Bibiyar Abubuwa da yawa
Biyan abubuwa da yawa (MOT) yana bin abubuwa da yawa - masu tafiya a ƙasa, motoci, 'yan wasa - a cikin firam ɗin bidiyo, yana ba kowane daidaitaccen asali na tsawon lokaci.
Dubawa
It's the backbone of autonomous driving perception, sports analytics, and smart-city traffic monitoring.
Zurfafa nutsewa
Bibiyar abubuwa da yawa ba kawai 'abin da ke cikin kowane firam' ba amma 'wanne ganowa a cikin firam biyu abu ɗaya ne da na firam ɗaya.' Babban fasalin shine bin diddigin ganowa: mai gano abu (kamar YOLO) yana gano akwatunan ɗaure kowane firam, sa'an nan mai bin diddigin ya haɗa su cikin lokaci zuwa hanyoyi. SORT ya haɗa matattarar Kalman, wanda ke hasashen inda kowane abu zai motsa, tare da algorithm na Hungarian don dacewa da akwati. DeepSORT yana ƙara bayyanar da aka koyo ta yadda za a iya sake gano abubuwa bayan rufewa. ByteTrack ya inganta daidaito ta hanyar haɗa abubuwan gano ƙarancin aminci maimakon jefar da su. Matsalolin tsakiya sune rufewa, maɓalli na ainihi (swapping ID lokacin da abubuwa ke haye), wuraren cunkoson jama'a, da abubuwan shiga ko barin firam.
Fahimtar Fasaha
Mai sa ido yana kiyaye 'waƙa' ga kowane abu tare da ƙirar motsi. Tace Kalman yana tsinkayar kowane matsayi na gaba; sababbin abubuwan ganowa sun dace da tsinkaya ta hanyar ƙididdige farashi (zoba/IoU da kamannin kamanni) da warware aikin tare da algorithm na Hungarian. Abubuwan da aka haɗa da bayyanar - ƙananan sifofi daga cibiyar sadarwa ta sake ganowa - bari tsarin ya dawo da ainihin ainihi bayan wani abu ya ɓoye a ɗan gajeren lokaci, yana hana kunna ID ɗin da samfuran motsi masu tsafta ke wahala a cikin cunkoson jama'a.
Dabarun Tasiri
Gudu da sikelin
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin.
Gina zaɓuɓɓuka
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu.
Ƙungiya da aikin aiki
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa.
Makomar Bibiyar Abubuwa da yawa
Bin-sawu yana tafiya zuwa ƙarshen-zuwa-ƙarshe samfuran masu canzawa (kamar TrackFormer da MOTR) waɗanda ke gano tare da haɗa abubuwa a cikin hanyar sadarwa ɗaya, suna cire gaggautsa matakin daidaitawar hannu. Yi tsammanin ingantacciyar kyamarori da yawa da bin diddigin 3D don motoci masu cin gashin kansu da manyan wurare, tare da bin diddigin abubuwan da ba su dace ba, buɗaɗɗen ƙamus maimakon ƙayyadaddun sassa. Kyakkyawan sake ganowa na dogon lokaci da ƙarfi zuwa babban rufewa da taron jama'a sun kasance maƙasudai masu fa'ida, ana samun ƙarin taimako ta ƙirar tushe waɗanda ke ba da kyawawan abubuwan gani.
Aiwatar da Gaskiyar Duniya
Hankalin abin hawa mai cin gashin kansa wanda ke bin motocin da ke kewaye, masu keke, da masu tafiya a ƙasa don tsinkayar hanyoyinsu da guje wa karo
Nazarin wasanni da ke bin kowane ɗan wasa da ƙwallon don ƙididdige nisa da aka rufe, tsari, da ƙididdiga na mallaka
Tsarin zirga-zirgar birni mai wayo waɗanda ke ƙidayawa da bin ababen hawa don auna kwarara, gano cunkoso, da alamun lokaci
Kididdigar tallace-tallace da tsaro waɗanda ke bin diddigin motsin masu siyayya ta cikin shago ko mutane ta hanyar hanyar wucewa
Hatsari & Tsare-tsare
Haƙƙoƙin hoto da yarda na iya zama haxarin doka idan ba a fayyace ba.
Ayyukan samfuri na iya bambanta a ko'ina cikin haske, ƙididdiga, da mahalli.
Ƙarya tabbataccen ƙila ba za a iya lura da shi ba sai dai idan an kula da ƙofofin amincewa.
Taswirar Hanya
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Ci gaba da Bincike
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Jagora na gaba
Gane Abu
Tambayoyin da ake yawan yi
What is Multi-Object Tracking?
Biyan abubuwa da yawa (MOT) yana bin abubuwa da yawa - masu tafiya a ƙasa, motoci, 'yan wasa - a cikin firam ɗin bidiyo, yana ba kowane daidaitaccen asali na tsawon lokaci. Yana da kashin bayan fahimtar tuki mai cin gashin kansa, nazarin wasanni, da sa ido kan zirga-zirgar birni.
Menene ainihin manufar bin diddigin abubuwa da yawa?
MOT yana keɓancewa da kiyaye daidaitaccen ID ga kowane abu yayin da yake motsawa ta bidiyo, yana haɗa abubuwan ganowa akan lokaci zuwa hanyoyi.
Menene tsarin 'bibi-by-gane' ya ƙunsa?
Bibi-bi-ganewa yana gudanar da mai gano abu kowane firam sannan yana haɗa kwalayen da aka samu a tsawon lokaci zuwa ci gaba da waƙoƙi.
Wace rawa tace Kalman ke takawa a cikin masu bin diddigi kamar SORT?
Tace Kalman yana siffanta motsin kowane abu kuma yayi hasashen matsayinsa na gaba, wanda sannan ya dace da sabbin abubuwan ganowa.
Menene DeepSORT ya ƙara a saman SORT?
DeepSORT ya gabatar da sifofin siffa ta yadda za a iya sake gano abubuwa bayan an ɓoye su na ɗan lokaci, yana rage maɓalli na ainihi.
Menene 'canjin ganewa' a cikin bin diddigin abubuwa da yawa?
Canjin ainihi yana faruwa lokacin da mai bin diddigin kuskure ya canza ID tsakanin abubuwa, yawanci lokacin da suka zo juna ko ketare a wuraren cunkoson jama'a.