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ESD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Speech Emotion RecognitionESD EN
Accuracy93.18
24
Speech Emotion RecognitionESD CN
Accuracy95.54
24
Emotional Text-to-SpeechESD (English)
SMOS4.35
16
Text-to-SpeechESD
Score (Angry)75
15
Text-to-SpeechESD (test)
MOS4.47
15
Neural Audio CompressionESD
ViSQOL4.61
13
Emotion PreservationESD
MEDR2.2
13
Speech Emotion RecognitionESD In-Domain v1 (test)
ACC93.86
13
Object DetectionESD
AP46.5
13
Cross-Speaker Emotional TransferESD EN held-out targets {0013, 0019} (test)
EECS95.7
12
Open-set speaker identificationESD (test)
EER0.61
12
Target Speaker ExtractionESD (test)
SI-SDRi (dB)16.67
8
Empathetic Response GenerationESD
Emotional Reaction1.851
8
Speaker and Emotion EditingESD (test)
CER2.433
7
Emotional Text-to-SpeechESD plus (test)
WER4.15
7
Emotion Style TransferESD (test)
UTMOS3.93
7
Speech SynthesisESD Zh
WER2.4
5
Cross-speaker style transferESD (test)
nMOS3.638
5
Emotional Speech SynthesisESD English (test)
Score (Neutral)78.39
5
Text-to-SpeechESD English (test)
WER6.8
5
Speech Emotion RecognitionESD
UA98.9
5
Instance SegmentationESD-1 (test)
Accuracy (2 Objects)95
5
Voice ConversionESD
WER0.149
4
Emotional Speech SynthesisESD-plus
Speech Quality (Win Rate)94.29
3
Chain GenerationESD-CoT (test)
B-144.87
3
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