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RGBD Salient Object Detection via Deep Fusion
文献类型：期刊论文
| 作者 | Qu LQ(屈靓琼) ; He, Shengfeng; Zhang, Jiawei; Tian JD(田建东); Tang YD(唐延东); Yang, Qingxiong
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| 刊名 | IEEE Transactions on Image Processing
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| 出版日期 | 2017 |
| 卷号 | 26期号:5页码:2274-2285 |
| 关键词 | RGBD saliency detection convolutional neural network Laplacian propagation |
| ISSN号 | 1057-7149 |
| 产权排序 | 1 |
| 通讯作者 | He, Shengfeng |
| 中文摘要 | Numerous efforts have been made to design various low-level saliency cues for RGBD saliency detection, such as color and depth contrast features as well as background and color compactness priors. However, how these low-level saliency cues interact with each other and how they can be effectively incorporated to generate a master saliency map remain challenging problems. In this paper, we design a new convolutional neural network (CNN) to automatically learn the interaction mechanism for RGBD salient object detection. In contrast to existing works, in which raw image pixels are fed directly to the CNN, the proposed method takes advantage of the knowledge obtained in traditional saliency detection by adopting various flexible and interpretable saliency feature vectors as inputs. This guides the CNN to learn a combination of existing features to predict saliency more effectively, which presents a less complex problem than operating on the pixels directly. We then integrate a superpixel-based Laplacian propagation framework with the trained CNN to extract a spatially consistent saliency map by exploiting the intrinsic structure of the input image. Extensive quantitative and qualitative experimental evaluations on three data sets demonstrate that the proposed method consistently outperforms the state-of-the-art methods. |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000399396400015 |
| 源URL | [http://ir.sia.cn/handle/173321/20422]  |
| 专题 | 沈阳自动化研究所_机器人学研究室 |
| 推荐引用方式 GB/T 7714 | Qu LQ,He, Shengfeng,Zhang, Jiawei,et al. RGBD Salient Object Detection via Deep Fusion[J]. IEEE Transactions on Image Processing,2017,26(5):2274-2285. |
| APA | Qu LQ,He, Shengfeng,Zhang, Jiawei,Tian JD,Tang YD,&Yang, Qingxiong.(2017).RGBD Salient Object Detection via Deep Fusion.IEEE Transactions on Image Processing,26(5),2274-2285. |
| MLA | Qu LQ,et al."RGBD Salient Object Detection via Deep Fusion".IEEE Transactions on Image Processing 26.5(2017):2274-2285. |
入库方式： OAI收割
来源：沈阳自动化研究所
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