Chinese Journal of Liquid Crystals and Displays, Volume. 38, Issue 5, 644(2023)
Edge-guided light field image saliency detection
Fig. 8. Comparison of the PR curves of different algorithms in the DUT-LF and LFSD data set
Fig. 9. Comparison of visual results of different algorithms in the DUT-LF dataset
Fig. 10. Comparison of visual results of different algorithms on the LFSD data set
Table 1. Comparison of the index results of different algorithms in the DUT-LF data set and LFSD data set
View tableView in ArticleTable 1. Comparison of the index results of different algorithms in the DUT-LF data set and LFSD data set
DUT-LF LFSD 算法 F-measure MAE S-measure E-measure F-measure MAE S-measure E-measure LFS 0.484 0.240 0.563 0.728 0.740 0.208 0.680 0.771 RDFD 0.599 0.191 0.658 0.774 0.802 0.136 0.786 0.834 FPM 0.619 0.142 0.675 0.745 0.800 0.134 0.791 0.839 EgNet 0.864 0.062 0.870 0.911 0.743 0.135 0.762 0.791 DSS 0.728 0.128 0.764 0.827 0.644 0.190 0.677 0.749 S2MA 0.753 0.102 0.787 0.816 0.803 0.094 0.837 0.863 MAC 0.717 0.092 0.752 0.789 0.793 0.118 0.789 0.839 MOLF 0.843 0.052 0.887 0.923 0.819 0.088 0.886 0.831 LFNet 0.833 0.055 0.878 0.913 0.805 0.092 0.820 0.882 ERNet 0.903 0.040 0.898 0.946 0.825 0.085 0.822 0.885 PANeT 0.892 0.042 0.897 0.941 0.853 0.080 0.842 0.882 Ours 0.88 0.046 0.888 0.923 0.823 0.077 0.867 0.876
Table 2. Ablation experiments with different modules
View tableView in ArticleTable 2. Ablation experiments with different modules
网络结构 DUT-LF LFSD MAE F-measure MAE F-measure 基本网络 0.058 0.781 0.705 0.763 基本网络+边缘图+主体图 0.051 0.855 0.759 0.798 基本网络+边缘增强图+主体图 0.049 0.871 0.079 0.802 基本网络+主体图+边缘增强图+交叉熵损失函数 0.047 0.879 0.079 0.810 基本网络+主体图+边缘增强图+混合损失函数 0.046 0.88 0.077 0.823
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Xiao LIANG, Hui-ping DENG, Sen XIANG, Jin WU. Edge-guided light field image saliency detection[J]. Chinese Journal of Liquid Crystals and Displays, 2023, 38(5): 644
Category: Research Articles
Received: Jul. 11, 2022
Accepted: --
Published Online: Jul. 4, 2023
The Author Email: Hui-ping DENG (denghuiping@wust.edu.cn)
