Image Denoising on Poly
38.75PSNRXFormer + NTN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 38.75 | 98.56 | |
| NAFNet + NTNMethod Category=Ours2024.12 | 38.72 | 98.55 | |
| NTNBaseline=NAFNet2024.12 | 38.72 | 98.55 | |
| NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 38.72 | 98.55 | |
| AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.12 | 37.71 | 98 | |
| C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 37.6 | 97.81 | |
| CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.54 | 97.94 | |
| DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 37.53 | 98 | |
| Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 37.49 | 97.95 | |
| Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 37.45 | 98.08 | |
| XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 37.45 | 97.78 | |
| PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 37.41 | 97.83 | |
| AFMBaseline=NAFNet, reproduced=true2024.12 | 37.28 | 96.96 | |
| IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.22 | 97.9 | |
| NAFNetGeneralization=None2024.12 | 37.17 | 97.17 | |
| LANBaseline=NAFNet, reproduced=true2024.12 | 37.17 | 97.92 | |
| SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 37.17 | 98.03 | |
| NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 37.17 | 97.17 | |
| PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.1 | 97.16 | |
| APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 37.01 | 97.81 | |
| R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 36.84 | 97.26 | |
| IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 36.42 | 97.64 | |
| AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 35.91 | 97.55 | |
| MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 34.56 | 95.53 |