Image Denoising on Sony
44.66PSNRAFM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.12 | 44.66 | 99.01 | |
| C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 44.63 | 98.99 | |
| XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 44.44 | 98.86 | |
| DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 44.36 | 98.95 | |
| NAFNet + NTNMethod Category=Ours2024.12 | 44.34 | 98.75 | |
| NTNBaseline=NAFNet2024.12 | 44.34 | 98.75 | |
| NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 44.34 | 98.75 | |
| Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 44.04 | 98.99 | |
| XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 43.89 | 98.92 | |
| LANBaseline=NAFNet, reproduced=true2024.12 | 43.66 | 98.83 | |
| NAFNetGeneralization=None2024.12 | 43.65 | 98.29 | |
| NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 43.65 | 98.29 | |
| PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 43.6 | 98.66 | |
| Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 43.42 | 98.57 | |
| APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 43.35 | 98.61 | |
| AFMBaseline=NAFNet, reproduced=true2024.12 | 43.31 | 96.37 | |
| PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 43.15 | 98.6 | |
| IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 43.12 | 98.85 | |
| SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 43.03 | 98.83 | |
| CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 42.94 | 98.24 | |
| IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 42.58 | 98.48 | |
| R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 41.55 | 97.35 | |
| AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 40.13 | 98.05 | |
| MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.89 | 93.54 |