一种基于边缘能量图像的目标检测方法

Q4 Physics and Astronomy
马勤勇 Ma Qinyong, 聂栋栋 Nie Dongdong
{"title":"一种基于边缘能量图像的目标检测方法","authors":"马勤勇 Ma Qinyong, 聂栋栋 Nie Dongdong","doi":"10.3788/GXJS20144001.0040","DOIUrl":null,"url":null,"abstract":"Object detection is often affected by object deformation and edge discontinuity.A new object detection approach is proposed to reduce the effects based on edge energy image.Edge energy image gives the possibility of the existence of object's edge to some extent,which is easy to be calculated and has good robustness.Edge energy images of model and test image are generated from edge pixels extracted from images.Based on multiple resolutions sliding window,the region of the testing edge energy image which is most similar to the model edge energy image is chosen as the detect result.Object's contour is located rapidly based on edge energy image.The test results confirm that the proposed algorithm achieves fine detection rate with fast speed.","PeriodicalId":35591,"journal":{"name":"光学技术","volume":"19 1","pages":"40-44"},"PeriodicalIF":0.0000,"publicationDate":"2014-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"An object detection approach based on edge energy image\",\"authors\":\"马勤勇 Ma Qinyong, 聂栋栋 Nie Dongdong\",\"doi\":\"10.3788/GXJS20144001.0040\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Object detection is often affected by object deformation and edge discontinuity.A new object detection approach is proposed to reduce the effects based on edge energy image.Edge energy image gives the possibility of the existence of object's edge to some extent,which is easy to be calculated and has good robustness.Edge energy images of model and test image are generated from edge pixels extracted from images.Based on multiple resolutions sliding window,the region of the testing edge energy image which is most similar to the model edge energy image is chosen as the detect result.Object's contour is located rapidly based on edge energy image.The test results confirm that the proposed algorithm achieves fine detection rate with fast speed.\",\"PeriodicalId\":35591,\"journal\":{\"name\":\"光学技术\",\"volume\":\"19 1\",\"pages\":\"40-44\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"光学技术\",\"FirstCategoryId\":\"1089\",\"ListUrlMain\":\"https://doi.org/10.3788/GXJS20144001.0040\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"Physics and Astronomy\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"光学技术","FirstCategoryId":"1089","ListUrlMain":"https://doi.org/10.3788/GXJS20144001.0040","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Physics and Astronomy","Score":null,"Total":0}
引用次数: 0

摘要

目标检测经常受到目标变形和边缘不连续性的影响。提出了一种新的基于边缘能量图像的目标检测方法。边缘能量图像在一定程度上给出了目标边缘存在的可能性,易于计算,具有较好的鲁棒性。从图像中提取边缘像素,生成模型图像和测试图像的边缘能量图像。基于多分辨率滑动窗口,选择与模型边缘能量图像最相似的测试边缘能量图像区域作为检测结果。利用边缘能量图像快速定位目标轮廓。测试结果表明,该算法具有较快的检测速度和较好的检测率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An object detection approach based on edge energy image
Object detection is often affected by object deformation and edge discontinuity.A new object detection approach is proposed to reduce the effects based on edge energy image.Edge energy image gives the possibility of the existence of object's edge to some extent,which is easy to be calculated and has good robustness.Edge energy images of model and test image are generated from edge pixels extracted from images.Based on multiple resolutions sliding window,the region of the testing edge energy image which is most similar to the model edge energy image is chosen as the detect result.Object's contour is located rapidly based on edge energy image.The test results confirm that the proposed algorithm achieves fine detection rate with fast speed.
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
光学技术
光学技术 Physics and Astronomy-Atomic and Molecular Physics, and Optics
CiteScore
0.60
自引率
0.00%
发文量
6699
期刊介绍:
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信