Incamake
Mu buryo bwimbitse gutandukanya imyanzuro yibintu byemewe muburyo bubiri buhendutse, kugabanya umubare wo kugwiza nibipimo. Nuburiganya butuma imiyoboro yimitsi ikorera kuri terefone nibikoresho byuma bidashonga bateri.
Ubujyakuzimu butandukanijwe ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Ihame risanzwe rivanga amakuru mumwanya yombi hamwe numuyoboro mugikorwa kimwe cyuzuye, gihenze. Kwiyemeza gutandukana byimbitse bigabanyijemo ibice bibiri. Ubwa mbere, intambwe yimbitse ikoresha akayunguruzo gato kuri buri muyoboro winjira mu bwigenge, ifata imiterere yimiterere muri buri muyoboro ariko ntizigera ivanga imiyoboro. Icya kabiri, intambwe yerekanwe ikoresha 1x1 kwemeza guhuza imiyoboro kuri buri pigiseli, kuvanga amakuru yumuyoboro utarebye abaturanyi. Mugukuramo akayunguruzo kavuye kumuyoboro uvanze, compte yose igabanuka kuburyo butangaje, akenshi inshuro 8 kugeza kuri 9 kuri 3x3 muyunguruzi, hamwe nigihombo gito gusa. Iyi fonctionnaire ni inkingi ya MobileNet na Xception.
Ubushishozi
Kumurongo wa 3x3 ushushanya M yinjiza imiyoboro ya N ibisubizo hejuru yikarita iranga, imyanzuro isanzwe igura hafi inshuro 9 M inshuro N kugwiza-kongeramo ahantu. Verisiyo itandukanijwe igura inshuro 9 M kubice byimbitse hiyongereyeho M inshuro N kumwanya wa 1x1. Ikigereranyo ni 1 / N + 1/9, kubwibyo N nini yo kuzigama yegera 1/9 ahantu hatandukanye.
Kumenya Byimbitse Bitandukanijwe
Mu buryo bwimbitse gutandukanya imyanzuro yibintu byemewe muburyo bubiri buhendutse, kugabanya umubare wo kugwiza nibipimo. Nuburiganya butuma imiyoboro yimitsi ikorera kuri terefone nibikoresho byo ku nkombe idashonga bateri. Ubujyakuzimu butandukanijwe ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata ibyemezo byimbitse bitandukanijwe nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Depthwise Separable Convolutions atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
MobileNet na MobileNetV2 zibikoresha kugirango bakore amashusho muburyo butaziguye kuri terefone zigendanwa zifite ubukererwe buke
Igice-nyacyo cyerekana amashusho hamwe nibisobanuro bitagaragara muri porogaramu zo guhamagara videwo zishingiye ku mucyo woroshye utandukanijwe
Kumenyekanisha ibikoresho kuri kamera yumutekano na drone, aho imbaraga na compte bigarukira
Xception irabashyira mubipimo kugirango basunike ImageNet mugihe ugenzura ibipimo bibarwa
Uburyo bwo Gushyira mu bikorwa
Byimbitse Bitandukanijwe Imyitozo mubikorwa
MobileNet na MobileNetV2 zibikoresha kugirango bakoreshe amashusho muburyo butaziguye kuri terefone zigendanwa zifite ubukererwe buke.
MobileNet na MobileNetV2 zirabikoresha kugirango zikoreshe amashusho mu buryo butaziguye kuri terefone zigendanwa zifite ubukererwe buke Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ikosa ryigihe.
Byimbitse Bitandukanijwe Imyitozo mubikorwa
Igice-nyacyo cyerekana amashusho hamwe nibisobanuro bitagaragara muri porogaramu zo guhamagara videwo zishingiye ku mucyo woroshye utandukanijwe.
Igice nyacyo cyo kwerekana amashusho hamwe nibisobanuro bitagaragara muri porogaramu zita kuri videwo zishingiye ku mucyo woroshye utandukanijwe n’amakipe Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ikosa ryigihe.
Byimbitse Bitandukanijwe Imyitozo mubikorwa
Kumenyekanisha ibikoresho kuri kamera yumutekano na drone, aho imbaraga na compte bigarukira.
Kugaragaza ibikoresho kuri kamera yumutekano na drone, aho imbaraga na compte bigarukira Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Byimbitse Bitandukanijwe Imyitozo mubikorwa
Xception irabashyira mubipimo kugirango basunike ImageNet mugihe ugenzura ibipimo bibarwa.
Xception irabashyira mubipimo kugirango basunike ImageNet neza mugihe bagenzura ibipimo bibarwa Amakipe mubisanzwe abona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.