Optics and Precision Engineering, Volume. 30, Issue 10, 1217(2022)
Single-image translation based on multi-scale dense feature fusion
Figures & Tables(8)
Fig. 5. Experimental results of our model on object translation task
Table 1. Experiment evaluation by SIFID， SSIM and PSNR
View tableView in ArticleTable 1. Experiment evaluation by SIFID， SSIM and PSNR
Method Horse2Zebra Monet2Photo GrumpifyCat SIFID SSIM PSNR SIFID SSIM PSNR SIFID SSIM PSNR CycleGAN 3.51 0.47 14.52 0.31 0.73 16.67 958.75 0.09 9.15 SinGAN 28.56 0.38 8.72 618.96 0.24 14.69 946.54 0.29 14.61 TuiGAN 2.53 0.42 12.69 0.52 0.41 12.18 0.68 0.61 16.36 Ours 1.78 0.52 16.23 0.36 0.54 13.33 0.54 0.81 18.84
Table 2. Ablation experiments evaluation by SIFID， SSIM and PSNR
View tableView in ArticleTable 2. Ablation experiments evaluation by SIFID， SSIM and PSNR
Ablation Horse2Zebra Monet2Photo GrumpifyCat SIFID SSIM PSNR SIFID SSIM PSNR SIFID SSIM PSNR Ⅰ 2.34 0.35 13.68 0.57 0.41 12.16 0.81 0.61 15.75 Ⅱ 1.93 0.42 14.69 0.45 0.41 11.87 0.68 0.68 16.96 Ⅲ 3.53 0.23 12.39 1.79 0.27 10.34 2.86 0.22 14.09 Ⅳ 4.16 0.27 11.86 2.16 0.21 9.29 3.61 0.34 13.52 Ⅴ 1.84 0.48 15.97 0.39 0.49 12.85 0.59 0.78 18.74 Ours 1.78 0.52 16.23 0.36 0.54 13.33 0.54 0.81 18.84
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Qihang LI, Long FENG, Qing YANG, Yu WANG, Guohua GENG. Single-image translation based on multi-scale dense feature fusion[J]. Optics and Precision Engineering, 2022, 30(10): 1217
Paper Information
Category: Information Sciences
Received: Dec. 22, 2021
Accepted: --
Published Online: Jun. 1, 2022
The Author Email: GENG Guohua (1925995331@qq.com)
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