Incamake
Imiyoboro ihinduranya (STNs) ni module yiga ireka urusobe rw'imitsi rushyira mu gaciro, kuzunguruka, guhinga, cyangwa gukuraho ibyinjijwe kugirango rwibande kubyingenzi. Baha CNNs yubatswe muburyo bwo kwitondera umwanya no kudahinduka.
Imiyoboro ihinduranya imiyoboro ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga.
Kwibira cyane
Imiyoboro isanzwe ihindagurika gusa idahinduka gusa muburyo bwo guhindura imyanya, igipimo, no kuzunguruka, bishingiye kubihuza kugirango bihangane bike. Imiyoboro ihindura umwanya, yatangijwe na Jaderberg n'abandi. muri 2015, bikosore winjizamo module itandukanye ikora impinduka ya geometrike ku ikarita iranga. Module ifite ibice bitatu: umuyoboro waho uteganya ibipimo bihinduka, generator ya gride yubaka icyitegererezo cya gride uhereye kuri ibyo bipimo, hamwe na sampler ihuza ibyinjira kuri gride point. Kuberako buri ntambwe iratandukanye, transformateur yose yatojwe impera-iherezo na backpropagation ntagenzurwa ryinyongera. Umuyoboro wiga, kurugero, kugorora imibare ihengamye cyangwa gukinira mukarere bireba, bizamura ubunyangamugayo nubukomezi.
Ubushishozi
Urusobe rwibanze rusohora ibipimo (akenshi matrike ya 2x3 ya affine) kugirango bisobanurwe, igipimo, kuzunguruka, hamwe nogosha. Imashini itanga amashanyarazi ikarita isohoka buri pigiseli igaruka ku nkomoko ihuza binyuze muri iyo matrix. Sampler noneho asoma ibyinjijwe akoresheje bilinear interpolation, itandukanye kuburyo gradients zitemba kumurongo waho. Ibi bireka module yiga impinduka gusa kubikorwa byatakaye, kwitabira no gutondeka uturere bireba.
Kumenya imiyoboro ihindagurika
Imiyoboro ihinduranya (STNs) ni module yiga ireka urusobe rw'imitsi rushyira mu gaciro, kuzunguruka, guhinga, cyangwa gukuraho ibyinjijwe kugirango rwibande kubyingenzi. Baha CNNs yubatswe muburyo bwo kwitondera umwanya no kudahinduka. Imiyoboro ihinduranya imiyoboro ni iy'ibikorwa bya mudasobwa-iyerekwa risobanura cyangwa ritanga itangazamakuru ryerekana amashusho yo gusesengura, ibikorwa, no guhanga. Kugirango wubake byimbitse, fata imiyoboro ihinduranya imiterere 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 imiyoboro ihinduranya imiyoboro iringaniza ukuri hamwe nukuri kubikorwa nkubwiza bwamakuru, itandukaniro ryamatara, hamwe nibirango 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
Kugorora no guhuza inyandiko igoramye cyangwa izunguruka mbere yo kumenyekana muri sisitemu-inyandiko ya OCR
Kwiyegereza uturere tuvangura (nk'inyoni cyangwa inyoni y'inyoni) kugirango ushushanye neza
Guhindura isura yimiterere no guhuza nkintambwe itunganijwe muburyo bwo kumenyekanisha isura
Gukosora kugoreka no guhuza scan mukwandika amashusho yubuvuzi
Uburyo bwo Gushyira mu bikorwa
Imiyoboro ihindura umwanya mubikorwa
Kugorora no guhuza inyandiko igoramye cyangwa izunguruka mbere yo kumenyekana muri sisitemu-inyandiko ya OCR.
Kugorora no guhuza inyandiko igoramye cyangwa izengurutswe mbere yo kumenyekana muri sisitemu ya OCR Sisitemu Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Imiyoboro ihindura umwanya mubikorwa
Kwiyegereza uturere tuvangura (nk'inyoni cyangwa inyoni y'inyoni) kugirango ushushanye neza.
Kwiyegereza uturere tuvangura (nk'igishishwa cy'inyoni cyangwa ibaba) kugira ngo ushireho amashusho meza Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n'ikosa ryigihe.
Imiyoboro ihindura umwanya mubikorwa
Guhindura isura yimiterere no guhuza nkintambwe itunganijwe muburyo bwo kumenyekanisha isura.
Guhindura isura yimiterere no guhuza nkintambwe itunganijwe muburyo bwo kumenyekanisha isura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Imiyoboro ihindura umwanya mubikorwa
Gukosora kugoreka no guhuza scan mukwandika amashusho yubuvuzi.
Gukosora ibigoramye no guhuza scan muguhuza amashusho yubuvuzi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.