Incamake
Kutarenza urugero (NMS) nintambwe yisuku ihindura ikirundo cyuzuye akajagari kerekana agasanduku kerekana agasanduku kamwe keza kuri buri kintu. Bitabaye ibyo, disikete zamenyesha imodoka imwe inshuro eshanu cyangwa icumi.
Kurengerwa ntarengwa ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Ibikoresho byerekana ibintu mubisanzwe byerekana udusanduku twinshi twabakandida hafi ya buri kintu gifatika, buri kimwe gifite amanota yicyizere. NMS ikuraho ubu busumbane. Umururumba wa algorithm usanzwe utondekanya udusanduku twose ku manota, ukomeza amanota menshi, hanyuma ukuraho agasanduku gasigaye gahuzagurika hamwe (gupimwa na Intersection hejuru yubumwe, IoU) karenze urugero nka 0.5. Irabisubiramo kubisanduku bikiriho kugeza ntanumwe usigaye. Igisubizo ni agasanduku kamwe gahagarariye buri kintu. NMS iroroshye, yihuta, na parameter-yumucyo, ariko ifite intege nke: urwego rwa IoU ntarengwa rushobora guhagarika nabi ikintu cyukuri kiri hafi yabantu benshi, kandi gifata guhuzagurika nkibiri. Ibihinduka nka Soft-NMS kubora amanota aho gusiba agasanduku neza kugirango ukemure iki.
Ubushishozi
Igipimo cyibanze ni IoU: agace gahuza udusanduku tubiri tugabanijwe nubusabane bwabo. Umururumba NMS ni O (n ^ 2) mubihe bibi ariko byihuse mubikorwa. Inzira ya IoU igurisha neza kandi yibuke: urwego ruto rukuraho udusanduku twinshi (guhura nibintu byabuze hafi), mugihe urwego rurerure rugumana byinshi (risque duplicates). Ubusanzwe NMS ikoreshwa mubyiciro kugirango agasanduku k'ibyiciro bitandukanye ntiguhagarike.
Kumenya Kurengerwa Ntarengwa
Kutarenza urugero (NMS) nintambwe yisuku ihindura ikirundo cyuzuye akajagari kerekana agasanduku kerekana agasanduku kamwe keza kuri buri kintu. Bitabaye ibyo, disikete zamenyesha imodoka imwe inshuro eshanu cyangwa icumi. Kurengerwa ntarengwa ni ibya mudasobwa-iyerekwa ryakazi risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata Non-Maximum Suppression nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Non-Maximum Suppression iringaniza neza hamwe nukuri kubikorwa nkubwiza bwamakuru, itandukaniro ryamatara, hamwe na labels bihoraho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mugihe kimwe, uburenganzira bwishusho no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.
AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.
Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.
Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Gusenya udusanduku twinshi twisanduku yisura imwe mumaso kuri kamera na porogaramu-yerekana amafoto
Gukora udusanduku dusukuye, duhuza imipaka kuri buri kinyabiziga hamwe nabanyamaguru mumashanyarazi yigenga
Gukoporora-gusubiramo inyandiko-akarere agasanduku k'inyandiko hamwe na plaque-OCR imiyoboro
Gusukura ibyifuzo byikirenga muri sisitemu yo kugurisha no kugenzura-kubara
Uburyo bwo Gushyira mu bikorwa
Kurengerwa ntarengwa mubikorwa
Gusenya udusanduku twinshi twisanduku yisura imwe mumaso kuri kamera na porogaramu-yerekana amafoto.
Gusenyera udusanduku twinshi twisanduku yisura imwe mumaso kuri kamera na porogaramu zo gushiraho amafoto Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kurengerwa ntarengwa mubikorwa
Gukora udusanduku dusukuye, duhuza imipaka kuri buri kinyabiziga hamwe nabanyamaguru mumashanyarazi yigenga.
Gukora udusanduku dusukuye, duhuza imipaka kuri buri kinyabiziga hamwe nabanyamaguru muri disiketi yigenga yigenga-Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Kurengerwa ntarengwa mubikorwa
Gukoporora-gusubiramo inyandiko-akarere agasanduku k'inyandiko hamwe na plaque-OCR imiyoboro.
Gukoporora byuzuzanya-agasanduku k'uturere mu nyandiko hamwe na plaque ya OCR imiyoboro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kurengerwa ntarengwa mubikorwa
Gusukura ibyifuzo byikirenga muri sisitemu yo kugurisha no kugenzura-kubara.
Gusukura ibyifuzo byikirenga muburyo bwo kugurisha ibicuruzwa no kugenzura ibicuruzwa bibarwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.
Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.
Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.
Igishushanyo mbonera
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.
Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.
Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.
Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.
Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.