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Highway Networks uye Skip Connections
Tekinoroji
Nhungamiro yehunyanzvi
Capsule Networks
Capsule network ndeye neural architecture iyo inounganidza neuroni kuita 'capsules' inoburitsa mavector encoding zvese kana chinhu chiripo uye chimiro chayo (chinzvimbo, kutarisisa, chikero).
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
They aim to fix a core blindness in standard convolutional networks: losing track of spatial relationships between parts.
Kudzika Kwakadzika
Yakakurudzirwa naGeoffrey Hinton, Sara Sabour, naNicholas Frosst muna 2017, capsule network inotsiva scalar neuron kubuda nevector. Kureba kwevekitari kunomiririra mukana wekuti chimwe chinhu (seziso kana mhino) chiripo, ukuwo maencodes acho anoisa paramita. Yepasi-level capsules inofanotaura mamiriro epamusoro-level capsules kuburikidza neshanduko matrices, uye maitiro anonzi dynamic routing-by-chibvumirano chinosarudza kuti ndedzipi fungidziro yekuvimba. Kana akawanda ma-capsules akabvumirana pane imwechete yese, nzira inosimbisa iyo kubatana. Iyo yekutanga CapsNet yakawana mhedzisiro yakasimba paMNIST uye yaive yakasimba kune anopindirana manhamba uye affine shanduko, kugadzirisa 'dambudziko rePicasso' apo CNNs inobvuma maficha akavhiringika kumeso sechiso chakasimba.
Kuitwa muNyika yeChokwadi
Kurongedza manhamba akanyorwa nemaoko paMNIST uku uchigadzira patsva kubva kumacapsule vectors, zvichitaridza mapose paramita ane zvazvinoreva.
Kupatsanura manhamba maviri anopindirana (basa reMultiMNIST) nekupatsanura kuti mapikseli ndeapi ndeesangano ripi.
Tsvagiridzo yekufungidzira kwekurapa uchishandisa makapulisi kuona mazamu emapapu kana mabundu ehuropi apo hukama hwepakati-hwese hune basa.
Kuziva zvinhu kubva pamaonero ezvitsva nemienzaniso mishoma yekudzidziswa, kusimudzira iyo yakavakirwa-mukati maonero equivariance.
Ramangwana reCapsule Networks
Capsule network inoramba iri nzira yekutsvagisa pane yakaisirwa chiyero, zvakanyanya nekuti ine simba nzira inodhura computationally uye zviyero zvisina kunaka kumifananidzo mikuru seImageNet. Gare gare basa rakaongorora EM routing (Matrix Capsules) uye yekuzvitarisa-yakavakirwa nzira yekuvandudza kugona. Sezvo kufarira kuenzana, kushanda zvakanaka kwemuenzaniso, uye kududzira chikamu-chese hierarchies ichikura, pfungwa dzekapule dzinoramba dzichipesvedzera tsvakiridzo, kusanganisira yaHinton yakazotevera GLOM chikumbiro, kunyangwe seTransformers inotonga maonero makuru.
Kuzvishandisa
Nei zvichikosha
- Mutengo uye bhajeti. Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
- Sarudzo dzakajeka. Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
- Kudzora kwemhando yepamusoro. Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Chenjera
- Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
- Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
- Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Matanho anotevera
- Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
- Benchmark pasi pechokwadi mutoro uye data mamiriro.
- Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
- Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
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Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.
Zviedze iwe pachako
Take the Capsule Networks quiz
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Mibvunzo inowanzo bvunzwa
What is Capsule Networks?
Capsule network ndeye neural architecture iyo inounganidza neuroni kuita 'capsules' inoburitsa mavector encoding zvese kana chinhu chiripo uye chimiro chayo (chinzvimbo, kutarisisa, chikero). Ivo vanovavarira kugadzirisa hupofu hwepakati mune yakajairwa convolutional network: kurasikirwa netrack yehukama hwepakati pakati pezvikamu.
Munetiweki yecapsule, UREFU hwekapule's output vector inomirirei?
Kureba kwevhekita (hukuru) kunoisa mukana wekuti sangano rivepo, ukuwo marongero aro ekodhi achiisa zvimiro zvakaita senzvimbo uye kutenderera.
Ndeipi dambudziko neyakajairwa CNNs yaive capsule network yakanyatso gadzirirwa kugadzirisa?
MaCNN ane max-pooling anorasa hukama chaihwo hwenzvimbo, saka chiso chine maficha akarasika chinogona kuramba chiripo. Iyi ndiyo 'Picasso dambudziko' capsules edza kugadzirisa.
Iri zita regorgorithm iro rinosarudza kuti ndeapi ezasi-level capsules anobatana neapi epamusoro-level capsules?
Dynamic routing-by-chibvumirano inosimbisa hukama pakati pemakapisi ane fungidziro inobvumirana nekubuda kwekapisi yepamusoro.
Ndiani akaunza iyo capsule network ine dynamic routing muna 2017?
Bepa ra2017 'Dynamic Routing Between Capsules' rakanyorwa naSara Sabour, Nicholas Frosst, naGeoffrey Hinton.
Chii chinangwa chebasa re'squash' mucapsule network?
Iyo squash nonlinearity inodzika mavheji mapfupi kuenda ku zero uye inovhara mavheji marefu padhuze nehurefu hwekutanga, saka ukuru hunogona kuverengeka semukana apo kutarisisa (pose) kwakachengetedzwa.
Ramba uchidzidza
Mazano anoenderana
Mamwe madhairekitori akasarudzirwa nyaya iyi