{"title":"使用机器学习算法的交通标志检测","authors":"Yugam Bajaj and Shallu Bashambu","doi":"10.46501/ijmtst061119","DOIUrl":null,"url":null,"abstract":"With the rapid advancement and developments in the Automobile industry, that day is not far when each\nof us would be owning their own Autonomous Vehicle. Although manufacturing of a full proof Autonomous\nVehicle has its own fair share of challenges. The main challenge that lies in front of us, is imbibing the latest\ntechnologies and advancements into the conventional vehicles we already have. This paper discusses one\nsuch technology that we can incorporate in our vehicle, to direct the Conventional Vehicle into becoming an\nAutonomous Vehicle in future. The user would be able to classify Traffic Signs on Road, which would help\nhim/her to understand what that sign signifies, i.e. what rules the driver must follow while driving on that\nparticular road.\nWe use Machine Learning Classification Algorithms like k-Nearest Neighbors, Random Forest and Support\nVector Machine on our dataset, to compute the best accuracies in the process as well.","PeriodicalId":277149,"journal":{"name":"November 2020","volume":"44 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Traffic Signs Detection Using Machine Learning\\nAlgorithms\",\"authors\":\"Yugam Bajaj and Shallu Bashambu\",\"doi\":\"10.46501/ijmtst061119\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"With the rapid advancement and developments in the Automobile industry, that day is not far when each\\nof us would be owning their own Autonomous Vehicle. Although manufacturing of a full proof Autonomous\\nVehicle has its own fair share of challenges. The main challenge that lies in front of us, is imbibing the latest\\ntechnologies and advancements into the conventional vehicles we already have. This paper discusses one\\nsuch technology that we can incorporate in our vehicle, to direct the Conventional Vehicle into becoming an\\nAutonomous Vehicle in future. The user would be able to classify Traffic Signs on Road, which would help\\nhim/her to understand what that sign signifies, i.e. what rules the driver must follow while driving on that\\nparticular road.\\nWe use Machine Learning Classification Algorithms like k-Nearest Neighbors, Random Forest and Support\\nVector Machine on our dataset, to compute the best accuracies in the process as well.\",\"PeriodicalId\":277149,\"journal\":{\"name\":\"November 2020\",\"volume\":\"44 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-11-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"November 2020\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.46501/ijmtst061119\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"November 2020","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.46501/ijmtst061119","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Traffic Signs Detection Using Machine Learning
Algorithms
With the rapid advancement and developments in the Automobile industry, that day is not far when each
of us would be owning their own Autonomous Vehicle. Although manufacturing of a full proof Autonomous
Vehicle has its own fair share of challenges. The main challenge that lies in front of us, is imbibing the latest
technologies and advancements into the conventional vehicles we already have. This paper discusses one
such technology that we can incorporate in our vehicle, to direct the Conventional Vehicle into becoming an
Autonomous Vehicle in future. The user would be able to classify Traffic Signs on Road, which would help
him/her to understand what that sign signifies, i.e. what rules the driver must follow while driving on that
particular road.
We use Machine Learning Classification Algorithms like k-Nearest Neighbors, Random Forest and Support
Vector Machine on our dataset, to compute the best accuracies in the process as well.