Incamake
Imiyoboro ya capsule ni imyubakire yububiko ihuza amatsinda ya neuron muri 'capsules' isohora ibice byerekana niba hari ikintu kibaho kandi gihagaze (umwanya, icyerekezo, igipimo). Bagamije gukosora ubuhumyi bwibanze mumiyoboro isanzwe yemeza: gutakaza inzira yimibanire hagati yibice.
Imiyoboro ya Capsule ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Byasabwe na Geoffrey Hinton, Sara Sabour, na Nicholas Frosst muri 2017, imiyoboro ya capsule isimbuza scalar neuron isohoka na vector. Uburebure bwa vector bugaragaza ko bishoboka ko ikintu (nk'ijisho cyangwa izuru) gihari, mugihe icyerekezo cyacyo kigizwe n'ibipimo. Urwego rwo hasi rwa capsules ruhanura imiterere ya capsules yo murwego rwohejuru binyuze mumibare yo guhinduka, kandi inzira yitwa dinamike igenda-byumvikanyweho ihitamo ibizaba byiringirwa. Iyo igice kinini-capsules cyumvikanye kuri kimwe, inzira ikomeza iyo sano. Umwimerere wa CapsNet wageze ku bisubizo bikomeye kuri MNIST kandi wari ukomeye cyane kugirango uhuze imibare kandi uhindure affine, ukemura 'ikibazo cya Picasso' aho CNNs yemera ibintu byo mumaso bitagaragara nkisura yemewe.
Ubushishozi
Uburyo bwibanze ni 'squash' idafite umurongo ugabanya ibice bigufi bigana kuri zeru na ndende ndende yerekeza ku burebure bwa mbere, bityo ubunini bwa vector busoma nkibishoboka. Imikorere ya dinamike noneho ikora ibyerekezo bike bya softmax-uburemere bwamasezerano yintambwe: buri capsule yo hepfo yohereza ibyo yahanuye hejuru, kandi coefficient zo guhuza ziyongera kuri capsules ndende ibisohoka bihuza (binyuze mubicuruzwa byadomo) hamwe nubuhanuzi. Ibi bisimbuza max-guhuriza hamwe, kubika amakuru nyayo yumwanya aho kujugunya.
Kumenya imiyoboro ya capsule
Imiyoboro ya capsule ni imyubakire yububiko ihuza amatsinda ya neuron muri 'capsules' isohora ibice byerekana niba hari ikintu kibaho kandi gihagaze (umwanya, icyerekezo, igipimo). Bagamije gukosora ubuhumyi bwibanze mumiyoboro isanzwe yemeza: gutakaza inzira yimibanire hagati yibice. Imiyoboro ya Capsule ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata imiyoboro ya Capsule 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 imiyoboro ya Capsule atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo bihitamo 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
Gutondekanya imibare yandikishijwe intoki kuri MNIST mugihe wongeye kubaka ibyinjijwe muri capsule vectors, byerekana ibipimo byerekana bifite ireme.
Gutandukanya imibare ibiri ihuzagurika (Igikorwa cya MultiMNIST) mugutandukanya pigiseli niyihe ngingo.
Ubuvuzi bwerekana amashusho ukoresheje capsules kugirango umenye ibihaha cyangwa ibibyimba byo mu bwonko aho igice kinini cyimibanire gifite akamaro.
Kumenya ibintu uhereye kubitekerezo bishya hamwe nurugero ruto rwamahugurwa, gukoresha inyubako yubatswe muburyo bwo kugereranya.
Uburyo bwo Gushyira mu bikorwa
Imiyoboro ya Capsule mubikorwa
Gutondekanya imibare yandikishijwe intoki kuri MNIST mugihe wongeye kubaka ibyinjijwe muri capsule vectors, byerekana ibipimo byerekana bifite ireme.
Gutondekanya imibare yandikishijwe intoki kuri MNIST mugihe wongeye kubaka ibyinjijwe muri capsule vectors, kwerekana ibipimo byerekana ko bifite akamaro Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Imiyoboro ya Capsule mubikorwa
Gutandukanya imibare ibiri ihuzagurika (Igikorwa cya MultiMNIST) mugutandukanya pigiseli niyihe ngingo.
Gutandukanya imibare ibiri ihuzagurika (Igikorwa cya MultiMNIST) mugutandukanya pigiseli zigizwe nikipe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Imiyoboro ya Capsule mubikorwa
Ubuvuzi bwerekana amashusho ukoresheje capsules kugirango umenye ibihaha cyangwa ibibyimba byo mu bwonko aho igice kinini cyimibanire gifite akamaro.
Ubushakashatsi bwerekana amashusho ukoresheje capsules kugirango umenye ibihaha cyangwa ibibyimba byo mu bwonko aho igice kinini cyimibanire yumwanya Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Imiyoboro ya Capsule mubikorwa
Kumenya ibintu uhereye kubitekerezo bishya hamwe nurugero ruto rwamahugurwa, gukoresha inyubako yubatswe muburyo bwo kugereranya.
Kumenya ibintu uhereye kubitekerezo bishya hamwe nurugero ruto rwamahugurwa, gukoresha uburyo bwubatswe bwubatswe muburyo bwo kugereranya 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.
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.