Amabwiriza ya AI

YOLO Igihe-Kumenya

YOLO (Urareba Rimwe) ni umuryango wibintu byerekana ibintu usanga kandi ukanashyira akamenyetso kuri buri kintu mumashusho hamwe numuyoboro umwe uhuza imiyoboro, byihuse bihagije kuri videwo nzima.

Incamake

YOLO (Urareba Rimwe) ni umuryango wibintu byerekana ibintu usanga kandi ukanashyira akamenyetso kuri buri kintu mumashusho hamwe numuyoboro umwe uhuza imiyoboro, byihuse bihagije kuri videwo nzima. Umuvuduko wacyo wafunguye iyerekwa-nyaryo kuri buri kintu cyose kuva drone kugeza kwikorera-kiosque.

YOLO Real-Time Detection ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, imikorere, no guhanga.

Kwibira cyane

Mbere ya YOLO, disikete nka R-CNN yakoraga classifier inshuro ibihumbi mu turere tw’amashusho, byatinze. YOLO, yatangijwe na Joseph Redmon mu 2015, yongeye gushakisha nk'ikibazo kimwe cyo gusubira inyuma: gabanya ishusho muri gride, kandi kuri buri kagari kavuga agasanduku gahuza imipaka, amanota yerekana ibintu, hamwe nibishoboka mu cyiciro kimwe. Igishushanyo 'reba rimwe' cyatumye byihuta cyane kuruta ibyiciro bibiri byerekana mugihe ugumye neza. Umuryango wateye imbere byihuse binyuze muburyo bwinshi (YOLOv2 unyuze kuri YOLOv8 ndetse no hanze yarwo), wongeyeho udusanduku twa ankeri, umugongo mwiza, hamwe numutwe udafite inanga. Ibihinduka bigezweho bikora neza hejuru yamakaramu 100 kumasegonda kuri GPU, bigatuma YOLO ihitamo mbere mugihe ubukererwe bufite akamaro nkukuri.

Ubushishozi

YOLO igabanya ishusho muri S na gride ya S. Buri selire ihanura igenamigambi rihamye ryibisanduku hamwe na (x, y, ubugari, uburebure), amanota yicyizere, hamwe nibyiciro byamasomo, byose mumurongo umwe. Gutwikiriye udusanduku duplicate twaciwe no kudahagarikwa gukabije, kugumisha agasanduku-cyizere cyinshi kandi kakajugunya abandi hejuru yurwego rwa IoU. Igihombo gihuriza hamwe guhuza agasanduku gahuza, ibintu, hamwe nibyiciro, bityo imyitozo ya detector yose irangira kurangira.

Kumenya YOLO Igihe-Kumenya

YOLO (Urareba Rimwe) ni umuryango wibintu byerekana ibintu usanga kandi ukanashyira akamenyetso kuri buri kintu mumashusho hamwe numuyoboro umwe uhuza imiyoboro, byihuse bihagije kuri videwo nzima. Umuvuduko wacyo wafunguye iyerekwa-nyaryo kuri buri kintu cyose kuva drone kugeza kwikorera-kiosque. YOLO Real-Time Detection ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekanwa ryo gusesengura, imikorere, no guhanga. Kugirango wubake byimbitse, fata YOLO Real-Time Detection 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 YOLO Real-Time Detection 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.

Kazoza ka YOLO Igihe-Kumenya

YOLO ikomeza kugenda yerekeza kumurongo woherejwe, hamwe na moderi ntoya ikora kuri terefone, microcontrollers, na kamera yashyizwemo idafite igicu. Ibishya bisohora ibice byahinduwe byahinduwe hamwe nubushakashatsi butagira inanga kubwukuri nta gutamba umuvuduko. Tegereza guhuza cyane hamwe no gukurikirana no gutandukanya, gufungura-amagambo-gutahura kumenya ibintu bivuye mu nyandiko aho kuba ibirango bihamye, kandi ugakomeza kwitondera gukora neza ku bikoresho bihendutse, bidafite ingufu nke ku nkombe.

Gushyira mu bikorwa Isi

Sisitemu yo kwisuzumisha hamwe nububiko butagabanije kugenzura ibintu mugihe abaguzi babitwaye

Drone hamwe na robo yubuhinzi ibona ibihingwa, ibyatsi, cyangwa amatungo mugihe nyacyo

Kamera zo mu muhanda no kugenzura zibara ibinyabiziga no kumenya abanyamaguru kubisesengura-umujyi

Imirongo ikora yerekana ibice bifite inenge kumukandara wihuta

Uburyo bwo Gushyira mu bikorwa

YOLO Igihe Cyukuri Kumenya mubikorwa

Sisitemu yo kwisuzumisha hamwe nububiko butagabanije kugenzura ibintu mugihe abaguzi babitwaye.

Sisitemu yo kwisuzumisha hamwe nububiko butagira kashi butahura ibintu mugihe abaguzi babitwaye Amakipe mubisanzwe abona umusaruro mwiza mugihe asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

YOLO Igihe Cyukuri Kumenya mubikorwa

Drone hamwe na robo yubuhinzi ibona ibihingwa, ibyatsi, cyangwa amatungo mugihe nyacyo.

Drone hamwe na robo yubuhinzi ibona ibihingwa, urumamfu, cyangwa amatungo mugihe nyacyo Amakipe akunze kubona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.

YOLO Igihe Cyukuri Kumenya mubikorwa

Kamera zo mu muhanda no kugenzura zibara ibinyabiziga no kumenya abanyamaguru kubisesengura-umujyi.

Kamera zo mu muhanda no kugenzura zibara ibinyabiziga no gutahura abanyamaguru kubisesengura-bwenge bwumujyi-Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

YOLO Igihe Cyukuri Kumenya mubikorwa

Imirongo ikora yerekana ibice bifite inenge kumukandara wihuta.

Imirongo ikora ibice byerekana inenge kumukandara wihuta wihuta Amakipe akunze kubona umusaruro mwiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.

Ingaruka & Kurinda

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Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.

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Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.

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Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.

Igishushanyo mbonera

1

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.

2

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.

3

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.

4

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.

Komeza Ubushakashatsi