Multi-focus Image Fusion on RealMFF
0.85Qabf (Quality Index)FMRFusion
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FMRFusion2026.06 | 0.85 | 7.21 | 56.93 | 14.12 | 5.14 | 1.5 | — | — | — | — | — | — | — | — | |
| ND-CNPFuseExecution Device=i5-13400 CPU2025.09 | 0.8207 | — | — | — | — | — | — | — | — | 34.2024 | 95.69 | 0.6666 | 0.9237 | 0.8398 | |
| DMANetExecution Device=A100 GPU2025.09 | 0.8205 | — | — | — | — | — | — | — | — | 34.0174 | 95.07 | 0.6484 | 0.9194 | 0.8362 | |
| PADCDTNPExecution Device=i5-13400 CPU2025.09 | 0.8203 | — | — | — | — | — | — | — | — | 32.1256 | 95.17 | 0.6502 | 0.9213 | 0.8318 | |
| DB-MFIFExecution Device=A100 GPU2025.09 | 0.7934 | — | — | — | — | — | — | — | — | 33.4508 | 94.81 | 0.5353 | 0.894 | 0.799 | |
| TC-MoAExecution Device=A100 GPU2025.09 | 0.7915 | — | — | — | — | — | — | — | — | 32.8831 | 95.01 | 0.5109 | 0.8906 | 0.7971 | |
| MTIF2025.12 | 0.77 | 7.14 | 56.03 | 15.78 | 5.43 | 1.56 | — | — | — | — | — | — | — | — | |
| DeepM2CDLExecution Device=A100 GPU2025.09 | 0.7628 | — | — | — | — | — | — | — | — | 31.1958 | 93.84 | 0.5124 | 0.8678 | 0.7784 | |
| GACN2025.12 | 0.76 | 6.99 | 51.59 | 14.93 | 5 | 1.53 | — | — | — | — | — | — | — | — | |
| FILM2025.12 | 0.76 | 7.11 | 54.93 | 15.62 | 5.43 | 1.1 | — | — | — | — | — | — | — | — | |
| MGDN2025.12 | 0.75 | 7.09 | 54.24 | 15.15 | 5.24 | 1.07 | — | — | — | — | — | — | — | — | |
| DB-MFIF2025.12 | 0.75 | 7.02 | 51.85 | 15.39 | 5.16 | 1.5 | — | — | — | — | — | — | — | — | |
| FILM2026.06 | 0.75 | 7.12 | 55 | 13.7 | 4.8 | 1.52 | — | — | — | — | — | — | — | — | |
| SDNet2025.12 | 0.73 | 6.95 | 50.96 | 15.22 | 5.02 | 0.93 | — | — | — | — | — | — | — | — | |
| CCFExecution Device=A100 GPU2025.09 | 0.7179 | — | — | — | — | — | — | — | — | 30.0386 | 94.58 | 0.412 | 0.7743 | 0.7118 | |
| SDNet2026.06 | 0.71 | 6.95 | 50.96 | 15.22 | 5.02 | 0.93 | — | — | — | — | — | — | — | — | |
| SAMFExecution Device=i5-13400 CPU2025.09 | 0.7093 | — | — | — | — | — | — | — | — | 30.8761 | 93.3 | 0.3293 | 0.7215 | 0.7707 | |
| U2Fusion2025.12 | 0.7 | 6.77 | 48.49 | 14.07 | 5.09 | 0.95 | — | — | — | — | — | — | — | — | |
| ZMFF2025.12 | 0.7 | 6.99 | 51.15 | 13.93 | 4.95 | 0.94 | — | — | — | — | — | — | — | — | |
| U2Fusion2026.06 | 0.7 | 6.77 | 48.49 | 14.07 | 5.09 | 0.95 | — | — | — | — | — | — | — | — | |
| ZMFF2026.06 | 0.7 | 6.99 | 51.15 | 13.93 | 4.95 | 0.94 | — | — | — | — | — | — | — | — | |
| DIFNet2025.12 | 0.69 | 7.01 | 51.17 | 10.78 | 3.96 | 0.89 | — | — | — | — | — | — | — | — | |
| DeFusion2025.12 | 0.69 | 7.09 | 54.42 | 11.24 | 4.08 | 0.98 | — | — | — | — | — | — | — | — | |
| DIFNet2026.06 | 0.69 | 7.01 | 51.17 | 10.78 | 3.96 | 0.89 | — | — | — | — | — | — | — | — | |
| DeFusion2026.06 | 0.69 | 7.09 | 56.42 | 11.24 | 4.08 | 0.98 | — | — | — | — | — | — | — | — | |
| Mask-DiFuserExecution Device=A100 GPU2025.09 | 0.6561 | — | — | — | — | — | — | — | — | 31.5767 | 84.46 | 0.4534 | 0.7927 | 0.652 | |
| CUNet2026.06 | 0.65 | 6.72 | 38.97 | 13.59 | 4.81 | 0.77 | — | — | — | — | — | — | — | — | |
| GIFNetExecution Device=A100 GPU2025.09 | 0.4834 | — | — | — | — | — | — | — | — | 30.5346 | 84.71 | 0.3572 | 0.6467 | 0.6041 | |
| CNN2026.03 | — | — | — | — | — | — | — | — | — | 40.55 | 98.8 | — | — | — | |
| DCT_corr2026.03 | — | — | — | — | — | — | — | — | — | 30.65 | 98.2 | — | — | — | |
| DDBFusion2025.12 | — | — | — | 14.19 | 5.302 | — | 2.683 | 53.31 | 0.534 | — | — | — | — | — | |
| DeFusion2025.12 | — | — | — | 12.41 | 4.7 | — | 2.421 | 51.81 | 0.517 | — | — | — | — | — | |
| DiTFuseprompt=base fusion prompt2025.12 | — | — | — | 18.26 | 6.634 | — | 3.408 | 58.46 | 0.572 | — | — | — | — | — | |
| DSIFT2026.03 | — | — | — | — | — | — | — | — | — | 39.94 | 98.7 | — | — | — | |
| Fusion2Void2026.03 | — | — | — | — | — | — | — | — | — | 37.02 | 96.6 | — | — | — | |
| IFCNN2026.03 | — | — | — | — | — | — | — | — | — | 40.77 | 99 | — | — | — | |
| IPS2026.03 | — | — | — | — | — | — | — | — | — | 42.19 | 99.1 | — | — | — | |
| MFF-GAN2026.03 | — | — | — | — | — | — | — | — | — | 30.54 | 96.3 | — | — | — | |
| PMGI2025.12 | — | — | — | 15.43 | 5.884 | — | 2.61 | 52.55 | 0.511 | — | — | — | — | — | |
| SwinFusion2025.12 | — | — | — | 18.32 | 6.577 | — | 2.943 | 55.72 | 0.543 | — | — | — | — | — | |
| SwinFusion2026.03 | — | — | — | — | — | — | — | — | — | 28.09 | 97.8 | — | — | — | |
| U2Fusion2025.12 | — | — | — | 16.64 | 6.37 | — | 2.021 | 53.4 | 0.501 | — | — | — | — | — | |
| U2Fusion2026.03 | — | — | — | — | — | — | — | — | — | 31.7 | 95.8 | — | — | — | |
| ZMFF2025.12 | — | — | — | 14.86 | 5.703 | — | 3.037 | 53.23 | 0.566 | — | — | — | — | — | |
| ZMFF2026.03 | — | — | — | — | — | — | — | — | — | 33.18 | 95.8 | — | — | — |