Multi-focus Image Fusion on Lytro
0.7621Qabf (Quality Index based on Fusion)ND-CNPFuse
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ND-CNPFuseExecution Device=i5-13400 CPU2025.09 | 0.7621 | — | — | — | — | — | — | — | — | 0.8092 | — | — | 0.5967 | 0.8541 | 26.9904 | 0.8466 | |
| PADCDTNPExecution Device=i5-13400 CPU2025.09 | 0.7613 | — | — | — | — | — | — | — | — | 0.8075 | — | — | 0.5916 | 0.8417 | 26.9731 | 0.8394 | |
| DMANetExecution Device=A100 GPU2025.09 | 0.7606 | — | — | — | — | — | — | — | — | 0.8055 | — | — | 0.5807 | 0.8396 | 26.9807 | 0.8439 | |
| SAMFExecution Device=i5-13400 CPU2025.09 | 0.7511 | — | — | — | — | — | — | — | — | 0.7951 | — | — | 0.5585 | 0.8401 | 26.8899 | 0.8256 | |
| GACN2025.12 | 0.75 | 7.53 | 57.47 | 19.36 | 6.79 | 1.37 | — | — | — | — | — | — | — | — | — | — | |
| MTIF2025.12 | 0.75 | 7.59 | 60.85 | 19.85 | 7.01 | 1.3 | — | — | — | — | — | — | — | — | — | — | |
| DB-MFIFExecution Device=A100 GPU2025.09 | 0.7479 | — | — | — | — | — | — | — | — | 0.7775 | — | — | 0.5027 | 0.8402 | 26.5203 | 0.8398 | |
| TC-MoAExecution Device=A100 GPU2025.09 | 0.7401 | — | — | — | — | — | — | — | — | 0.7597 | — | — | 0.5274 | 0.8415 | 26.172 | 0.8188 | |
| MGDN2025.12 | 0.74 | 7.54 | 57.5 | 18.81 | 6.67 | 0.93 | — | — | — | — | — | — | — | — | — | — | |
| DB-MFIF2025.12 | 0.74 | 7.54 | 57.71 | 19.56 | 6.86 | 1.35 | — | — | — | — | — | — | — | — | — | — | |
| FILM2025.12 | 0.74 | 7.56 | 59.15 | 19.57 | 6.97 | 0.98 | — | — | — | — | — | — | — | — | — | — | |
| DeepM2CDLExecution Device=A100 GPU2025.09 | 0.7181 | — | — | — | — | — | — | — | — | 0.7313 | — | — | 0.4623 | 0.8387 | 26.0761 | 0.8092 | |
| SDNet2025.12 | 0.69 | 7.47 | 55.25 | 16.88 | 5.84 | 0.84 | — | — | — | — | — | — | — | — | — | — | |
| ZMFF2025.12 | 0.69 | 7.53 | 56.96 | 18.84 | 6.76 | 0.93 | — | — | — | — | — | — | — | — | — | — | |
| U2Fusion2025.12 | 0.65 | 7.3 | 51.95 | 14.83 | 5.6 | 0.83 | — | — | — | — | — | — | — | — | — | — | |
| Mask-DiFuserExecution Device=A100 GPU2025.09 | 0.6004 | — | — | — | — | — | — | — | — | 0.5991 | — | — | 0.3917 | 0.8182 | 25.0254 | 0.6765 | |
| DeFusion2025.12 | 0.55 | 7.52 | 56.65 | 11.55 | 4.35 | 0.8 | — | — | — | — | — | — | — | — | — | — | |
| DIFNet2025.12 | 0.54 | 7.43 | 52.52 | 11.47 | 4.3 | 0.73 | — | — | — | — | — | — | — | — | — | — | |
| GIFNetExecution Device=A100 GPU2025.09 | 0.5194 | — | — | — | — | — | — | — | — | 0.6042 | — | — | 0.3268 | 0.7854 | 25.9368 | 0.5412 | |
| CCFExecution Device=A100 GPU2025.09 | 0.4907 | — | — | — | — | — | — | — | — | 0.6121 | — | — | 0.3426 | 0.8525 | 25.1774 | 0.5868 | |
| CNN2026.03 | — | — | — | — | — | — | 1.0124 | 0.0748 | 0.8373 | 0.7878 | 0.726 | 0.8325 | — | — | — | — | |
| DCT_Corr2026.03 | — | — | — | — | — | — | 1.0197 | 0.0674 | 0.8173 | 0.7103 | 0.6419 | 0.8191 | — | — | — | — | |
| DSIFT2026.03 | — | — | — | — | — | — | 1.0271 | 0.0685 | 0.8158 | 0.72 | 0.676 | 0.8194 | — | — | — | — | |
| Fusion2Void2026.03 | — | — | — | — | — | — | 1.0842 | 0.0753 | 0.8482 | 0.7895 | 0.7424 | 0.8391 | — | — | — | — | |
| IFCNN2026.03 | — | — | — | — | — | — | 1.0325 | 0.0745 | 0.8253 | 0.7169 | 0.7206 | 0.827 | — | — | — | — | |
| IPS2026.03 | — | — | — | — | — | — | 1.0572 | 0.0769 | 0.8618 | 0.7692 | 0.7461 | 0.8392 | — | — | — | — | |
| MFF-GAN2026.03 | — | — | — | — | — | — | 0.7584 | 0.0723 | 0.8067 | 0.6253 | 0.6567 | 0.8215 | — | — | — | — | |
| SwinFusion2026.03 | — | — | — | — | — | — | 1.0217 | 0.0735 | 0.8302 | 0.7218 | 0.714 | 0.8237 | — | — | — | — | |
| U2Fusion2026.03 | — | — | — | — | — | — | 0.7027 | 0.0721 | 0.7213 | 0.5533 | 0.6089 | 0.8191 | — | — | — | — | |
| ZMFF2026.03 | — | — | — | — | — | — | 0.8466 | 0.0752 | 0.8407 | 0.7165 | 0.6996 | 0.8253 | — | — | — | — |