Image Denoising on Huawei
39.89PSNRXFormer + NTN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 39.89 | 97.79 | |
| NAFNet + NTNMethod Category=Ours2024.12 | 39.83 | 97.82 | |
| NTNBaseline=NAFNet2024.12 | 39.83 | 97.82 | |
| NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 39.83 | 97.82 | |
| CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 38.74 | 97.15 | |
| C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 38.56 | 96.79 | |
| DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 38.4 | 96.91 | |
| R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 38.35 | 96.67 | |
| XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 38.35 | 96.78 | |
| AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.12 | 38.33 | 96.79 | |
| AFMBaseline=NAFNet, reproduced=true2024.12 | 38.21 | 96.83 | |
| Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 38.07 | 97.02 | |
| PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 38.02 | 96.78 | |
| Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 37.99 | 96.94 | |
| IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.77 | 96.49 | |
| NAFNetGeneralization=None2024.12 | 37.73 | 96.8 | |
| NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 37.73 | 96.8 | |
| PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.69 | 95.92 | |
| LANBaseline=NAFNet, reproduced=true2024.12 | 37.53 | 96.8 | |
| SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 37.27 | 96.56 | |
| AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 37.06 | 96.33 | |
| APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 36.75 | 95.9 | |
| IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 36.23 | 95.93 | |
| MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 34.89 | 95.86 |