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Emotional Text-to-Speech on CREMA-D

89.2Angry AccuracyDUET + GradTTS
-3.56820.51644.668.684May 20, 2026

Evaluation results

MethodLinks
DUET + GradTTSPlug-and-play=true, Frozen backbones=true2026.0589.223.168.260.2
DUET + MatchaPlug-and-play=true, Frozen backbones=true2026.0561.810.869.847.4
DUET + ProDiffPlug-and-play=true, Frozen backbones=true2026.0550.886.489.275.5
DUET + F5-TTSPlug-and-play=true, Frozen backbones=true, Reference speech with neutral emotion at inference=true2026.0541.88.710050.2
Qwen3-TTS2026.0533.954.625.438
OpenAudio2026.0533.939.510.327.9
EmoVoice2026.0532.3020.817.7
CosyVoice2Reference speech with neutral emotion at inference=true2026.0528.531.339.233
DUET + StableTTSPlug-and-play=true, Frozen backbones=true2026.0527.963.37.232.8
EmotiVoice2026.0521.510.817.916.7
EmoKnobReference speech with neutral emotion at inference=true2026.057.442.65936.3
Chatterbox2026.054.113.636.918.2
ChatTTS2026.050.223.626.416.7
IndexTTS22026.050086.228.7
EmoSphere++2026.0504.682.629.1