Suppression bu amul maximum
Non-Maximum Suppression (NMS) mooy jéego setal biy soppi xeetu boîte detektër yu jaxasoo ci benn boyet bu rafet ci mbir mu nekk.
Résumé
Without it, detectors would report the same car five or ten times.
Plongeur bu xóot
Detektëru mbir yi dañuy faral di seetlu boyet yu bari yu wër mbir bu nekk, bu nekk ak poñ wóolu boppam. NMS dafay dagg redondance bii. Algorithm bu yàgg bi dafay tànn bépp boîte ci poñ yi, ba noppi dindi boîte bi gëna am poñ, ba noppi dindi bépp boîte bu ci des bu ko jaxasoo (ñu natt ko ci Intersection over Union, IoU) bu weesu benn threshold bu melni 0.5. Dafay baamtu lii ci ëmb yi des ba kenn du des. Lépp soo ko boolee mu am benn boyet buy wane mbir mu nekk. NMS yombal, gaaw, te parametre-light, waaye amna ay ñakk kattan: benn threshold IoU fixe mën na njuumte ci dindi ab mbir bu jege dëgg ci seen yu fees, te dafay jàppee overlap ni binaire. Variante yu melni Soft-NMS dañuy yàq poñ yi ci barabu efaase boyet yi ndànk ngir saafara jafe-jafe yii.
Gis-gis xarala
Natt bu mag bi mooy IoU: yaatuwaayu daje ñaari boyet xaaj ko yaatuwaayu seen booloo. Greedy NMS mooy O (n ^ 2) ci anam wu gëna bon waaye gaaw ci jëf. IoU threshold bi dafay jaay njub ak fàttaliku: threshold bu woyof dafay dindi yeneen boyet (risk mbir yu jege yu ñàkk), waaye threshold bu kawe dafay denc lu gëna bari (risk ñaari yoon). NMS dañu koy faral di jëfandikoo ci klaas bu nekk suko defee boyet yu wuute yi baña dindi seen biir.
njeextalu pexe
Gaawaay ak yaatuwaay
Visual IA mën na otomatise saytu, gis ak etiketu liggéey ci eskaal.
Tabax tànneef
Ekipu kreatif yi mën nañu defar konsept yu gëna gaaw te duñu def lu bari ci loxo.
Ekip ak def liggéey
Liggéeyukaay yi mën nañu jëfandikoo siñaal nataal wala wideo yu jafewoon lool ci liggéey.
Ëlëgu Suppression bu amul Maximum
NMS mingi wéy di nekk post-processeur biñ jagleel, waaye barab bi mingi dem ci dindi ko. Soft-NMS, DIoU-NMS, ak xeetu jàngat yi dañuy gëna yombal jëfandikoo seen yu bari, ci noonu la detektër yu melni DETR di jëfandikoo matching bipartite bu lalu ci set ngir seetlu boîtes yu wuute yi ci saasi, di dindi NMS lëmm. Xaarandil threshold yuñ defaree loxo ngir jox palaas jëmmal jëmmal wala jëmmal NMS, rawatina bi detektër transformatër màgget ak sistem real-time laaj deterministik, branch-free post-processing.
Doxal ci àdduna dëgg
Dajale ay fukki-fukki ëmbu kanam yuy jaxasoo ci benn kanam bu nekk ci biir kamera ak aplikaasioŋu etiketu nataal
Defar ay boîte yu sell, yu yam ci oto bu nekk ak doxkat bu nekk ci detektër yuy dawal seen bopp
De-duplicate boîte de région de texte de déplacement dans le dokiment ak plaque de licence OCR pipelines
Raxas proposition objet yu bari ci sistemu saytu etaser detaay ak lim invànteer
Risk yi ak balustrade yi
Yelleefi nataal ak nangu mën na nekk risku yoon sudee fi ñu bawoo leerul.
Performance model bi mën na wuute ci leeraay bi, demographie bi ak environmaa bi.
Njuumteg positive yi mën nañu dem te kenn duko seetlu fileek xool wuñu buntu wóolu sa bopp.
Roadmap ngir samp gi
Mandargal kritërium nangug njub, woowaat ak njëgu njuumte.
Saytu ak done yu méngoo ak anam yi ñuy liggéeyee dëgg.
Yokk jàngat nit ngir xam fu wóorul dara wala am njeexital yu rëy.
Toppal model drift bi nga baaxal ko ginaaw bi kamera bi wala done yi soppeekoo.
Weyal di banneexu
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Gis bi ci topp
BYOL ak saytu sa bopp bu amul wuute
Laaj yi ñuy faral di laaj
What is Non-Maximum Suppression?
Non-Maximum Suppression (NMS) mooy jéego setal biy soppi xeetu boîte detektër yu jaxasoo ci benn boyet bu rafet ci mbir mu nekk. Su ko amul, detektër yi dina ñu yëgle benn oto bi juróom wala fukki yoon.
Lan mooy jubluwaay bi gëna mag ci Suppression Non-Maximum ci gis-gis mbir?
NMS dafay dindi boyet yu bari yuy jaxasoo yi detektër bi di defar, bàyyi benn boyet buy wane mbir mu nekk.
Ban metric la NMS standard di jëfandikoo ngir xam ndax ñaari boyet dañuy jaxasoo lool?
Natt NMS dafay jaxasoo ak IoU: barabu daje xaaj ak barabu mbootaay ñaari boyet yi.
Ci NMS bu bëgg lu bari, ban boyet lañuy njëkka tànn ci rond bu nekk?
Greedy NMS dafay tànnal boîte yi ci wóolu boppam, ba noppi tëye bi gëna am poñ, ba noppi dindi boîte yi gëna néew poñ.
Lan mooy ñakk kattan guñu xamee ci NMS bu bëgg lu bari ci seen yu fees?
Ndax dafay efaase bépp boîte bu nekk ci kaw threshold IoU, NMS mën na dindi ci njuumte gis-gis bu dëggu bu beneen mbir bu xew buy jaxasoo.
Lan moo wuutale Soft-NMS ak NMS buñ miin?
Soft-NMS dafay wàññi (decays) wóolu boyet yiy jaxasoo moo gën ñu leen sànni, wàññi njuumte suppression ci seen yu fees.