{"title":"基于深度学习网络的自动驾驶汽车图像识别研究","authors":"Jin Liu","doi":"10.1109/ISCTT51595.2020.00007","DOIUrl":null,"url":null,"abstract":"Recently, autonomous driving car is a hot area of research and the image recognition technology is one of the key technologies for autonomous driving cars to drive safely on the road. With the development of times and technology, deep learning has been widely applied in image recognition technology, and it plays an important role in this field. In this paper, the development of image recognition technology in autonomous driving cars and deep learning are introduced. Different models of deep learning networks, such as Deep Neural Network (DNN), Recurrent Neural Network (RNN) and Convolutional Neural Network (CNN) are also analyzed. In addition, the theoretical basis of deep learning in image recognition are summarized and the applications of deep learning in image recognition are carried out. Finally, the paper will look into the future development of autonomous vehicles and the future of image recognition technology. It is concluded that, image recognition system, based on deep learning network has been widely used in autonomous driving cars at present, and it has a prospective future for further development.","PeriodicalId":178054,"journal":{"name":"2020 5th International Conference on Information Science, Computer Technology and Transportation (ISCTT)","volume":"83 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Survey of the Image Recognition Based on Deep Learning Network for Autonomous Driving Car\",\"authors\":\"Jin Liu\",\"doi\":\"10.1109/ISCTT51595.2020.00007\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Recently, autonomous driving car is a hot area of research and the image recognition technology is one of the key technologies for autonomous driving cars to drive safely on the road. With the development of times and technology, deep learning has been widely applied in image recognition technology, and it plays an important role in this field. In this paper, the development of image recognition technology in autonomous driving cars and deep learning are introduced. Different models of deep learning networks, such as Deep Neural Network (DNN), Recurrent Neural Network (RNN) and Convolutional Neural Network (CNN) are also analyzed. In addition, the theoretical basis of deep learning in image recognition are summarized and the applications of deep learning in image recognition are carried out. Finally, the paper will look into the future development of autonomous vehicles and the future of image recognition technology. It is concluded that, image recognition system, based on deep learning network has been widely used in autonomous driving cars at present, and it has a prospective future for further development.\",\"PeriodicalId\":178054,\"journal\":{\"name\":\"2020 5th International Conference on Information Science, Computer Technology and Transportation (ISCTT)\",\"volume\":\"83 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 5th International Conference on Information Science, Computer Technology and Transportation (ISCTT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISCTT51595.2020.00007\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 5th International Conference on Information Science, Computer Technology and Transportation (ISCTT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISCTT51595.2020.00007","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Survey of the Image Recognition Based on Deep Learning Network for Autonomous Driving Car
Recently, autonomous driving car is a hot area of research and the image recognition technology is one of the key technologies for autonomous driving cars to drive safely on the road. With the development of times and technology, deep learning has been widely applied in image recognition technology, and it plays an important role in this field. In this paper, the development of image recognition technology in autonomous driving cars and deep learning are introduced. Different models of deep learning networks, such as Deep Neural Network (DNN), Recurrent Neural Network (RNN) and Convolutional Neural Network (CNN) are also analyzed. In addition, the theoretical basis of deep learning in image recognition are summarized and the applications of deep learning in image recognition are carried out. Finally, the paper will look into the future development of autonomous vehicles and the future of image recognition technology. It is concluded that, image recognition system, based on deep learning network has been widely used in autonomous driving cars at present, and it has a prospective future for further development.