Incamake
CNNs ishingiye ku karere (R-CNNs) ni umuryango wibikoresho byerekana mbere na mbere uturere tw’abakandida ku ishusho, hanyuma ukoreshe CNN kugirango ushyire mu byiciro kandi utondekanye neza buri kintu. Bahinduye amashusho muburyo bwuzuye bwo kumenya, gushakisha no gushyiramo ibimenyetso byinshi icyarimwe.
CNN ishingiye ku karere ni iy'umurimo wa mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Gutondekanya amashusho bisubiza 'iki kiri kuri iyi shusho?' ariko gutahura bigomba kandi gusubiza 'aho, kandi bangahe?' Umwimerere R-CNN (2014) wakoresheje algorithm yo hanze (Shakisha Guhitamo) kugirango utange uturere tugera ku 2000, uhinduranya buriwese mubunini bwagenwe, kandi ukoresha CNN kuri buri gace, byari byukuri ariko bitinda kubabaza. Byihuta R-CNN byihutishije gukoresha CNN inshuro imwe hejuru yishusho yose hamwe nibiranga guhuza buri karere (guhuza RoI). Byihuta R-CNN yahise isimbuza Gushakisha Byatoranijwe hamwe nUrubuga rwize rwo Kwamamaza (RPN), bituma umuyoboro wose urangira-urangiye kandi hafi yigihe-nyacyo. Mask R-CNN yarayongereye kugirango isohore pigiseli-urwego rwa masike kuri buri kintu cyagaragaye.
Ubushishozi
Urufunguzo rwibanze rusimbuka ni RoI guhuriza hamwe: aho kongera gukoresha CNN kuri buri gasanduku kateganijwe, umuyoboro ubara ikarita imwe isanganywe ishusho, hanyuma ibihingwa kandi bigahindura ibintu biri muri buri karere gashishikajwe na gride ihamye. RPN yihuta ya RPN iranyerera hejuru yikarita iranga amanota yerekana 'ibintu' hamwe nudusanduku twahinduwe kugirango dushyireho udusanduku twa ankeri zingana nubunini butandukanye, bitanga ibyifuzo kubusa.
Kumenya Akarere gashingiye kuri CNN
CNNs ishingiye ku karere (R-CNNs) ni umuryango wibikoresho byerekana mbere na mbere uturere tw’abakandida ku ishusho, hanyuma ukoreshe CNN kugirango ushyire mu byiciro kandi utondekanye neza buri kintu. Bahinduye amashusho muburyo bwuzuye bwo kumenya, gushakisha no gushyiramo ibimenyetso byinshi icyarimwe. CNN ishingiye ku karere ni iy'umurimo wa mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata CNNs ishingiye mukarere 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 Akarere ka CNNs aringaniza ukuri 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
Gutahura no kubara ibicuruzwa kumasoko yo kugurisha kububiko
Gutandukanya ingirabuzimafatizo cyangwa ingingo muri scan yubuvuzi ukoresheje Mask R-CNN
Kumenya inenge n'aho biherereye kumurongo wo gukora uruganda
Kubona ibinyabiziga byinshi nabanyamaguru muri kamera yigenga yigenga
Uburyo bwo Gushyira mu bikorwa
CNN ishingiye ku karere mubikorwa
Gutahura no kubara ibicuruzwa kumasoko yo kugurisha kububiko.
Gutahura no kubara ibicuruzwa kububiko bwibicuruzwa kugirango bicungamutungo 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.
CNN ishingiye ku karere mubikorwa
Gutandukanya ingirabuzimafatizo cyangwa ingingo muri scan yubuvuzi ukoresheje Mask R-CNN.
Gutandukanya ingirabuzimafatizo cyangwa ingingo muri scan yubuvuzi ukoresheje Mask R-CNN Amakipe akunze kubona umusaruro ushimishije mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
CNN ishingiye ku karere mubikorwa
Kumenya inenge n'aho biherereye kumurongo wo gukora uruganda.
Kumenya inenge hamwe n’aho biherereye ku murongo w’umusaruro w’uruganda Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
CNN ishingiye ku karere mubikorwa
Kubona ibinyabiziga byinshi nabanyamaguru muri kamera yigenga yigenga.
Kubona ibinyabiziga byinshi nabanyamaguru muri kamera yigenga-itwara kugaburira Amakipe mubisanzwe abona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana 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.