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Depth-Quality-Aware Salient Object Detection

delete2021-01-01
delete80
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OA
AI
C
Chenglizhao Chen
J
Jipeng Wei
C
Chong Peng *
H
Hong Qin
DOI:10.1109/TIP.2021.3052069delete
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摘要

摘要

En 中文
The existing fusion-based RGB-D salient object detection methods usually adopt the bistream structure to strike a balance in the fusion trade-off between RGB and depth (D). While the D quality usually varies among the scenes, the state-of-the-art bistream approaches are depth-quality-unaware, resulting in substantial difficulties in achieving complementary fusion status between RGB and D and leading to poor fusion results for low-quality D. Thus, this paper attempts to integrate a novel depth-quality-aware subnet into the classic bistream structure in order to assess the depth quality prior to conducting the selective RGB-D fusion. Compared to the SOTA bistream methods, the major advantage of our method is its ability to lessen the importance of the low-quality, no-contribution, or even negative-contribution D regions during RGB-D fusion, achieving a much improved complementary status between RGB and D. Our source code and data are available online at https://github.com/qdu1995/DQSD.
Keyword:
Object detection
Feature extraction
Streaming media
Training
Deep learning
Computational modeling
Task analysis
RGB-D salient object detection
weakly supervised learning
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期刊

IEEE Transactions on Image Processing 封面图
IEEE Transactions on Image Processing
IF:
13.7
论文数:
1.0W
被引数:
8.4W

机构

Q
Qingdao University
学者数:
3.1W
论文数: 2.1W
被引数: 3.7W
S
state university of new york (suny) system
学者数:
6.5W
论文数: 5.8W
被引数: 65
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