FairMOT, sistimi ea ho latedisa lintho tse ngata ka potlako videong
Bafuputsi ba tsoang Microsoft le Central China University ntlafala mokhoa o mocha oa ts'ebetso e phahameng oa ho latella lintho tse ngata ka video ho sebelisa theknoloji ea ho ithuta mochine - FairMOT (Fair Multi-Object Tracking). Khoutu e nang le ts'ebetsong ea mekhoa e thehiloeng ho Pytorch le mehlala e koetlisitsoeng phatlalalitsoe ho GitHub.
Mekhoa e mengata e teng ea ho latela lintho e sebelisa mekhahlelo e 'meli, e' ngoe le e 'ngoe e sebelisoa ke neural network e arohaneng. Mokhahlelo oa pele o na le mohlala oa ho fumana sebaka sa lintho tse khahlang, 'me mohato oa bobeli o sebelisa mokhoa oa ho batla oa mokhatlo o sebelisetsoang ho khetholla lintho bocha le ho hokela liankora ho tsona.
FairMOT e sebelisa ts'ebetsong ea mohato o le mong ho ipapisitse le netweke ea convolutional neural network (DCNv2, Deformable Convolutional Network), e u lumellang ho fihlela keketseho e hlokomelehang ea lebelo la ho latela ntho. FairMOT e sebetsa ntle le liankora, e sebelisa mokhoa oa ho tsebahatsa bocha ho fumana likhahla tsa litsi tsa ntho 'mapeng oa ntho e nepahetseng haholo. Ka mokhoa o ts'oanang, ho etsoa processor e lekola likarolo tsa motho ka mong tsa lintho tse ka sebelisoang ho bolela esale pele hore na ke bo-mang, 'me mojule oa mantlha o etsa kopanyo ea likarolo tsena ho laola lintho tsa sekala se fapaneng.
Ho koetlisa mohlala ho FairMOT, ho sebelisitsoe li-dataset tse tšeletseng tsa sechaba bakeng sa ho lemoha le ho batla batho (ETH, CityPerson, CalTech, MOT17, CUHK-SYSU). Moetso ona o ile oa lekoa ho sebelisoa lihlopha tsa liteko tsa livideo 2DMOT15, MOT16, MOT17 и MOT20e fanoang ke morero MOT Phephetso le ho koahela maemo a fapaneng, motsamao oa khamera kapa ho potoloha, likhutlo tse fapaneng tsa ho shebella. Teko e bontshitse seo
FairMOT tse fetang mehlala e qothisanang lehlokoa ka potlako TrackRCNN и J.D.E. ha e lekoa ka liforeimi tse 30 motsotsoana o mong le o mong oa ho shebella livideo, e bonts'a ts'ebetso e lekaneng ea ho sekaseka livideo tse hlahang khafetsa ka sefofane.