Image Denoising on CBSD68 (PSNR/SSIM)
34.15PSNRInstructIR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InstructIRsigma=15, Params (M)=15.842025.12 | 34.15 | 0.933 | |
| DFPIRsigma=15, Params (M)=31.12025.12 | 34.14 | 0.935 | |
| EvoIRsigma=15, Params (M)=36.682025.12 | 34.14 | 0.937 | |
| Perceive-IRsigma=15, Params (M)=42.022025.12 | 34.13 | 0.934 | |
| AdaIRsigma=15, Params (M)=28.772025.12 | 34.12 | 0.935 | |
| MoCE-IRsigma=15, Params (M)=25.352025.12 | 34.11 | 0.932 | |
| NDRsigma=15, Params (M)=28.42025.12 | 34.01 | 0.932 | |
| Up-Restorersigma=15, Params (M)=28.012025.12 | 33.99 | 0.933 | |
| PromptIRsigma=15, Params (M)=32.962025.12 | 33.98 | 0.933 | |
| Gridformersigma=15, Params (M)=34.072025.12 | 33.93 | 0.931 | |
| AirNetsigma=15, Params (M)=8.932025.12 | 33.92 | 0.932 | |
| IDRsigma=15, Params (M)=15.342025.12 | 33.89 | 0.931 | |
| ProRessigma=15, Params (M)=370.632025.12 | 32.1 | 0.907 | |
| Perceive-IRsigma=25, Params (M)=42.022025.12 | 31.53 | 0.89 | |
| InstructIRsigma=25, Params (M)=15.842025.12 | 31.52 | 0.89 | |
| EvoIRsigma=25, Params (M)=36.682025.12 | 31.48 | 0.896 | |
| DFPIRsigma=25, Params (M)=31.12025.12 | 31.47 | 0.893 | |
| AdaIRsigma=25, Params (M)=28.772025.12 | 31.45 | 0.892 | |
| MoCE-IRsigma=25, Params (M)=25.352025.12 | 31.45 | 0.888 | |
| Gridformersigma=25, Params (M)=34.072025.12 | 31.37 | 0.887 | |
| NDRsigma=25, Params (M)=28.42025.12 | 31.36 | 0.887 | |
| Up-Restorersigma=25, Params (M)=28.012025.12 | 31.33 | 0.888 | |
| IDRsigma=25, Params (M)=15.342025.12 | 31.32 | 0.884 | |
| PromptIRsigma=25, Params (M)=32.962025.12 | 31.31 | 0.888 | |
| AirNetsigma=25, Params (M)=8.932025.12 | 31.26 | 0.888 | |
| ProRessigma=25, Params (M)=370.632025.12 | 30.18 | 0.863 | |
| Pool-DIP# of Parameters=0.23M, Computational Complexity (GMac)=4.082026.07 | 29.1 | 0.827 | |
| Devil# of Parameters=0.34M*, Computational Complexity (GMac)=34.432026.07 | 29.03 | 0.82 | |
| DIP# of Parameters=2.30M, Computational Complexity (GMac)=7.272026.07 | 28.77 | 0.819 | |
| ConvDecoder# of Parameters=0.89M, Computational Complexity (GMac)=59.102026.07 | 28.58 | 0.808 | |
| Perceive-IRsigma=50, Params (M)=42.022025.12 | 28.31 | 0.804 | |
| InstructIRsigma=50, Params (M)=15.842025.12 | 28.3 | 0.804 | |
| DFPIRsigma=50, Params (M)=31.12025.12 | 28.25 | 0.806 | |
| EvoIRsigma=50, Params (M)=36.682025.12 | 28.23 | 0.811 | |
| AdaIRsigma=50, Params (M)=28.772025.12 | 28.19 | 0.802 | |
| MoCE-IRsigma=50, Params (M)=25.352025.12 | 28.18 | 0.8 | |
| Gridformersigma=50, Params (M)=34.072025.12 | 28.11 | 0.801 | |
| NDRsigma=50, Params (M)=28.42025.12 | 28.1 | 0.798 | |
| Up-Restorersigma=50, Params (M)=28.012025.12 | 28.07 | 0.799 | |
| PromptIRsigma=50, Params (M)=32.962025.12 | 28.06 | 0.799 | |
| IDRsigma=50, Params (M)=15.342025.12 | 28.04 | 0.798 | |
| AirNetsigma=50, Params (M)=8.932025.12 | 28 | 0.797 | |
| DeepDecoder# of Parameters=0.10M, Computational Complexity (GMac)=6.972026.07 | 27.63 | 0.609 | |
| ProRessigma=50, Params (M)=370.632025.12 | 27.58 | 0.779 |