Image Super-Resolution on DIV2K v1 (val)
0.6371SSIMReal-ESRGAN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Real-ESRGANType=GAN-based2024.06 | 0.6371 | 24.29 | 0.3112 | 0.2141 | 37.64 | 4.6786 | 0.5501 | 61.06 | 0.5277 | |
| LDLType=GAN-based2024.06 | 0.6344 | 23.83 | 0.3256 | 0.2227 | 42.29 | 4.8554 | 0.535 | 60.04 | 0.518 | |
| Nano-OSEDiffSteps=1, MACs (G)=340, Para. (M)=4482026.01 | 0.628 | 24.29 | 0.296 | — | 27.46 | 4.92 | — | 66.41 | — | |
| Nano-OSEDiffSteps=1, MACs (G)=340, Para. (M)=4482026.01 | 0.628 | 24.29 | 0.296 | — | 27.46 | 4.92 | — | 66.41 | — | |
| BSRGANType=GAN-based2024.06 | 0.6269 | 24.58 | 0.3351 | 0.2275 | 44.23 | 4.7518 | 0.5071 | 61.2 | 0.5247 | |
| ResShiftSteps=15, MACs (G)=5491, Para. (M)=1192026.01 | 0.618 | 24.65 | 0.334 | — | 36.11 | 6.82 | — | 61.09 | — | |
| Edge-SD-SRSteps=1, Para. (M)=1692026.01 | 0.617 | 24.1 | 0.249 | — | 25.37 | — | — | 69.58 | — | |
| Edge-SD-SRSteps=1, Para. (M)=1692026.01 | 0.617 | 24.1 | 0.249 | — | 25.37 | — | — | 69.58 | — | |
| OSEDiffType=One-step Diffusion2024.06 | 0.6108 | 23.72 | 0.2941 | 0.1976 | 26.32 | 4.7097 | 0.6148 | 67.97 | 0.6683 | |
| OSEDiffSteps=1, MACs (G)=2265, Para. (M)=17752026.01 | 0.61 | 23.72 | 0.294 | — | 26.32 | 4.71 | — | 67.97 | — | |
| SeeSRSteps=50, MACs (G)=65857, Para. (M)=25242026.01 | 0.604 | 23.68 | 0.319 | — | 25.9 | 4.81 | — | 68.67 | — | |
| AdcSRSteps=1, MACs (G)=496, Para. (M)=4562026.01 | 0.602 | 23.74 | 0.285 | — | 25.52 | 4.36 | — | 68 | — | |
| SinSRSteps=1, MACs (G)=2649, Para. (M)=1192026.01 | 0.601 | 24.41 | 0.324 | — | 35.57 | 6.02 | — | 62.82 | — | |
| PocketSRSteps=1, MACs (G)=225, Para. (M)=1462026.01 | 0.601 | 23.85 | 0.28 | — | 25.25 | 4.415 | — | 66.38 | — | |
| AdcSRSteps=1, MACs (G)=496, Para. (M)=4562026.01 | 0.601 | 23.74 | 0.285 | — | 25.52 | 4.36 | — | 68 | — | |
| PocketSRSteps=1, MACs (G)=225, Para. (M)=1462026.01 | 0.601 | 23.85 | 0.28 | — | 25.25 | 4.41 | — | 66.38 | — | |
| S3DiffSteps=1, MACs (G)=2621, Para. (M)=13272026.01 | 0.594 | 23.52 | 0.258 | — | 19.66 | 4.74 | — | 68.01 | — | |
| FeMaSRType=GAN-based2024.06 | 0.5887 | 23.06 | 0.3126 | 0.2057 | 35.87 | 4.741 | 0.5074 | 60.83 | 0.5997 | |
| Real-ESRGAN2023.11 | 0.5736 | 21.94 | 0.3868 | 0.2601 | 53.46 | 4.9209 | 0.5251 | 58.64 | 0.5424 | |
| Nano-S3DiffSteps=1, MACs (G)=285, Para. (M)=3182026.01 | 0.573 | 23.13 | 0.278 | — | 22.34 | 4.09 | — | 70.44 | — | |
| Nano-S3DiffSteps=1, MACs (G)=285, Para. (M)=3182026.01 | 0.573 | 23.13 | 0.278 | — | 22.34 | 4.09 | — | 70.44 | — | |
| StableSRSteps=200, MACs (G)=79940, Para. (M)=14102026.01 | 0.572 | 23.26 | 0.311 | — | 24.44 | 4.75 | — | 65.92 | — | |
| TinySRSteps=1, MACs (G)=427, Para. (M)=3412026.01 | 0.572 | — | 0.279 | — | 22.94 | 4.15 | — | 69.9 | — | |
| TinySRSteps=1, MACs (G)=427, Para. (M)=3412026.01 | 0.572 | — | 0.279 | — | 22.94 | 4.15 | — | 69.9 | — | |
| LDL2023.11 | 0.569 | 21.52 | 0.3995 | 0.2688 | 58.94 | 5.0249 | 0.5127 | 57.9 | 0.5313 | |
| DiffBIRSteps=50, MACs (G)=24234, Para. (M)=17172026.01 | 0.564 | 23.64 | 0.352 | — | 30.72 | 4.7 | — | 65.81 | — | |
| BSRGAN2023.11 | 0.5539 | 21.87 | 0.4136 | 0.2737 | 64.28 | 4.7615 | 0.4834 | 59.11 | 0.5183 | |
| DASR2023.11 | 0.5536 | 21.72 | 0.4266 | 0.2688 | 67.22 | 4.8596 | 0.4346 | 54.22 | 0.5241 | |
| ResShift2023.11 | 0.5422 | 21.75 | 0.4284 | 0.2606 | 55.77 | 6.9731 | 0.5232 | 58.23 | 0.5948 | |
| SeeSR2023.11 | 0.5386 | 21.19 | 0.3843 | 0.2257 | 31.93 | 4.9275 | 0.6198 | 68.33 | 0.6946 | |
| LDM2023.11 | 0.5239 | 21.26 | 0.4154 | 0.25 | 41.93 | 6.4667 | 0.5237 | 56.52 | 0.5695 | |
| FeMaSR2023.11 | 0.5163 | 20.85 | 0.3973 | 0.2428 | 53.7 | 4.5726 | 0.4869 | 58.1 | 0.5597 | |
| PASD2023.11 | 0.4958 | 20.77 | 0.441 | 0.2538 | 40.77 | 4.8328 | 0.6049 | 66.85 | 0.6799 | |
| DiffBIR2023.11 | 0.4938 | 20.94 | 0.427 | 0.2471 | 40.42 | 4.7211 | 0.6205 | 65.23 | 0.6664 | |
| StableSR2023.11 | 0.4887 | 20.84 | 0.4055 | 0.2542 | 36.57 | 4.6551 | 0.5914 | 62.95 | 0.6486 |