Chinese Journal of Liquid Crystals and Displays, Volume. 37, Issue 10, 1345(2022)
Light field reconstruction based on spatial-angular decouple and fuse network
Fig. 4. Reconstruction results of synthetic light field data set by different methods
Fig. 5. Reconstruction results of real-world data sets by different methods
Table 1. PSNR（dB）/SSIM of different methods over HCI datasets
View tableView in ArticleTable 1. PSNR（dB）/SSIM of different methods over HCI datasets
Light field Data type Kalantari et al.［ 16 ］Wu et al.［ 18 ］Jin et al.［ 17 ］Ours Avg. over 4 light fields 25.32/0.759 29.05/0.828 34.60/0.937 35.60/0.950 bedroom Synthetic 28.93/0.835 33.73/0.907 41.98/0.975 42.65/0.978 bicycle Synthetic 24.65/0.795 29.94/0.878 34.03/0.954 35.51/0.966 dishes Synthetic 22.87/0.740 24.19/0.770 32.76/0.882 32.84/0.894 herbs Synthetic 24.84/0.665 28.36/0.755 29.63/0.938 31.38/0.960
Table 2. PSNR（dB）/SSIM of different methods over HCI old datasets
View tableView in ArticleTable 2. PSNR（dB）/SSIM of different methods over HCI old datasets
Light field Data type Kalantari et al.［ 16 ］Wu et al.［ 18 ］Jin et al.［ 17 ］Ours Avg. over 5 light fields 27.24/0.845 36.83/0.915 40.84/0.960 41.52/0.961 buddha Synthetic 29.70/0.908 40.92/0.980 45.65/0.991 47.16/0.993 buddha2 Synthetic 27.64/0.882 37.86/0.965 41.48/0.975 42.02/0.977 monasroom Synthetic 28.89/0.902 41.09/0.984 45.88/0.990 46.71/0.992 papillon Synthetic 28.66/0.887 41.98/0.980 45.51/0.987 46.19/0.989 stillLife Synthetic 21.32/0.645 22.29/0.664 25.67/0.854 25.53/0.852
Table 3. PSNR（dB）/SSIM of different methods over 30 scenes datasets
View tableView in ArticleTable 3. PSNR（dB）/SSIM of different methods over 30 scenes datasets
Light field Data type Kalantari et al.［ 16 ］Wu et al.［ 18 ］Jin et al.［ 17 ］Ours Avg. over 30 light fields 27.81/0.858 38.10/0.961 41.47/0.983 42.07/0.985 Flower1 Real-world 23.17/0.844 33.97/0.970 37.42/0.983 37.95/0.987 Flower2 Real-world 22.48/0.811 33.17/0.961 36.52/0.981 36.94/0.983 IMG1324 Real-world 35.36/0.955 47.17/0.989 49.85/0.990 50.07/0.991 IMG1328 Real-world 31.85/0.892 41.93/0.976 44.99/0.985 45.57/0.986 IMG1528 Real-world 22.03/0.799 23.67/0.825 31.67/0.964 33.65/0.973 IMG1541 Real-world 23.11/0.757 24.94/0.830 35.56/0.973 36.78/0.980
Table 4. Ablation experiments of different modules
View tableView in ArticleTable 4. Ablation experiments of different modules
HCI HCI old 30 scenes Single branch 34.60/0.937 40.84/0.960 41.47/0.983 Multi branches 34.96/0.941 41.02/0.960 41.65/0.984 Multi branches + SADFM 35.60/0.950 41.52/0.961 42.07/0.985
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Hong-ji ZHANG, Hui-ping DENG, Sen XIANG, Jin WU. Light field reconstruction based on spatial-angular decouple and fuse network[J]. Chinese Journal of Liquid Crystals and Displays, 2022, 37(10): 1345
Category: Research Articles
Received: Apr. 11, 2022
Accepted: --
Published Online: Oct. 10, 2022
The Author Email: Hui-ping DENG (denghuiping@wust.edu.cn)
