{"title":"电动轮椅高级驾驶辅助系统的图像分类","authors":"Masahiro Yamawaki, Kousuke Matsushima","doi":"10.1109/LifeTech53646.2022.9754888","DOIUrl":null,"url":null,"abstract":"Demands for welfare equipment such as electric wheelchairs are increasing in Japan, because of traffic accidents by the elderly. In the field of automobiles, the safety driving supports have been researched in many divergences. However, in the field of electric wheelchairs, not advanced too much. In this study, we propose a method of machine learning by Self-Supervised Learning (SSL) and a method of image classification according to the results, using actual sidewalk images as a machine learning dataset, to Advanced Driving Assistant System (ADAS) of electric wheelchairs.","PeriodicalId":297484,"journal":{"name":"2022 IEEE 4th Global Conference on Life Sciences and Technologies (LifeTech)","volume":"2019 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Image Classification for Advanced Driving Assistant System in Electric Wheelchair\",\"authors\":\"Masahiro Yamawaki, Kousuke Matsushima\",\"doi\":\"10.1109/LifeTech53646.2022.9754888\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Demands for welfare equipment such as electric wheelchairs are increasing in Japan, because of traffic accidents by the elderly. In the field of automobiles, the safety driving supports have been researched in many divergences. However, in the field of electric wheelchairs, not advanced too much. In this study, we propose a method of machine learning by Self-Supervised Learning (SSL) and a method of image classification according to the results, using actual sidewalk images as a machine learning dataset, to Advanced Driving Assistant System (ADAS) of electric wheelchairs.\",\"PeriodicalId\":297484,\"journal\":{\"name\":\"2022 IEEE 4th Global Conference on Life Sciences and Technologies (LifeTech)\",\"volume\":\"2019 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-03-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE 4th Global Conference on Life Sciences and Technologies (LifeTech)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/LifeTech53646.2022.9754888\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 4th Global Conference on Life Sciences and Technologies (LifeTech)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/LifeTech53646.2022.9754888","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Image Classification for Advanced Driving Assistant System in Electric Wheelchair
Demands for welfare equipment such as electric wheelchairs are increasing in Japan, because of traffic accidents by the elderly. In the field of automobiles, the safety driving supports have been researched in many divergences. However, in the field of electric wheelchairs, not advanced too much. In this study, we propose a method of machine learning by Self-Supervised Learning (SSL) and a method of image classification according to the results, using actual sidewalk images as a machine learning dataset, to Advanced Driving Assistant System (ADAS) of electric wheelchairs.