Table 1 PSNR valves in dB for testing image by different algorithms at the ratio MR=0.25,0.1,0.04, and 0.01
From: Cascaded reconstruction network for compressive image sensing
Image name | Algorithm | PSNR (without applying BM3D/with using BM3D) | |||
|---|---|---|---|---|---|
MR=0.25 | MR=0.10 | MR=0.04 | MR=0.01 | ||
Barbara | TVAL3 | 24.19 / 24.20 | 21.88 / 22.21 | 18.98 / 18.98 | 11.94 / 11.96 |
D-AMP | 25.08 / 25.96 | 21.23 / 21.23 | 16.37 / 16.37 | 5.48 / 5.48 | |
ReconNet | 23.25 / 23.52 | 21.89 / 22.50 | 20.38 / 21.02 | 18.61 / 19.08 | |
DR2-Net | 25.77 / 25.99 | 22.69 / 22.82 | 20.70 / 21.30 | 18.65 / 19.10 | |
CSRNet | 26.17 / 26.34 | 22.94 / 22.95 | 21.27 / 21.49 | 19.10 / 19.21 | |
ASRNet | 26.30 / 26.43 | 24.34 / 24.35 | 23.48 / 23.54 | 21.40 / 21.52 | |
Fingerprint | TVAL3 | 22.70 / 22.71 | 18.69 / 18.70 | 16.04 / 16.05 | 10.35 / 10.37 |
D-AMP | 25.17 / 23.87 | 17.15 / 16.88 | 13.82 / 14.00 | 4.66 / 4.73 | |
ReconNet | 25.57 / 25.13 | 20.75 / 20.97 | 16.91 / 16.96 | 14.82 / 14.88 | |
DR2-Net | 27.65 / 27.75 | 22.03 / 22.45 | 17.40 / 17.47 | 14.73 / 14.95 | |
CSRNet | 27.22 / 27.49 | 21.64 / 21.91 | 17.59 / 17.68 | 15.11 / 15.18 | |
ASRNet | 28.82 / 29.23 | 26.25 / 26.83 | 20.98 / 21.45 | 16.20 / 16.21 | |
Flinstones | TVAL3 | 24.05 / 24.07 | 18.88 / 18.92 | 14.88 / 14.91 | 9.75 / 9.77 |
D-AMP | 25.02 / 24.45 | 16.94 / 16.82 | 12.93 / 13.09 | 4.33 / 4.34 | |
ReconNet | 22.45 / 22.59 | 18.92 / 19.18 | 16.30 / 16.56 | 13.96 / 14.08 | |
DR2-Net | 26.19 / 26.77 | 21.09 / 21.46 | 16.93 / 17.05 | 14.01 / 14.18 | |
CSRNet | 25.46 / 25.47 | 20.52 / 20.82 | 17.29 / 17.41 | 14.32 / 14.39 | |
ASRNet | 26.93 / 27.40 | 24.01 / 24.56 | 19.78 / 20.08 | 16.30 / 16.39 | |
Lena | TVAL3 | 28.67 / 28.71 | 24.16 / 24.18 | 19.46 / 19.47 | 11.87 / 11.89 |
D-AMP | 28.00 / 27.41 | 22.51 / 22.47 | 16.52 / 16.86 | 5.73 / 5.96 | |
ReconNet | 26.54 / 26.53 | 23.83 / 24.47 | 21.28 / 21.82 | 17.87 / 18.05 | |
DR2-Net | 29.42 / 29.63 | 25.39 / 25.77 | 22.13 / 22.73 | 17.97 / 18.40 | |
CSRNet | 29.55 / 29.70 | 25.72 / 25.97 | 22.89 / 23.17 | 19.11 / 19.20 | |
ASRNet | 30.65 / 30.89 | 28.54 / 28.78 | 25.74 / 25.93 | 21.74 / 21.93 | |
Monarch | TVAL3 | 27.77 / 27.77 | 21.16 / 21.25 | 16.73 / 16.73 | 11.09 / 11.11 |
D-AMP | 26.39 / 26.55 | 19.00 / 18.96 | 14.57 / 14.57 | 6.20 / 6.20 | |
ReconNet | 24.31 / 25.06 | 21.10 / 21.51 | 18.19 / 18.32 | 15.39 / 15.49 | |
DR2-Net | 27.95 / 28.31 | 23.10 / 23.56 | 18.93 / 19.23 | 15.33 / 15.50 | |
CSRNet | 27.98 / 28.37 | 22.99 / 23.25 | 19.41 / 19.60 | 15.42 / 15.46 | |
ASRNet | 29.29 / 29.60 | 27.17 / 27.50 | 23.23 / 23.49 | 17.74 / 17.85 | |
Parrots | TVAL3 | 27.17 / 27.24 | 23.13 / 23.16 | 18.88 / 18.90 | 11.44 / 11.46 |
D-AMP | 26.86 / 26.99 | 21.64 / 21.64 | 15.78 / 15.78 | 5.09 / 5.09 | |
ReconNet | 25.59 / 26.22 | 22.63 / 23.23 | 20.27 / 21.06 | 17.63 / 18.30 | |
DR2-Net | 28.73 / 29.10 | 23.94 / 24.30 | 21.16 / 21.85 | 18.01 / 18.41 | |
CSRNet | 28.86 / 29.05 | 24.79 / 25.01 | 22.16 / 22.31 | 19.50 / 19.61 | |
ASRNet | 29.61 / 29.80 | 27.68 / 27.85 | 24.52 / 24.67 | 21.87 / 22.01 | |
Boats | TVAL3 | 28.81 / 28.81 | 23.86 / 23.94 | 19.20 / 19.20 | 11.86 / 11.88 |
D-AMP | 29.26 / 29.26 | 21.90 / 21.87 | 16.01 / 16.01 | 5.34 / 5.34 | |
ReconNet | 27.30 / 27.35 | 24.15 / 24.10 | 21.36 / 21.62 | 18.49 / 18.83 | |
DR2-Net | 30.09 / 30.30 | 25.58 / 25.90 | 22.11 / 22.50 | 18.67 / 18.95 | |
CSRNet | 30.14 / 30.36 | 25.65 / 25.80 | 22.38 / 22.55 | 18.99 / 19.09 | |
ASRNet | 31.28 / 31.64 | 28.86 / 29.17 | 25.52 / 25.72 | 21.53 / 21.69 | |
Cameraman | TVAL3 | 25.69 / 25.70 | 21.91 / 21.92 | 18.30 / 18.33 | 11.97 / 12.00 |
D-AMP | 24.41 / 24.54 | 20.35 / 20.35 | 15.11 / 15.11 | 5.64 / 5.64 | |
ReconNet | 23.15 / 23.59 | 21.28 / 21.66 | 19.26 / 19.72 | 17.11 / 17.49 | |
DR2-Net | 25.62 / 25.90 | 22.46 / 22.74 | 19.84 / 20.30 | 17.08 / 17.34 | |
CSRNet | 25.85 / 26.15 | 22.29 / 22.53 | 20.23 / 20.38 | 17.75 / 17.90 | |
ASRNet | 26.46 / 22.66 | 25.00 / 25.13 | 22.74 / 22.88 | 19.77/ 19.89 | |
Foreman | TVAL3 | 35.42 / 35.54 | 28.69 / 28.74 | 20.63 / 20.65 | 10.97 / 11.01 |
D-AMP | 35.45 / 34.04 | 25.51 / 25.58 | 16.27 / 16.78 | 3.84 / 3.83 | |
ReconNet | 29.47 / 30.78 | 27.09 / 28.59 | 23.72 / 24.60 | 20.04 / 20.33 | |
DR2-Net | 33.53 / 34.28 | 29.20 / 30.18 | 25.34 / 26.33 | 20.59 / 21.08 | |
CSRNet | 34.89 / 35.10 | 30.96 / 31.35 | 27.78 / 28.18 | 23.12 / 23.32 | |
ASRNet | 35.85 / 36.19 | 33.79 / 34.09 | 30.56 / 30.78 | 25.77 / 26.14 | |
House | TVAL3 | 32.08 / 32.13 | 26.29 / 26.32 | 20.94 / 20.96 | 11.86 / 11.90 |
D-AMP | 33.64 / 32.68 | 24.55 / 24.53 | 16.91 / 17.37 | 5.00 / 5.02 | |
ReconNet | 28.46 / 29.19 | 26.69 / 26.66 | 22.58 / 23.18 | 19.31 / 19.52 | |
DR2-Net | 31.83 / 32.52 | 27.53 / 28.40 | 23.92 / 24.70 | 19.61 / 19.99 | |
CSRNet | 32.46 / 33.05 | 28.24 / 28.68 | 24.55 / 24.85 | 20.67 / 20.79 | |
ASRNet | 33.44 / 33.84 | 31.47 / 31.87 | 27.82 / 28.21 | 23.13 / 23.31 | |
Peppers | TVAL3 | 29.62 / 29.65 | 22.64 / 22.65 | 18.21 / 18.22 | 11.35 / 11.36 |
D-AMP | 29.84 / 28.58 | 21.39 / 21.37 | 16.13 / 16.46 | 5.79 / 5.85 | |
ReconNet | 24.77 / 25.16 | 22.15 / 22.67 | 19.56 / 20.00 | 16.82 / 16.96 | |
DR2-Net | 28.49 / 29.10 | 23.73 / 24.28 | 20.32 / 20.78 | 16.90 / 17.11 | |
CSRNet | 28.58 / 29.19 | 24.35 / 24.65 | 21.18 / 21.51 | 17.61 / 17.67 | |
ASRNet | 29.72 / 30.18 | 27.03 / 27.37 | 24.03 / 24.32 | 20.17 / 20.33 | |
Mean PSNR | TVAL3 | 27.84 / 27.87 | 22.84 / 22.86 | 18.39 / 18.40 | 11.31 / 11.34 |
D-AMP | 28.17 / 27.67 | 21.14 / 21.09 | 15.49 / 15.67 | 5.19 / 5.23 | |
ReconNet | 25.54 / 25.92 | 22.68 / 23.23 | 19.99 / 20.44 | 17.27 / 17.55 | |
DR2-Net | 28.66 / 29.06 | 24.32 / 24.71 | 20.80 / 21.29 | 17.44 / 17.80 | |
CSRNet | 28.83 / 29.11 | 24.55 / 24.81 | 21.52 / 21.74 | 18.25 / 18.35 | |
ASRNet | 29.85 / 30.17 | 27.65 / 27.96 | 24.40 / 24.65 | 20.51 / 20.66 | |