kintu. Bitabaye ibyo, disikete zamenyesha imodoka imwe inshuro eshanu cyangwa icumi.
Niyihe ntego nyamukuru yo Kutagabanuka cyane mugushakisha ibintu?
NMS ikuraho udusanduku twinshi twabakandida udusanduku déceter ikora, hasigara agasanduku kamwe gahagarariye buri kintu.
Nibihe bipimo NMS isanzwe ikoresha kugirango ihitemo niba udusanduku tubiri twuzuzanya cyane?
Ingero za NMS zuzuzanya na IoU: agace gahuza kagabanijwe nigice cyubumwe bwibisanduku bibiri.
Muri NMS yuzuye umururumba, ni akahe gasanduku katoranijwe mbere muri buri cyiciro?
Umururumba NMS utondekanya udusanduku kubwicyizere kandi ugakomeza amanota menshi, hanyuma ugahagarika hejuru yisanduku yo hasi.
Niyihe ntege izwi ya NMS irarikira mubice byinshi?
Kuberako isiba agasanduku kose hejuru yurwego rwa IoU, NMS irashobora gukuraho nabi gutahura kwukuri kubintu bitandukanye bibaho.
Nigute Soft-NMS itandukanye na NMS isanzwe?
Soft-NMS igabanya (kubora) ikizere cyo gufunga agasanduku aho kujugunya, kugabanya guhagarika ibinyoma ahantu huzuye abantu.