Uhlolojikelele
Ukulandelela izinto eziningi (i-MOT) kulandela izinto eziningi - abahamba ngezinyawo, izimoto, abadlali - kuwo wonke amafreyimu evidiyo, okunikeza ubunikazi obufanayo ngokuhamba kwesikhathi. Kuwumgogodla wokubonwa kokushayela okuzenzakalelayo, izibalo zezemidlalo, nokuqapha kwethrafikhi yedolobha elihlakaniphile.
I-Multi-Object Tracking ingeyokugeleza komsebenzi okubonwa ngekhompuyutha okuhumusha noma okukhiqiza imidiya ebonakalayo ukuze ihlaziywe, isebenze, futhi isungulwe.
I-Deep Dive
Izimpendulo zokulandelela izinto eziningi azigcini nje ngokuthi 'yini okukufreyimu ngayinye' kodwa 'ikuphi ukutholwa kuhlaka lwesibili okufana nokukuhlaka olulodwa.' I-paradigm evelele iwukulandelela-ngokutholwa: isitholi sezinto (njenge-YOLO) sithola amabhokisi abophayo uhlaka ngalunye, bese i-tracker iwaxhuma phakathi nesikhathi ku-trajectories. HLUNGA ibhanqa isihlungi se-Kalman, esibikezela ukuthi into ngayinye izohamba kuphi, nge-algorithm yesiHungary yokumatanisa kahle kwebhokisi. I-DeepSORT yengeza ukushumeka kokubukeka okufundiwe ukuze izinto ziphinde zikhonjwe ngemva kokuvaleka. I-ByteTrack ithuthukise ukunemba ngokuhlanganisa nokutholwa okunokuzethemba okuphansi esikhundleni sokukulahla. Ubunzima obuphakathi ukuvaleka, ukushintsha kobunikazi (ukushintsha ama-ID lapho izinto ziwela), izigcawu eziminyene, nezinto ezingena noma eziphuma kuhlaka.
I-Technical Insight
I-tracker igcina 'ithrekhi' yento ngayinye enemodeli enyakazayo. Isihlungi se-Kalman sibikezela indawo elandelayo yethrekhi ngayinye; ukutholwa okusha kufaniswa nokuqagela ngokwenza izindleko (ukugqagqana/IoU kanye nokufana kokubukeka) nokuxazulula umsebenzi ozokwenziwa nge-algorithm yesiHungary. Ukushumekwa kokubukeka — ama-vector wesici esihlangene avela kunethiwekhi ephinda ehlonza — vumela isistimu ibuyise ubunjalo obufanele ngemva kokuba into ifihlwe kafushane, kuvinjwe amaswishi e-ID okuthi amamodeli anyakazayo ahlukumezeke ezigcawini eziminyene.
Ukulandela Ukulandelela Izinto Eziningi
Ukulandelela izinto eziningi (i-MOT) kulandela izinto eziningi - abahamba ngezinyawo, izimoto, abadlali - kuwo wonke amafreyimu evidiyo, okunikeza ubunikazi obufanayo ngokuhamba kwesikhathi. Kuwumgogodla wokubonwa kokushayela okuzenzakalelayo, izibalo zezemidlalo, nokuqapha kwethrafikhi yedolobha elihlakaniphile. I-Multi-Object Tracking ingeyokugeleza komsebenzi okubonwa ngekhompuyutha okuhumusha noma okukhiqiza imidiya ebonakalayo ukuze ihlaziywe, isebenze, futhi isungulwe. Ukuze wakhe ukuqonda okujulile, phatha i-Multi-Object Tracking njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa ukunemba kwebhalansi ye-Multi-Object Tracking namaqiniso okusebenza njengekhwalithi yedatha, ukuhluka kokukhanya, nokuvumelana kwamalebula. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
I-Visual AI ingakwazi ukuhlola, ukutholwa, nokumaka imisebenzi esikalini. Ngesikhathi esifanayo, amalungelo ezithombe kanye nemvume kungaba ubungozi bomthetho uma ukutholakala kungacacile. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
I-Visual AI ingakwazi ukuhlola, ukutholwa, nokumaka imisebenzi esikalini.
I-Visual AI ingakwazi ukuhlola, ukutholwa, nokumaka imisebenzi esikalini. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amathimba aqanjiwe angakwazi ukulinganisa imiqondo ngokushesha ngezibuyekezo ezimbalwa ezenziwa mathupha.
Amathimba aqanjiwe angakwazi ukulinganisa imiqondo ngokushesha ngezibuyekezo ezimbalwa ezenziwa mathupha. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Imisebenzi ingasebenzisa amasiginali wesithombe nawevidiyo obekunzima ukuwenza ngaphambilini.
Imisebenzi ingasebenzisa amasiginali wesithombe nawevidiyo obekunzima ukuwenza ngaphambilini. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Umbono wemoto ozimele olandelela izimoto ezizungezile, abagibeli bamabhayisikili, nabahamba ngezinyawo ukuze babikezele izindlela zabo futhi bagweme ukushayisana
Izibalo zezemidlalo ezilandela wonke umdlali nebhola ukubala ibanga elimboziwe, ukwakheka, nezibalo zokuba khona
Amasistimu wethrafikhi edolobhakazi elihlakaniphile abala futhi alandele izimoto ukukala ukugeleza, ukubona ukuminyana, namasignali esikhathi
Izibalo zokuthengisa nezokuvikela ezilandelela ukunyakaza kwabathengi ngesitolo noma abantu ngehabhu yezokuthutha
Amaphethini Okusebenzisa
Multi-Object Tracking in practice
Umbono wemoto ozenzakalelayo olandelela izimoto ezizungezile, abagibeli bamabhayisikili, nabahamba ngezinyawo ukuze babikezele izindlela zabo futhi bagweme ukungqubuzana.
Umbono wezimoto ezizimele olandelela izimoto ezizungezile, abagibeli bamabhayisikili, nabahamba ngezinyawo ukuze babikezele izindlela zabo futhi bagweme ukungqubuzana Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Multi-Object Tracking in practice
Izibalo zezemidlalo ezilandela wonke umdlali nebhola ukubala ibanga elimboziwe, ukwakheka, nezibalo zokuba khona.
Izibalo zezemidlalo ezilandela wonke umdlali nebhola ukubala ibanga elikhavwe, ukubunjwa, kanye nezibalo zomnikazi Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Multi-Object Tracking in practice
Amasistimu wethrafikhi edolobhakazi elihlakaniphile abala futhi alandele izimoto ukukala ukugeleza, ukubona ukuminyana, namasignali esikhathi.
Amasistimu wethrafikhi edolobhakazi elihlakaniphile abala futhi alandele izimoto ukukala ukugeleza, ukubona ukuminyana, kanye namasignali esikhathi Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Multi-Object Tracking in practice
Izibalo zokuthengisa nezokuvikela ezilandelela ukunyakaza kwabathengi ngesitolo noma abantu ngehabhu yezokuthutha.
Izibalo zokuthengisa nezokuvikela ezilandelela ukunyakaza kwabathengi ngesitolo noma abantu ngehabhu yezokuthutha Amathimba ngokuvamile athola imiphumela engcono uma echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amalungelo ezithombe kanye nemvume kungaba ubungozi bezomthetho uma ukuvela kungacacile.
Ukusebenza kwemodeli kungahluka kukho konke ukukhanya, izibalo zabantu, kanye nezindawo.
Okuhle okungelona iqiniso kungase kungabonakali ngaphandle uma izinga lokuzethemba liqashelwa.
Ukuqalisa Umhlahlandlela
Chaza indlela yokwamukela yokunemba, ukukhumbula, nezindleko zamaphutha.
Chaza indlela yokwamukela yokunemba, ukukhumbula, nezindleko zamaphutha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Hlola ngedatha efana nezimo zangempela zokukhiqiza.
Hlola ngedatha efana nezimo zangempela zokukhiqiza. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Engeza isibuyekezo somuntu ukuze uthole ukuzethemba okuphansi noma izibikezelo zomthelela omkhulu.
Engeza isibuyekezo somuntu ukuze uthole ukuzethemba okuphansi noma izibikezelo zomthelela omkhulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landelela ukukhukhuleka kwemodeli bese uqinisekisa kabusha ngemva kwezinguquko zekhamera noma zesethi yedatha.
Landelela ukukhukhuleka kwemodeli bese uqinisekisa kabusha ngemva kwezinguquko zekhamera noma zesethi yedatha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.