{"title":"Solar Image Hashing by Intermediate Descriptor and Autoencoder","authors":"Rafał Grycuk, R. Scherer","doi":"10.1109/IJCNN52387.2021.9533490","DOIUrl":null,"url":null,"abstract":"The Solar Dynamics Observatory delivers data concerning various aspects of the Sun activity. Its Atmospheric Imaging Assembly, performs continuous full-disk observations of the solar chromosphere and corona in seven extreme ultraviolet channels with the 12-second cadence of high-resolution, over 16-megapixel images. In the paper, we create a fast, concise hash to retrieve similar solar images in this vast collection. We use a fully convolutional autoencoder along with a hand-crafted intermediate descriptor.","PeriodicalId":396583,"journal":{"name":"2021 International Joint Conference on Neural Networks (IJCNN)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Joint Conference on Neural Networks (IJCNN)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IJCNN52387.2021.9533490","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The Solar Dynamics Observatory delivers data concerning various aspects of the Sun activity. Its Atmospheric Imaging Assembly, performs continuous full-disk observations of the solar chromosphere and corona in seven extreme ultraviolet channels with the 12-second cadence of high-resolution, over 16-megapixel images. In the paper, we create a fast, concise hash to retrieve similar solar images in this vast collection. We use a fully convolutional autoencoder along with a hand-crafted intermediate descriptor.