Real Image Denoising on SIDD (val)
48.52PSNRDnCNN-NF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DnCNN-NFTraining Noise Source=Noise generated from Noise Flow model2019.08 | 48.52 | 0.992 | — | — | |
| DnCNN-RealTraining Noise Source=Real noisy/clean image pairs from SIDD-Medium2019.08 | 47.08 | 0.989 | 15.3 | 27.5 | |
| DnCNN-CamNLFTraining Noise Source=Signal-dependent noise from camera-calibrated NLFs2019.08 | 44.99 | 0.982 | 33.4 | 56 | |
| DnCNN-GaussTraining Noise Source=Homoscedastic Gaussian noise (AWGN)2019.08 | 43.63 | 0.968 | 43 | 75.6 | |
| TCD-NetFLOPs (G)=84.8, Time (ms)=9.59, FPS=104.2, Resolution=256x256, Batch size=12026.03 | 40.48 | — | — | — | |
| TCD-NetVenue=N/A, Fine-tuned=from DF2K pretrained model2026.03 | 40.48 | 0.965 | — | — | |
| HATVenue=CVPR’23, FLOPs (G)=721.3, Time (ms)=258.75, FPS=3.9, Resolution=256x256, Batch size=12026.03 | 40.46 | — | — | — | |
| HATVenue=CVPR'23, Fine-tuned=from DF2K pretrained model2026.03 | 40.46 | 0.964 | — | — | |
| NAFNetVenue=ECCV’22, FLOPs (G)=16.3, Time (ms)=10.15, FPS=98.5, Resolution=256x256, Batch size=12026.03 | 40.3 | — | — | — | |
| NAFNetVenue=ECCV'22, Fine-tuned=from DF2K pretrained model2026.03 | 40.3 | 0.962 | — | — | |
| MambaIRv2Venue=CVPR’25, FLOPs (G)=69.5, Time (ms)=18.05, FPS=55.4, Resolution=256x256, Batch size=12026.03 | 40.21 | — | — | — | |
| MambaIRv2Venue=CVPR'25, Fine-tuned=from DF2K pretrained model2026.03 | 40.21 | 0.963 | — | — | |
| SwinIRVenue=ICCV’21, FLOPs (G)=804.7, Time (ms)=154.47, FPS=6.5, Resolution=256x256, Batch size=12026.03 | 40.05 | — | — | — | |
| SwinIRVenue=ICCV'21, Fine-tuned=from DF2K pretrained model2026.03 | 40.05 | 0.961 | — | — | |
| RestormerVenue=CVPR’22, FLOPs (G)=154.9, Time (ms)=30.22, FPS=33.1, Resolution=256x256, Batch size=12026.03 | 40.02 | — | — | — | |
| RestormerVenue=CVPR'22, Fine-tuned=from DF2K pretrained model2026.03 | 40.02 | 0.96 | — | — | |
| XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 39.98 | 0.9603 | — | — | |
| NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 39.97 | 0.96 | — | — | |
| Uformer-BC=32, Encoder Depths={1, 2, 8, 8}2021.06 | 39.89 | 0.96 | — | — | |
| MambaIRVenue=ECCV’24, FLOPs (G)=68.2, Time (ms)=22.12, FPS=45.2, Resolution=256x256, Batch size=12026.03 | 39.89 | — | — | — | |
| MambaIRVenue=ECCV'24, Fine-tuned=from DF2K pretrained model2026.03 | 39.89 | 0.96 | — | — | |
| UformerVenue=CVPR’22, FLOPs (G)=86.9, Time (ms)=18.63, FPS=53.7, Resolution=256x256, Batch size=12026.03 | 39.77 | — | — | — | |
| UformerVenue=CVPR'22, Fine-tuned=from DF2K pretrained model2026.03 | 39.77 | 0.959 | — | — | |
| NBNet2021.06 | 39.75 | 0.959 | — | — | |
| MIRNet2021.06 | 39.72 | 0.959 | — | — | |
| MPRNet2021.06 | 39.71 | 0.958 | — | — | |
| MPRNetVenue=CVPR'21, Fine-tuned=from DF2K pretrained model2026.03 | 39.71 | 0.958 | — | — | |
| CycleISP2021.06 | 39.52 | 0.957 | — | — | |
| DANet2021.06 | 39.47 | 0.918 | — | — | |
| VDN2021.06 | 39.28 | 0.909 | — | — | |
| NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 39.24 | 0.957 | — | — | |
| XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 39.1 | 0.9557 | — | — | |
| DAGLVenue=ICCV'21, Fine-tuned=from DF2K pretrained model2026.03 | 38.94 | 0.953 | — | — | |
| Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 38.91 | 0.9529 | — | — | |
| RIDNet2021.06 | 38.71 | 0.914 | — | — | |
| RIDNetVenue=ICCV'19, Fine-tuned=from DF2K pretrained model2026.03 | 38.71 | 0.951 | — | — | |
| AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.12 | 38.29 | 0.9474 | — | — | |
| APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 38.06 | 0.947 | — | — | |
| Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 38.03 | 0.9446 | — | — | |
| SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 37.43 | 0.9343 | — | — | |
| IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 37.01 | 0.9354 | — | — | |
| AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 36.35 | 0.9285 | — | — | |
| R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 35.09 | 0.9154 | — | — | |
| CBDNetVenue=CVPR'19, Fine-tuned=from DF2K pretrained model2026.03 | 30.78 | 0.801 | — | — | |
| BM3D2021.06 | 25.65 | 0.685 | — | — | |
| BM3DVenue=TIP'07, Fine-tuned=from DF2K pretrained model2026.03 | 25.65 | 0.685 | — | — | |
| DnCNNVenue=TIP'17, Fine-tuned=from DF2K pretrained model2026.03 | 23.66 | 0.583 | — | — |