Audio Reconstruction on MusicDB (test)
0.3578Mel DistanceDAC
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DACUnified=true, TPS=6002025.02 | 0.3578 | 1.9621 | — | — | — | — | |
| UniCodecUnified=true, TPS=752025.02 | 0.3959 | 2.1822 | — | — | — | — | |
| Wavtokenizer (music/audio)Unified=false, TPS=752025.02 | 0.4516 | 2.245 | — | — | — | — | |
| Wavtokenizer (unified)Unified=true, TPS=752025.02 | 0.5435 | 2.5451 | — | — | — | — | |
| EncodecUnified=true, TPS=6002025.02 | 0.5565 | 2.1678 | — | — | — | — | |
| DACbps=6000, Frame rate=75, NVQ=82026.02 | 0.63 | 1.87 | — | — | — | — | |
| MOSS-Audio-Tokenizerbps=4000, Frame rate=12.5, NVQ=322026.02 | 0.64 | 1.82 | — | — | — | — | |
| MiMo-Audio-Tokenizerbps=3650, Frame rate=25, NVQ=202026.02 | 0.65 | 2.06 | — | — | — | — | |
| Wavtokenizer (speech)Unified=false, TPS=752025.02 | 0.6586 | 3.0335 | — | — | — | — | |
| MOSS-Audio-Tokenizerbps=3000, Frame rate=12.5, NVQ=242026.02 | 0.66 | 1.84 | — | — | — | — | |
| MimiUnified=true, TPS=1002025.02 | 0.6714 | 2.2526 | — | — | — | — | |
| MiMo-Audio-Tokenizerbps=2250, Frame rate=25, NVQ=122026.02 | 0.68 | 2.1 | — | — | — | — | |
| Higgs-Audio-Tokenizerbps=2000, Frame rate=25, NVQ=82026.02 | 0.7 | 1.92 | — | — | — | — | |
| MOSS-Audio-Tokenizerbps=2000, Frame rate=12.5, NVQ=162026.02 | 0.7 | 1.9 | — | — | — | — | |
| MOSS-Audio-Tokenizerbps=1500, Frame rate=12.5, NVQ=122026.02 | 0.74 | 1.96 | — | — | — | — | |
| Higgs-Audio-Tokenizerbps=1000, Frame rate=25, NVQ=42026.02 | 0.8 | 2.05 | — | — | — | — | |
| MOSS-Audio-Tokenizerbps=1000, Frame rate=12.5, NVQ=82026.02 | 0.8 | 2.04 | — | — | — | — | |
| MiMo-Audio-Tokenizerbps=850, Frame rate=25, NVQ=42026.02 | 0.81 | 2.23 | — | — | — | — | |
| DACbps=3000, Frame rate=75, NVQ=42026.02 | 0.83 | 2.1 | — | — | — | — | |
| Encodecbps=4500, Frame rate=75, NVQ=62026.02 | 0.84 | 2.17 | — | — | — | — | |
| MOSS-Audio-Tokenizerbps=750, Frame rate=12.5, NVQ=62026.02 | 0.85 | 2.1 | — | — | — | — | |
| Mimibps=4400, Frame rate=12.5, NVQ=322026.02 | 0.98 | 2.21 | — | — | — | — | |
| Encodecbps=1500, Frame rate=75, NVQ=22026.02 | 1.04 | 2.42 | — | — | — | — | |
| Mimibps=2475, Frame rate=12.5, NVQ=182026.02 | 1.06 | 2.32 | — | — | — | — | |
| Mimibps=1100, Frame rate=12.5, NVQ=82026.02 | 1.19 | 2.49 | — | — | — | — | |
| BigCodecUnified=false, TPS=802025.02 | 1.3803 | 4.2366 | — | — | — | — | |
| TAAEUnified=false, TPS=502025.02 | 1.4067 | 4.134 | — | — | — | — | |
| DACUnified=false, TPS=752025.02 | 1.8894 | 6.2476 | — | — | — | — | |
| BigCodecUnified=false, TPS=80, kbps=1.04, Nq=1, SR=16, Token rate category=≤ 1002026.01 | — | — | 1.958 | 6.639 | 1.031 | 2.003 | |
| BigVGANUnified=true, SR=44.1, Token rate category=Vocoder2026.01 | — | — | 0.38 | 1.334 | 0.35 | 1.263 | |
| DACUnified=true, TPS=900, kbps=9, Nq=9, SR=44.1, Token rate category=> 1002026.01 | — | — | 0.651 | 1.634 | 0.665 | 1.462 | |
| DACUnified=true, TPS=100, kbps=1, Nq=1, SR=44.1, Token rate category=≤ 1002026.01 | — | — | 1.276 | 2.195 | 1.474 | 2.27 | |
| EncodecUnified=true, TPS=600, kbps=6, Nq=8, SR=24, Token rate category=> 1002026.01 | — | — | 1.372 | 4.705 | 1.086 | 2.02 | |
| EncodecUnified=true, TPS=300, kbps=3, Nq=4, SR=24, Token rate category=> 1002026.01 | — | — | 1.463 | 4.769 | 1.203 | 2.134 | |
| MelCapUnified=true, TPS=260, kbps=3.4, Nq=1, SR=44.1, Token rate category=> 1002026.01 | — | — | 0.796 | 1.813 | 0.896 | 1.87 | |
| SNACUnified=true, TPS=240, kbps=2.88, Nq=4, SR=44.1, Token rate category=> 1002026.01 | — | — | 0.788 | 1.673 | 0.845 | 1.645 | |
| TAAEUnified=false, TPS=50, kbps=0.7, Nq=1, SR=16, Token rate category=≤ 1002026.01 | — | — | 2.49 | 7.006 | 1.746 | 2.927 | |
| UniCodecUnified=true, TPS=75, kbps=1.3, Nq=1, SR=24, Token rate category=≤ 1002026.01 | — | — | 1.352 | 4.713 | 0.943 | 1.858 | |
| UniSRCodec-BUnified=true, TPS=40, kbps=0.52, Nq=1, SR=44.1, Token rate category=≤ 1002026.01 | — | — | 0.882 | 1.747 | 0.893 | 1.768 | |
| UniSRCodec-LUnified=true, TPS=176, kbps=2.29, Nq=1, SR=44.1, Token rate category=> 1002026.01 | — | — | 0.656 | 1.543 | 0.638 | 1.529 | |
| WT-MAUnified=false, TPS=75, kbps=0.9, Nq=1, SR=24, Token rate category=≤ 1002026.01 | — | — | 1.39 | 4.689 | 1.044 | 1.977 | |
| WT-SpeechUnified=false, TPS=75, kbps=0.9, Nq=1, SR=24, Token rate category=≤ 1002026.01 | — | — | 1.341 | 4.7 | 0.997 | 1.923 | |
| WT-UnifiedUnified=true, TPS=40, kbps=0.48, Nq=1, SR=24, Token rate category=≤ 1002026.01 | — | — | 1.558 | 4.77 | 1.255 | 2.11 |