Sky detection in hazy image
文献类型：期刊论文
| 作者 | Song YC(宋颖超); Luo HB(罗海波); Chang Z(常铮); Hui B(惠斌); Ma JK(马俊凯); Xu ZG(徐志刚) ; Liu Y(刘洋); Liu Y(刘洋); Liu Y(刘洋)
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| 刊名 | Sensors (Switzerland)
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| 出版日期 | 2018 |
| 卷号 | 18期号:4页码:1-18 |
| 关键词 | sky detection sky labeling haze-relevant features perceptual hazy density imbalance classifier HazySky |
| ISSN号 | 1424-8220 |
| 产权排序 | 1 |
| 通讯作者 | Song YC(宋颖超) |
| 中文摘要 | Sky detection plays an essential role in various computer vision applications. Most existing sky detection approaches, being trained on ideal dataset, may lose efficacy when facing unfavorable conditions like the effects of weather and lighting conditions. In this paper, a novel algorithm for sky detection in hazy images is proposed from the perspective of probing the density of haze. We address the problem by an image segmentation and a region-level classification. To characterize the sky of hazy scenes, we unprecedentedly introduce several haze-relevant features that reflect the perceptual hazy density and the scene depth. Based on these features, the sky is separated by two imbalance SVM classifiers and a similarity measurement. Moreover, a sky dataset (named HazySky) with 500 annotated hazy images is built for model training and performance evaluation. To evaluate the performance of our method, we conducted extensive experiments both on our HazySky dataset and the SkyFinder dataset. The results demonstrate that our method performs better on the detection accuracy than previous methods, not only under hazy scenes, but also under other weather conditions. |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000435574800132 |
| 源URL | [http://ir.sia.cn/handle/173321/21855]  |
| 专题 | 沈阳自动化研究所_装备制造技术研究室 |
| 作者单位 | 1.Key Laboratory of Opto-Electronic Information Processing, Chinese Academy of Sciences, Shenyang 110016, China 2.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 3.University of Chinese Academy of Sciences, Beijing 100049, China |
| 推荐引用方式 GB/T 7714 | Song YC,Luo HB,Chang Z,et al. Sky detection in hazy image[J]. Sensors (Switzerland),2018,18(4):1-18. |
| APA | Song YC.,Luo HB.,Chang Z.,Hui B.,Ma JK.,...&刘洋.(2018).Sky detection in hazy image.Sensors (Switzerland),18(4),1-18. |
| MLA | Song YC,et al."Sky detection in hazy image".Sensors (Switzerland) 18.4(2018):1-18. |
入库方式： OAI收割
来源：沈阳自动化研究所
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