Dubawa
Cibiyoyin Capsule gine-gine ne na jijiyoyi waɗanda ke ƙunshe neurons zuwa cikin 'capsules' waɗanda ke fitar da vectors ɗin da ke ɓoye duka ko fasalin ya wanzu da matsayinsa (matsayi, daidaitawa, sikelin). Suna nufin gyara ainihin makanta a daidaitattun hanyoyin sadarwa na juyin juya hali: rasa hanyar alaƙar sararin samaniya tsakanin sassa.
Capsule Networks wani shingen gini ne na fasaha wanda ke shafar ingancin samfurin, farashin kayayyakin more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
Geoffrey Hinton, Sara Sabour, da Nicholas Frosst suka gabatar a cikin 2017, hanyoyin sadarwa na capsule suna maye gurbin sikelin neuron tare da vector. Tsawon vector yana wakiltar yuwuwar wani mahaluži (kamar ido ko hanci) ya kasance, yayin da yanayin yanayinsa ke ɓoye sigogi. Ƙananan matakan capsules suna tsinkaya matsayi na babban matakin capsules ta hanyar canza matrices, da kuma wani tsari da ake kira dynamic routing-by-agreement yana yanke shawarar wane tsinkaya da za a dogara. When multiple part-capsules agree on the same whole, routing strengthens that connection. Asalin CapsNet ya sami sakamako mai ƙarfi akan MNIST kuma ya kasance mai ƙarfi sosai ga jujjuya lambobi da canje-canje na affine, yana magance matsalar Picasso'inda CNNs ke karɓar fasalin fuskar fuska a matsayin ingantaccen fuska.
Fahimtar Fasaha
Maɓalli na hanya shine 'squash' rashin daidaituwa wanda ke raguwa gajerun hanyoyi zuwa sifili da dogayen vector zuwa tsayi ɗaya, don haka girman vector yana karantawa azaman yuwuwar. Motsawa mai ƙarfi sannan yana aiwatar da ƴan ƴan ƴan ƴan-sanyi na matakin yarjejeniya mai nauyi mai nauyi: kowane ƙaramin capsule yana aika hasashensa sama, kuma haɗin haɗin haɗin gwiwa yana ƙaruwa don mafi girman capsules waɗanda fitowar su ta daidaita (ta hanyar ɗigo samfurin) tare da wannan hasashen. Wannan yana maye gurbin max-pooling, yana adana ainihin bayanan sarari maimakon jefar da shi.
Jagorar Capsule Networks
Cibiyoyin Capsule gine-gine ne na jijiyoyi waɗanda ke ƙunshe neurons zuwa cikin 'capsules' waɗanda ke fitar da vectors ɗin da ke ɓoye duka ko fasalin ya wanzu da matsayinsa (matsayi, daidaitawa, sikelin). Suna nufin gyara ainihin makanta a daidaitattun hanyoyin sadarwa na juyin juya hali: rasa hanyar alaƙar sararin samaniya tsakanin sassa. Capsule Networks wani shingen gini ne na fasaha wanda ke shafar ingancin samfurin, farashin kayayyakin more rayuwa, latency, da aminci a sikeli. Don gina zurfin fahimta, bi da Capsule Networks a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da hanyoyin sadarwa na Capsule suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa akan dogaro da farashi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A lokaci guda, Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Rarraba lambobi da aka rubuta da hannu akan MNIST yayin da ake sake gina abin da aka shigar daga ma'auni na capsule, yana nuna sigogi masu mahimmanci.
Rarraba lambobi masu haɗuwa biyu (aiki na MultiMNIST) ta hanyar rarraba pixels na wane mahaluƙi ne.
Binciken hoto na likitanci ta amfani da capsules don gano nodules na huhu ko ciwace-ciwacen kwakwalwa inda dangantakar yanki gaba ɗaya ke da mahimmanci.
Gane abubuwa daga ra'ayi na sabon labari tare da ƴan misalan horarwa, yin amfani da ginanniyar madaidaicin ra'ayi na gine-gine.
Hanyoyin Aiwatarwa
Capsule Networks a aikace
Rarraba lambobi da aka rubuta da hannu akan MNIST yayin da ake sake gina abin da aka shigar daga ma'auni na capsule, yana nuna sigogi masu mahimmanci.
Rarraba lambobi da aka rubuta da hannu akan MNIST yayin da ake sake gina shigarwar daga na'urori na capsule, suna nuna sigogin matsayi suna da ma'ana Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
Capsule Networks a aikace
Rarraba lambobi masu haɗuwa biyu (aiki na MultiMNIST) ta hanyar rarraba pixels na wane mahaluƙi ne.
Rarraba lambobi biyu masu jujjuyawa (aikin MultiMNIST) ta hanyar rarraba pixels na waɗanda ƙungiyoyi yawanci ke samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Capsule Networks a aikace
Binciken hoto na likitanci ta amfani da capsules don gano nodules na huhu ko ciwace-ciwacen kwakwalwa inda dangantakar yanki gaba ɗaya ke da mahimmanci.
Binciken hoto na likitanci ta amfani da capsules don gano nodules na huhu ko ciwace-ciwacen kwakwalwa inda dukkanin dangantakar sararin samaniya ke da alaƙa Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Capsule Networks a aikace
Gane abubuwa daga ra'ayi na sabon labari tare da ƴan misalan horarwa, yin amfani da ginanniyar madaidaicin ra'ayi na gine-gine.
Gane abubuwa daga ra'ayi na sabon labari tare da ƴan misalan horarwa, yin amfani da ginin gine-ginen madaidaicin ra'ayi Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.