{"title":"Color image classification on neuromorphic system using reinforcement learning","authors":"Junhee Park, Sumin Jo, Jungwon Lee, Wookyung Sun","doi":"10.1109/ICEIC49074.2020.9051310","DOIUrl":null,"url":null,"abstract":"Neuromorphic hardware system has been studied based on binary monochromatic numerical data. In this study, the input to neuromorphic hardware systems uses binary color images rather than monochrome. Color image classification is implemented using reinforcement learning. In addition, the smaller degree of freedom of synaptic weights is experimented to implement a binary neuromorphic hardware system. More complicated color image classification can be developed with this study.","PeriodicalId":271345,"journal":{"name":"2020 International Conference on Electronics, Information, and Communication (ICEIC)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 International Conference on Electronics, Information, and Communication (ICEIC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICEIC49074.2020.9051310","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
Neuromorphic hardware system has been studied based on binary monochromatic numerical data. In this study, the input to neuromorphic hardware systems uses binary color images rather than monochrome. Color image classification is implemented using reinforcement learning. In addition, the smaller degree of freedom of synaptic weights is experimented to implement a binary neuromorphic hardware system. More complicated color image classification can be developed with this study.