Speech Enhancement on DNS3 (test)
16.448SI-SNRTF-GridNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TF-GridNetPara. (M)=2.1, MACs (G)=382026.02 | 16.448 | 0.872 | 3.187 | 3.743 | 2.236 | — | — | — | |
| Proposed (Enhanced Bridge Model)Para. (M)=2.2, MACs (G)=38 × 5, NFEs=52026.02 | 16.424 | 0.874 | 3.213 | 3.752 | 2.253 | — | — | — | |
| Proposed (Enhanced Bridge Model)Para. (M)=2.2, MACs (G)=38 × 1, NFEs=12026.02 | 16.245 | 0.87 | 3.185 | 3.74 | 2.237 | — | — | — | |
| SBVEPara. (M)=65.6, MACs (G)=66 × 602026.02 | 14.959 | 0.844 | 2.592 | 3.729 | 2.208 | — | — | — | |
| NCSN++Para. (M)=59.6, MACs (G)=662026.02 | 14.146 | 0.842 | 2.673 | 3.747 | 2.182 | — | — | — | |
| DPCRN-large + HALOModel size=large, Para. (k)=1440.00, MAC/s (M)=869.862026.06 | 13.15 | 0.809 | 2.536 | — | — | 2.766 | 3.105 | 3.882 | |
| DPCRN-largeModel size=large, Para. (k)=787.15, MAC/s (M)=872.092026.06 | 13.13 | 0.807 | 2.522 | — | — | 2.777 | 3.115 | 3.887 | |
| DPCRN-middle + HALOModel size=middle, Para. (k)=419.80, MAC/s (M)=223.452026.06 | 12.67 | 0.796 | 2.402 | — | — | 2.708 | 3.046 | 3.859 | |
| StoRMPara. (M)=65.6, MACs (G)=66 + 66 × 602026.02 | 12.463 | 0.805 | 2.297 | 3.625 | 2.06 | — | — | — | |
| LiSenNet + HALOPara. (k)=64.52, MAC/s (M)=55.762026.06 | 12.39 | 0.778 | 2.275 | — | — | 2.703 | 3.047 | 3.847 | |
| DPCRN-middleModel size=middle, Para. (k)=207.22, MAC/s (M)=225.112026.06 | 12.35 | 0.788 | 2.34 | — | — | 2.713 | 3.048 | 3.865 | |
| UL-UNAS + HALOPara. (k)=205.16, MAC/s (M)=31.262026.06 | 12.24 | 0.777 | 2.261 | — | — | 2.684 | 3.027 | 3.848 | |
| DPCRN-light + HALOModel size=light, Para. (k)=115.95, MAC/s (M)=61.482026.06 | 12.1 | 0.778 | 2.247 | — | — | 2.657 | 2.995 | 3.842 | |
| UL-UNASPara. (k)=168.98, MAC/s (M)=33.612026.06 | 12.1 | 0.773 | 2.245 | — | — | 2.681 | 3.011 | 3.859 | |
| GTCRN-75% overlap + HALOOverlap=75%, Para. (k)=46.87, MAC/s (M)=65.492026.06 | 11.99 | 0.772 | 2.237 | — | — | 2.674 | 3.011 | 3.857 | |
| DPCRN-ultralight + HALOModel size=ultralight, Para. (k)=55.03, MAC/s (M)=31.342026.06 | 11.92 | 0.771 | 2.212 | — | — | 2.648 | 2.99 | 3.826 | |
| GTCRN-50% overlap + HALOOverlap=50%, Para. (k)=46.87, MAC/s (M)=32.852026.06 | 11.9 | 0.769 | 2.198 | — | — | 2.673 | 3.015 | 3.843 | |
| SGMSE+Para. (M)=65.6, MACs (G)=66 × 602026.02 | 11.873 | 0.796 | 2.336 | 3.647 | 2.007 | — | — | — | |
| LiSenNetPara. (k)=36.78, MAC/s (M)=55.772026.06 | 11.76 | 0.762 | 2.177 | — | — | 2.681 | 3.029 | 3.837 | |
| DPCRN-lightModel size=light, Para. (k)=57.02, MAC/s (M)=59.842026.06 | 11.55 | 0.764 | 2.146 | — | — | 2.631 | 2.975 | 3.81 | |
| GTCRN-50% overlapOverlap=50%, Para. (k)=23.67, MAC/s (M)=33.832026.06 | 11.39 | 0.754 | 2.101 | — | — | 2.629 | 2.981 | 3.809 | |
| GTCRN-75% overlapOverlap=75%, Para. (k)=23.67, MAC/s (M)=67.662026.06 | 11.37 | 0.756 | 2.121 | — | — | 2.639 | 2.977 | 3.846 | |
| DPCRN-ultralightModel size=ultralight, Para. (k)=27.92, MAC/s (M)=31.802026.06 | 11.07 | 0.75 | 2.025 | — | — | 2.597 | 2.943 | 3.797 | |
| Noisy2026.02 | 5.613 | 0.669 | 1.406 | 2.147 | 1.476 | — | — | — | |
| Noisy2026.06 | 5.61 | 0.669 | 1.406 | — | — | 1.628 | 2.049 | 1.855 |