Image Reconstruction on DIV2K
49.63PSNRMTS-CSNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTS-CSNetCompression Ratio=50%, T=48, NB=32026.02 | 49.63 | 0.997 | — | |
| MTS-CSNetCompression Ratio=50%, T=12, NB=32026.02 | 47.79 | 0.9956 | — | |
| MTS-CSNetCompression Ratio=50%, T=24, NB=32026.02 | 46.07 | 0.9948 | — | |
| MTS-CSNetCompression Ratio=30%, T=24, NB=32026.02 | 41.22 | 0.9837 | — | |
| MTS-CSNetCompression Ratio=Avg., T=48, NB=32026.02 | 40.9 | 0.967 | — | |
| MTS-CSNetCompression Ratio=30%, T=12, NB=32026.02 | 40.85 | 0.9833 | — | |
| STAFtau=10, Number of Parameters=199,035, Forward FLOPs=395.78 K, Total (FW+BW) FLOPs=1.19 M, Input shape=(1, 1, 2)2025.02 | 40.84 | 0.979 | 0.003 | |
| IDMCompression Ratio=50%2026.02 | 40.81 | 0.9755 | — | |
| STAFtau=5, Number of Parameters=198,975, Forward FLOPs=395.78 K, Total (FW+BW) FLOPs=1.19 M, Input shape=(1, 1, 2)2025.02 | 39.94 | 0.973 | 0.005 | |
| MTS-CSNetCompression Ratio=30%, T=48, NB=32026.02 | 39.85 | 0.9775 | — | |
| INCODENumber of Parameters=436,775, Forward FLOPs=6.85 G, Total (FW+BW) FLOPs=20.55 G, Input shape=(1, 1, 2)2025.02 | 38.19 | 0.962 | 0.011 | |
| IDMCompression Ratio=30%2026.02 | 36.83 | 0.9482 | — | |
| FINERNumber of Parameters=198,915, Forward FLOPs=395.78 K, Total (FW+BW) FLOPs=1.19 M, Input shape=(1, 1, 2)2025.02 | 36.55 | 0.95 | 0.017 | |
| Normalized Hadamardevaluation_images=162025.12 | 36.12 | 0.9531 | — | |
| FFNNumber of Parameters=204,035, Forward FLOPs=406.02 K, Total (FW+BW) FLOPs=1.22 M, Input shape=(1, 1, 2)2025.02 | 35.31 | 0.944 | 0.037 | |
| MFNNumber of Parameters=204,291, Forward FLOPs=398.85 K, Total (FW+BW) FLOPs=1.2 M, Input shape=(1, 1, 2)2025.02 | 33.87 | 0.942 | 0.02 | |
| SIRENNumber of Parameters=198,915, Forward FLOPs=395.78 K, Total (FW+BW) FLOPs=1.19 M, Input shape=(1, 1, 2)2025.02 | 33.55 | 0.928 | 0.062 | |
| MTS-CSNetCompression Ratio=10%, T=48, NB=32026.02 | 33.22 | 0.9265 | — | |
| MTS-CSNetCompression Ratio=10%, T=24, NB=32026.02 | 33.15 | 0.9255 | — | |
| MTS-CSNetCompression Ratio=10%, T=12, NB=32026.02 | 32.91 | 0.923 | — | |
| WIREevaluation_images=162025.12 | 32.78 | 0.9281 | — | |
| WIRENumber of Parameters=99,915, Forward FLOPs=198.38 K, Total (FW+BW) FLOPs=595.13 K, Input shape=(1, 1, 2)2025.02 | 32.76 | 0.885 | 0.058 | |
| GaussNumber of Parameters=198,915, Forward FLOPs=395.78 K, Total (FW+BW) FLOPs=1.19 M, Input shape=(1, 1, 2)2025.02 | 32.21 | 0.888 | 0.07 | |
| IDMCompression Ratio=10%2026.02 | 31.22 | 0.8581 | — | |
| BSpline-Wevaluation_images=162025.12 | 30.17 | 0.8923 | — | |
| ReLU + PENumber of Parameters=206,083, Forward FLOPs=411.14 K, Total (FW+BW) FLOPs=1.23 M, Input shape=(1, 1, 2)2025.02 | 30.1 | 0.856 | 0.15 | |
| SIRENevaluation_images=162025.12 | 28.78 | 0.8964 | — | |
| ΠGDMCompression Ratio=10%2026.02 | 22.46 | 0.5551 | — | |
| ReLUevaluation_images=162025.12 | 21.68 | 0.8528 | — | |
| DDRMCompression Ratio=10%2026.02 | 20.91 | 0.4323 | — |