从车载摄像头图像中识别雨天天气，以辅助驾驶员

IEEE Proceedings. Intelligent Vehicles Symposium, 2005. Pub Date : 2005-06-06 DOI:10.1109/IVS.2005.1505103

Hiroyuki Kurihata, Tomokazu Takahashi, I. Ide, Y. Mekada, H. Murase, Y. Tamatsu, T. Miyahara

{"title":"从车载摄像头图像中识别雨天天气，以辅助驾驶员","authors":"Hiroyuki Kurihata, Tomokazu Takahashi, I. Ide, Y. Mekada, H. Murase, Y. Tamatsu, T. Miyahara","doi":"10.1109/IVS.2005.1505103","DOIUrl":null,"url":null,"abstract":"We propose a weather recognition method from in-vehicle camera images that uses a subspace method to judge rainy weather by detecting raindrops on the windshield. \"Eigendrops\" represent the principal components extracted from raindrop images in the learning stage. Then the method detects raindrops by template matching. In experiments using actual video sequences, our method showed good detection ability of raindrops and promising results for rainfall judgment from detection results.","PeriodicalId":386189,"journal":{"name":"IEEE Proceedings. Intelligent Vehicles Symposium, 2005.","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2005-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"156","resultStr":"{\"title\":\"Rainy weather recognition from in-vehicle camera images for driver assistance\",\"authors\":\"Hiroyuki Kurihata, Tomokazu Takahashi, I. Ide, Y. Mekada, H. Murase, Y. Tamatsu, T. Miyahara\",\"doi\":\"10.1109/IVS.2005.1505103\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We propose a weather recognition method from in-vehicle camera images that uses a subspace method to judge rainy weather by detecting raindrops on the windshield. \\\"Eigendrops\\\" represent the principal components extracted from raindrop images in the learning stage. Then the method detects raindrops by template matching. In experiments using actual video sequences, our method showed good detection ability of raindrops and promising results for rainfall judgment from detection results.\",\"PeriodicalId\":386189,\"journal\":{\"name\":\"IEEE Proceedings. Intelligent Vehicles Symposium, 2005.\",\"volume\":\"14 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2005-06-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"156\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Proceedings. Intelligent Vehicles Symposium, 2005.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IVS.2005.1505103\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Proceedings. Intelligent Vehicles Symposium, 2005.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IVS.2005.1505103","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}

引用次数: 156

摘要

本文提出了一种基于车载摄像头图像的天气识别方法，该方法利用子空间方法通过检测挡风玻璃上的雨滴来判断下雨天气。“特征雨滴”表示在学习阶段从雨滴图像中提取的主成分。然后，该方法通过模板匹配来检测雨滴。在实际视频序列的实验中，我们的方法显示了良好的雨滴检测能力，并且从检测结果判断降雨的效果很好。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Rainy weather recognition from in-vehicle camera images for driver assistance

We propose a weather recognition method from in-vehicle camera images that uses a subspace method to judge rainy weather by detecting raindrops on the windshield. "Eigendrops" represent the principal components extracted from raindrop images in the learning stage. Then the method detects raindrops by template matching. In experiments using actual video sequences, our method showed good detection ability of raindrops and promising results for rainfall judgment from detection results.

求助全文

通过发布文献求助，成功后即可免费获取论文全文。去求助

来源期刊

IEEE Proceedings. Intelligent Vehicles Symposium, 2005.

自引率

0.00%

发文量