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BEAT

Benchmarks

Task NameDataset NameSOTA ResultTrend
Gesture GenerationBEAT2
FGD28.15
17
Co-speech gesture generationBEAT-2 (1 Speaker)
BC7.971
17
Co-speech gesture generationBEAT All Speakers 2
BC8.103
16
3D co-speech gesture generationBEAT-ETrans (test)
FGD (h+t)40.95
14
Gesture GenerationBEAT (test)
BC78.1
12
Speech-driven Holistic Expression and Gesture GenerationBEAT 2022 (test)
FMD324.67
9
Co-speech Gesture GenerationBEAT 2
Naturalness91.67
8
3D Gesture GenerationBEAT (test)
BA0.83
8
Speech-driven gesture generationBEAT (test)
Global CCA100
7
Gesture GenerationBEAT official recomputed (test)
Hellinger Distance (Avg)0
7
Co-speech gesture generationBEAT 2 (Novel 5 speakers)
BC68.6
6
Non-facial Gesture GenerationBEAT2
FGD4.623
6
Quantifier PredictionBEAT2 (test)
Accuracy (%)74.8
5
Lip-synchronizationBEAT
MSE0.1185
5
Talking Head GenerationBEAT v2 (test)
MSE7.68
5
Monadic Co-speech Gesture SynthesisBEAT 47 (test)
BeatAlign96
5
Gesture GenerationBEAT
FGD123.7
5
Holistic Motion GenerationBEAT2
FGD4.623
5
Motion trackingBEAT2 (test)
Success Rate99
4
Emotion PredictionBEAT v2
BLEU@1100
4
Gesture GenerationBEAT 2
MOS (Realness)3.76
4
Gesture Emotion EditingBEAT (test)
Boundary Accuracy79
1
Gesture GenerationBEAT v2 (test)
Metric-
0
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