Content-aware dynamic filter salient object detection network in multispectral polarimetric imagery

doi:10.1016/j.ijleo.2022.169944

CIOMP OpenIR

	Content-aware dynamic filter salient object detection network in multispectral polarimetric imagery
	S. N. Gao; X. B. Yang; L. Jiang; Z. M. Tu; M. Wu and Z. Q. Fu
	2022
发表期刊	Optik
ISSN	0030-4026
卷号	269 页码:17
摘要	Salient object detection (SOD) is widely applied in image segmentation, image fusion, and adaptive compression. However, the SOD of visible images in complex scenes remains a promi-nent problem due to the lack of low-level features. To solve this problem, a Content-aware Dy-namic Filter salient object detection Network using visible and polarized mask images is proposed. It can use the prior information on polarization dimension to guide the SOD of visual features. First, to extract information from the MSPI, a salient polarization mask M composed of three channels is generated. Secondly, deep fused features of the M and RGB images are generated by Encoder and DenseNet fusion structures with receptive fields. Finally, the fused features guide the decoder to generate saliency maps through the content-aware dynamic filtering model. The indexes of the salient object detection results given in this paper are superior to the state-of-the-art algorithms, especially for objects in dim, low contrast, or high transparency and other complex scenarios.
DOI	10.1016/j.ijleo.2022.169944
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收录类别	sci ; ei
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/66488
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	S. N. Gao,X. B. Yang,L. Jiang,et al. Content-aware dynamic filter salient object detection network in multispectral polarimetric imagery[J]. Optik,2022,269:17.
APA	S. N. Gao,X. B. Yang,L. Jiang,Z. M. Tu,&M. Wu and Z. Q. Fu.(2022).Content-aware dynamic filter salient object detection network in multispectral polarimetric imagery.Optik,269,17.
MLA	S. N. Gao,et al."Content-aware dynamic filter salient object detection network in multispectral polarimetric imagery".Optik 269(2022):17.

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