GUIDE IA visuel

Topp mbir yu bari

Topp mbir yu bari (MOT) dafay topp mbir yu bari - doxkat yi, oto yi, joueur yi - ci biir kadre yi ci wideo bi, di jox ku nekk dàntite bu méngoo ci diir bi.

2 simili jàngDañu mujjee yeesal

Résumé

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

Plongeur bu xóot

Topp mbir yu bari tontuwul rek 'li nekk ci kaadar bu nekk' waaye 'ban gis-gis ci ñaareelu kaadar bi mooy benn mbir bi ci benn kaadar bi.' Paradigm bi gëna am solo mooy topp-ci-gis: ab detektëru mbir (lu melni YOLO) dafay gis ay boyet yuy tënk kaadar bu nekk, ginaaw ga ab toppukaay lëkkale leen ci diir bi ci ay trajectoire. SORT dafay boole filtre Kalman, biy wax fi mbir mu nekk di toxu, ak algorithm bu waa Hongrie ngir méngale boyet yi ci anam wu gëna baax. DeepSORT dafay yokk melokaan buñ jàng ngir ñu mëna xàmmee mbir yi ginaaw occlusion. ByteTrack dafa gëna baaxal njubte gi ndax dafa boole gis-gis yu wóorul dara ci barabu sànni leen. Jafe-jafe yi gëna mag ñooy occlusion, commutateur identité (weccoo ID su mbir yi jaxasoo), seen yu fees, ak mbir yiy dugg wala génn ci kaadar bi.

Gis-gis xarala

Toppkat bi dafay tëye 'topp' ngir mbir mu nekk ak modelu yëngu. Filtre Kalman dafay wax fi track bu nekk wara wara nekk; gis-gis yu bees dañu leen méngale ak li ñu séentu ci xayma njëg (overlap/IoU boole ci nuru melokaan) ak saafara liggéey bi ak algorithm hongrois. Embeddings melokaan - vecteur yu compact yu bawoo ci reso buy ràññeewaat - may sistem bi mu am dàntite bu dëggu bi ginaaw bi ñu nëbbee ab mbir ci diir bu gàtt, di tere ID yi ñuy soppi model mouvement yu sell yi di dundu ci seen yu fees.

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 topp mbir yu bari

Topp mingi dem ci xeetu transformatër yu mujj ba ci njeexte (lu melni TrackFormer ak MOTR) yuy gis ak boole mbir yi ci benn reso, dindi etape bu méngoo ak loxo bu yomba dagg. Xaarandil toppu kamera yu bari ak 3D yu gëna am doole ngir oto yuy demal seen bopp ak barab yu yaatu, boole ci toppu mbir yu ubbeeku, du kategori yu fiks. Raññewaat bu gëna gudd ak dëgër ci occlusion bu diis ak mbooloo ñu ngi des ci mébet yu am solo, di gëna jàppale ci xeetu fondasioŋ yiy joxe màndarga yu am solo.

Doxal ci àdduna dëgg

Gis-gis oto buy demal boppam, di topp oto yi ko wër, dawalkat moto yi ak doxkat yi ngir xam fuñu wara jaar ngir moytu mbëkkante

Càmbaru tàggat yaram buy topp joueur bu nekk ak bal bi ngir xayma distance bimu jaar, formaasioŋ yi ak limu yor bal bi

Sistemu dem bi ak dikk bi ci dëkk yu xarañ yiy lim ak topp oto yi ngir natt ni ñuy jaar, gis jafe-jafe yi ak siñaal yi

Jaaykaayu detaay ak jàngat kaaraange giy topp dem bi ak dikk bi jëndkat yi di def ci bitik bi wala nit ñi ci biir benn hub transit

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

1

Mandargal kritërium nangug njub, woowaat ak njëgu njuumte.

2

Saytu ak done yu méngoo ak anam yi ñuy liggéeyee dëgg.

3

Yokk jàngat nit ngir xam fu wóorul dara wala am njeexital yu rëy.

4

Toppal model drift bi nga baaxal ko ginaaw bi kamera bi wala done yi soppeekoo.

Weyal di banneexu

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Laaj yi ñuy faral di laaj

What is Multi-Object Tracking?

Topp mbir yu bari (MOT) dafay topp mbir yu bari - doxkat yi, oto yi, joueur yi - ci biir kadre yi ci wideo bi, di jox ku nekk dàntite bu méngoo ci diir bi. Mooy yax gi gëna am solo ci ni ñuy gisee dawal seen bopp, jàngat ci wàllu sport, ak di wottu dem bi ak dikk bi ci dëkk yu xarañ yi.

Lan mooy mébetu topp mbir yu bari?

MOT dafay jox ak mën toppatoo ID bu méngoo ngir mbir mu nekk muy jaar ci wideo, di boole gis-gis yi ci diir bi ci trajectoire yi.

Luy paradigm 'topp-ci-gis'?

Topp-ci-gis dafay doxal benn detektëru mbir ci kaadar bu nekk ba noppi boole boyet yi ciy génn ci diir bi ci topp yu wéy.

Ban cër la filtre Kalman di def ci toppukaay yu melni SORT?

Filtre Kalman dafay modele tànki mbir mu nekk ba noppi di wax fimu wara nekk ci kanam, su ko defee ñu méngale ko ak gis-gis yu bees yi.

Lu DeepSORT yokk ci kaw SORT?

DeepSORT dugal na vecteur yu am melokaan ngir ñu mëna xàmmee mbir yi ginaaw bi ñu leen nëbbee ci diir bu gàtt, wàññi coppite dàntite yi.

Luy 'commutateur dàntite' ci topp mbir yu bari?

Coppite dàntite dafay am su toppukaay bi juum ci joxewaat ID yi ci diggante mbir yi, lu ci gëna bari mooy suñuy jaxasoo wala ñuy jaxasoo ci seen yu fees.