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).
Incamake
They aim to fix a core blindness in standard convolutional networks: losing track of spatial relationships between parts.
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.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza ka Capsule Networks
Imiyoboro ya capsule ikomeza kuba icyerekezo cyubushakashatsi kuruta uburyo bwoherejwe, ahanini kubera ko inzira igenda ihindagurika ihenze kubara kandi umunzani ukabije kumashusho manini nka ImageNet. Nyuma akazi kakoze ubushakashatsi kuri EM marike (Matrix Capsules) hamwe no kwiyitaho-bishingiye ku nzira yo kunoza imikorere. Mugihe ubushake bwo kuringaniza, gukora neza, hamwe no gusobanurwa mubice byose byiyongera, ibitekerezo bya capsule bikomeje kugira uruhare mubushakashatsi, harimo icyifuzo cya GLOM nyuma ya GLOM, nubwo abahindura biganje mubyerekezo rusange.
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.
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.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Imiyoboro Yumuhanda no Gusimbuka
Ibibazo bikunze kubazwa
What is Capsule Networks?
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.
Mumuyoboro wa capsule, UBURENGANZIRA bwibisohoka bya capsule byerekana iki?
Uburebure bwa vector (ubunini) bukubiyemo ibishoboka ko urwego rubaho, mugihe icyerekezo cyarwo cyerekana ibipimo nkibibanza no kuzunguruka.
Ni ikihe kibazo kijyanye na CNN isanzwe yari imiyoboro ya capsule yagenewe gukemura?
CNNs hamwe na max-guhuriza hamwe ita umubano usobanutse neza, bityo isura ifite imiterere idahwitse irashobora gutsinda amanota menshi. Nibibazo bya 'Picasso' capsules gerageza gukosora.
Ni irihe zina rya algorithm ihitamo capsules yo murwego rwo hasi ihuza na capsules yo murwego rwohejuru?
Dynamic routing-by-amasezerano byongeye gushimangira guhuza hagati ya capsules ibyo bahanuye byemeranya nibisohoka hejuru ya capsule.
Ninde watangije umuyoboro wa capsule hamwe na dinamike igenda muri 2017?
Urupapuro rwa 2017 'Dynamic Routing Hagati ya Capsules' rwanditswe na Sara Sabour, Nicholas Frosst, na Geoffrey Hinton.
Niyihe ntego yimikorere ya 'squash' mumurongo wa capsule?
Amashanyarazi adafite umurongo agabanya ibice bigufi yerekeza kuri zeru kandi agafata imirongo miremire hafi yuburebure bwa mbere, bityo ubunini bushobora gusomwa nkibishoboka mugihe icyerekezo (pose) kibitswe.