ETALON IMAGES: UNDERSTANDING THE CONVOLUTION NEURAL NETWORKS

In this paper we propose a new technic called etalons, which allows us to interpret the way how convolution network makes its predictions. This mechanism is very similar to voting among different experts. Thereby CNN could be interpreted as a variety of experts, but it acts not like a sum or product...

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Bibliographic Details
Main Authors: V. V. Molchanov, B. V. Vishnyakov, V. S. Gorbatsevich, Y. V. Vizilter
Format: Article
Language:English
Published: Copernicus Publications 2018-05-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2/707/2018/isprs-archives-XLII-2-707-2018.pdf