Tag: глубокое обучение

Research of the capsule neural networks as new approach to image recognition problem solution

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. Research of the capsule neural networks as new approach to image recognition problem solution//Science online: International Scientific e-zine - 2018. - №8. - https://nauka-online.com/en/publications/information-technology/2018/8/issledovanie-kapsulnyh-nejronnyh-setej-kak-novogo-podhoda-k-resheniyu-zadachi-po-raspoznavaniyu-izobrazhenij-2/

Annotation: The main idea of ​​this work is based on the new concept of capsule neural networks presented by researcher Jeffrey Hinton in 2017. It was carried out the detailed research of basic capsules idea, mathematical component and architecture of capsule networks. The solid conclusions were done about their main advantages and disadvantages in comparison to classical convolutional networks.

Analysis of the basic problems of convolutional neural networks in image recognition problem solution

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Bibliographic description of the article for the citation:

. Analysis of the basic problems of convolutional neural networks in image recognition problem solution//Science online: International Scientific e-zine - 2018. - №8. - https://nauka-online.com/en/publications/information-technology/2018/8/analiz-osnovnyh-problem-svyortochnyh-nejronnyh-setej-pri-reshenii-zadachi-po-raspoznavaniyu-izobrazhenij/

Annotation: The paper investigates the revealed problems in modern convolutional neural networks in the image recognition. It was carried out an analysis of basic principles and architectural components of convolutional networks. It was substantiated the necessity of creating a new type of routing between network layers instead of the existing pooling method.

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