一种基于视觉注意的小目标检测方法 | |
佟新鑫![]() ![]() | |
刊名 | 计算机工程与应用
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2013 | |
卷号 | 49期号:12页码:125-128 |
关键词 | 视觉注意 小目标检测 显著图 图像分割 |
ISSN号 | 1002-8331 |
其他题名 | Small target detection method based on visual attention |
产权排序 | 1 |
中文摘要 | 为了方便而快速地在图像中标出目标,提出了一种基于视觉注意的小目标检测方法。该方法对Itti通用视觉注意计算模型作了改进,将目标检测过程分为亮目标检测和暗目标检测。其中亮目标检测采用了简化的Itti模型,暗目标检测主要采用侧抑制网络模型,将亮目标检测与暗目标检测各自生成的显著图合成得到最终的显著图。通过设定一阈值得到图像的预注意区域,采用模糊C-均值算法进行图像分割,以便相对完整地标出每个目标。结果表明,算法能够有效地检测待检测目标。 |
英文摘要 | A small target detection method based on visual attention is presented aiming at easily and quickly marking the targets in the image. In this method, Itti' s common visual attention computational model has been improved and the target detection process is divided into bright target detection and dark target detection. In bright target detection, a simplified Itti' s model is put to use, and in dark target detection, this paper mainly builds a lateral inhibition network model. It can synthetize the two saliency maps formed in bright target detection and dark target detection to get the final saliency map. After that a threshold is set to get the pre-attention region in the image. In order to mark each target relatively integral, fuzzy C-means algorithm is used for image segmentation. It shows that the proposed algorithm can detect the targets to be detected effectively. |
收录类别 | CSCD |
语种 | 中文 |
CSCD记录号 | CSCD:4849697 |
公开日期 | 2013-10-05 |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.ac.cn/handle/173321/12525] ![]() |
专题 | 沈阳自动化研究所_光电信息技术研究室 |
推荐引用方式 GB/T 7714 | 佟新鑫,朱丹. 一种基于视觉注意的小目标检测方法[J]. 计算机工程与应用,2013,49(12):125-128. |
APA | 佟新鑫,&朱丹.(2013).一种基于视觉注意的小目标检测方法.计算机工程与应用,49(12),125-128. |
MLA | 佟新鑫,et al."一种基于视觉注意的小目标检测方法".计算机工程与应用 49.12(2013):125-128. |
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