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Models/UDE

UDE

Reported on 12 benchmarks across 6 tasks · 2 papers · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision6 results

Pose TrackingonAIST++
FID· 2022-11-29
17.25
best: 17.22 (Motion Anything)
SOTA
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016
Pose TrackingonAIST++
Beat alignment score· 2022-11-29
0.2311
best: 0.2757 (Motion Anything)
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016
Action LocalizationonBreakfast
Acc· 2021-04-30
47.4
best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unsupervised Discriminative Embedding for Sub-Action Learning in Complex Activities arXiv:2105.00067
Action LocalizationonBreakfast
F1@50%· 2021-04-30
31.9
best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unsupervised Discriminative Embedding for Sub-Action Learning in Complex Activities arXiv:2105.00067
Action SegmentationonBreakfast
Acc· 2021-04-30
47.4
best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unsupervised Discriminative Embedding for Sub-Action Learning in Complex Activities arXiv:2105.00067
Action SegmentationonBreakfast
F1@50%· 2021-04-30
31.9
best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
Unsupervised Discriminative Embedding for Sub-Action Learning in Complex Activities arXiv:2105.00067

Audio4 results

10-shot image generationonAIST++
FID· 2022-11-29
17.25
best: 17.22 (Motion Anything)
SOTA
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016
3D Human Pose TrackingonAIST++
FID· 2022-11-29
17.25
best: 17.22 (Motion Anything)
SOTA
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016
10-shot image generationonAIST++
Beat alignment score· 2022-11-29
0.2311
best: 0.2757 (Motion Anything)
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016
3D Human Pose TrackingonAIST++
Beat alignment score· 2022-11-29
0.2311
best: 0.2757 (Motion Anything)
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016

Computer Code2 results

Motion SynthesisonAIST++
FID· 2022-11-29
17.25
best: 17.22 (Motion Anything)
SOTA
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016
Motion SynthesisonAIST++
Beat alignment score· 2022-11-29
0.2311
best: 0.2757 (Motion Anything)
UDE: A Unified Driving Engine for Human Motion Generation arXiv:2211.16016