Speech Reconstruction on LibriTTS + ESC-50 clean-100 (test)
2.97PESQFocalSE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FocalSEBitrate (kbps)=6.00, Params (M)=222, SNR=10 dB2026.07 | 2.97 | 0.957 | 8.373 | |
| FocalSE−NRBitrate (kbps)=6.00, Params (M)=159, SNR=10 dB2026.07 | 2.928 | 0.955 | 8.211 | |
| FocalSE−NR/NDBitrate (kbps)=6.00, Params (M)=152, SNR=10 dB2026.07 | 2.86 | 0.943 | 7.803 | |
| FD-CBRBitrate (kbps)=6.00, Params (M)=83, SNR=10 dB2026.07 | 2.839 | 0.942 | 7.646 | |
| SECEBitrate (kbps)=6.00, Params (M)=196, SNR=10 dB2026.07 | 2.806 | 0.937 | 7.191 | |
| FocalSEBitrate (kbps)=6.00, Params (M)=222, SNR=5 dB2026.07 | 2.728 | 0.945 | 7.835 | |
| FocalSE−NRBitrate (kbps)=6.00, Params (M)=159, SNR=5 dB2026.07 | 2.691 | 0.944 | 7.768 | |
| FocalSEBitrate (kbps)=2.50, Params (M)=221, SNR=10 dB2026.07 | 2.682 | 0.944 | 6.316 | |
| FocalSE−NRBitrate (kbps)=2.50, Params (M)=159, SNR=10 dB2026.07 | 2.615 | 0.94 | 6.274 | |
| FocalSE−NR/NDBitrate (kbps)=6.00, Params (M)=152, SNR=5 dB2026.07 | 2.611 | 0.937 | 7.301 | |
| FocalSE−NR/NDBitrate (kbps)=2.50, Params (M)=151, SNR=10 dB2026.07 | 2.606 | 0.939 | 6.189 | |
| FD-CBRBitrate (kbps)=6.00, Params (M)=83, SNR=5 dB2026.07 | 2.589 | 0.93 | 7.193 | |
| SECEBitrate (kbps)=6.00, Params (M)=196, SNR=5 dB2026.07 | 2.573 | 0.919 | 7.001 | |
| FD-CBRBitrate (kbps)=2.50, Params (M)=82, SNR=10 dB2026.07 | 2.504 | 0.935 | 5.68 | |
| FocalSEBitrate (kbps)=2.50, Params (M)=221, SNR=5 dB2026.07 | 2.465 | 0.932 | 5.879 | |
| FocalSE−NRBitrate (kbps)=2.50, Params (M)=159, SNR=5 dB2026.07 | 2.437 | 0.929 | 5.826 | |
| SECEBitrate (kbps)=2.50, Params (M)=195, SNR=10 dB2026.07 | 2.435 | 0.927 | 5.101 | |
| FocalSEBitrate (kbps)=6.00, Params (M)=222, SNR=0 dB2026.07 | 2.432 | 0.926 | 6.892 | |
| FocalSE−NR/NDBitrate (kbps)=2.50, Params (M)=151, SNR=5 dB2026.07 | 2.402 | 0.926 | 5.804 | |
| FocalSE−NRBitrate (kbps)=6.00, Params (M)=159, SNR=0 dB2026.07 | 2.397 | 0.923 | 6.839 | |
| FocalSE−NR/NDBitrate (kbps)=6.00, Params (M)=152, SNR=0 dB2026.07 | 2.331 | 0.917 | 6.301 | |
| FD-CBRBitrate (kbps)=6.00, Params (M)=83, SNR=0 dB2026.07 | 2.305 | 0.911 | 6.178 | |
| SECEBitrate (kbps)=6.00, Params (M)=196, SNR=0 dB2026.07 | 2.281 | 0.908 | 6.01 | |
| FD-CBRBitrate (kbps)=2.50, Params (M)=82, SNR=5 dB2026.07 | 2.27 | 0.919 | 4.862 | |
| FocalSEBitrate (kbps)=2.50, Params (M)=221, SNR=0 dB2026.07 | 2.19 | 0.911 | 5.016 | |
| SECEBitrate (kbps)=2.50, Params (M)=195, SNR=5 dB2026.07 | 2.186 | 0.907 | 4.013 | |
| FocalSE−NRBitrate (kbps)=2.50, Params (M)=159, SNR=0 dB2026.07 | 2.157 | 0.911 | 5.009 | |
| FocalSE−NR/NDBitrate (kbps)=2.50, Params (M)=151, SNR=0 dB2026.07 | 2.15 | 0.903 | 4.983 | |
| FocalSEBitrate (kbps)=6.00, Params (M)=222, SNR=-5 dB2026.07 | 2.116 | 0.892 | 5.403 | |
| FocalSE−NRBitrate (kbps)=6.00, Params (M)=159, SNR=-5 dB2026.07 | 2.086 | 0.888 | 5.387 | |
| FD-CBRBitrate (kbps)=2.50, Params (M)=82, SNR=0 dB2026.07 | 2.016 | 0.896 | 3.988 | |
| FocalSE−NR/NDBitrate (kbps)=6.00, Params (M)=152, SNR=-5 dB2026.07 | 1.988 | 0.875 | 4.816 | |
| SECEBitrate (kbps)=2.50, Params (M)=195, SNR=0 dB2026.07 | 1.979 | 0.863 | 3.913 | |
| FD-CBRBitrate (kbps)=6.00, Params (M)=83, SNR=-5 dB2026.07 | 1.975 | 0.871 | 4.516 | |
| SECEBitrate (kbps)=6.00, Params (M)=196, SNR=-5 dB2026.07 | 1.955 | 0.81 | 4.294 | |
| FocalSEBitrate (kbps)=2.50, Params (M)=221, SNR=-5 dB2026.07 | 1.932 | 0.874 | 3.635 | |
| FocalSE−NRBitrate (kbps)=2.50, Params (M)=159, SNR=-5 dB2026.07 | 1.917 | 0.871 | 3.611 | |
| FocalSE−NR/NDBitrate (kbps)=2.50, Params (M)=151, SNR=-5 dB2026.07 | 1.905 | 0.868 | 3.603 | |
| DACBitrate (kbps)=6.00, Params (M)=77, SNR=10 dB2026.07 | 1.773 | 0.911 | 5.817 | |
| FD-CBRBitrate (kbps)=2.50, Params (M)=82, SNR=-5 dB2026.07 | 1.754 | 0.855 | 2.417 | |
| SECEBitrate (kbps)=2.50, Params (M)=195, SNR=-5 dB2026.07 | 1.741 | 0.803 | 2.393 | |
| DACBitrate (kbps)=2.50, Params (M)=77, SNR=10 dB2026.07 | 1.627 | 0.879 | 2.867 | |
| DACBitrate (kbps)=6.00, Params (M)=77, SNR=5 dB2026.07 | 1.496 | 0.867 | 2.992 | |
| DACBitrate (kbps)=2.50, Params (M)=77, SNR=5 dB2026.07 | 1.422 | 0.841 | 1.237 | |
| DACBitrate (kbps)=6.00, Params (M)=77, SNR=0 dB2026.07 | 1.314 | 0.809 | -0.835 | |
| DACBitrate (kbps)=2.50, Params (M)=77, SNR=0 dB2026.07 | 1.261 | 0.779 | -2.279 | |
| DACBitrate (kbps)=6.00, Params (M)=77, SNR=-5 dB2026.07 | 1.215 | 0.738 | -5.193 | |
| DACBitrate (kbps)=2.50, Params (M)=77, SNR=-5 dB2026.07 | 1.181 | 0.708 | -6.676 |