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environment-aware text-to-speech on AudioCaps (test)

6.76WERCosyVoice2 + TangoFlux
5.377214.711124.04533.3789May 29, 2026

Evaluation results

MethodLinks
CosyVoice2 + TangoFluxMixing separately generated speech and background audio=true2026.056.76———4.010.452
ImmersiveTTS#Param.=450M, NFEs=252026.058.064.23.483.475.80.308
ImmersiveTTS2026.058.06———5.80.308
VoiceDiT#Param.=566M, NFEs=2002026.0511.683.473.442.639.070.263
VoiceDiT2026.0511.68———9.070.263
VoiceLDM#Param.=508M, NFEs=2002026.0516.453.413.332.558.750.229
VoiceLDM2026.0516.45———8.750.229
Ground Truth2026.0522.29————0.503
Reconstructed2026.0522.584.084.163.49—0.488
AudioLDM2 (Speech)2026.0535.06———29.590.048
AudioLDM2 (Speech) + AudioLDM2 (Audio)Mixing separately generated speech and background audio=true2026.0541.33———5.360.365