Image Denoising on iPhone
42.2PSNRXFormer + NTN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 42.2 | 98.26 | |
| NAFNet + NTNMethod Category=Ours2024.12 | 42.08 | 98.12 | |
| NTNBaseline=NAFNet2024.12 | 42.08 | 98.12 | |
| NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 42.08 | 98.12 | |
| SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 40.95 | 98.23 | |
| AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.12 | 40.56 | 97.69 | |
| Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 40.54 | 98.01 | |
| C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 40.48 | 97.45 | |
| LANBaseline=NAFNet, reproduced=true2024.12 | 40.48 | 97.66 | |
| DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 40.46 | 97.51 | |
| APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 40.4 | 97.63 | |
| IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 40.36 | 97.76 | |
| Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 40.27 | 97.3 | |
| NAFNetGeneralization=None2024.12 | 40.25 | 97.07 | |
| NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 40.25 | 97.07 | |
| CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 40.09 | 96.85 | |
| XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 39.99 | 97.32 | |
| PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 39.93 | 97.11 | |
| AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 39.9 | 97.73 | |
| IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 39.79 | 97.71 | |
| AFMBaseline=NAFNet, reproduced=true2024.12 | 39.68 | 95.45 | |
| R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 39.25 | 96.14 | |
| PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 39.13 | 96.11 | |
| MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 36.54 | 92.73 |