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Models/MT-VAE

MT-VAE

Reported on 24 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Computer Vision8 results

Pose EstimationonHuman3.6M
MMFDE· 2018-08-14
883
SOTA
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
Pose EstimationonHuman3.6M
ADE· 2018-08-14
457
best: 858 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
Pose EstimationonHuman3.6M
APD· 2018-08-14
403
best: 19466 (TCD)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
Pose EstimationonHuman3.6M
FDE· 2018-08-14
595
best: 867 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
Pose EstimationonHuman3.6M
MMADE· 2018-08-14
716
best: 847 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
Pose EstimationonHumanEva-I
ADE@2000ms· 2018-08-14
345
best: 772 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
Pose EstimationonHumanEva-I
APD@2000ms· 2018-08-14
21
best: 6764 (TCD)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
Pose EstimationonHumanEva-I
FDE@2000ms· 2018-08-14
403
best: 749 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545

Methodology8 results

3DonHuman3.6M
MMFDE· 2018-08-14
883
SOTA
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
3DonHuman3.6M
ADE· 2018-08-14
457
best: 858 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
3DonHuman3.6M
APD· 2018-08-14
403
best: 19466 (TCD)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
3DonHuman3.6M
FDE· 2018-08-14
595
best: 867 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
3DonHuman3.6M
MMADE· 2018-08-14
716
best: 847 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
3DonHumanEva-I
ADE@2000ms· 2018-08-14
345
best: 772 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
3DonHumanEva-I
APD@2000ms· 2018-08-14
21
best: 6764 (TCD)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
3DonHumanEva-I
FDE@2000ms· 2018-08-14
403
best: 749 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545

Audio8 results

1 Image, 2*2 StitchionHuman3.6M
MMFDE· 2018-08-14
883
SOTA
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
1 Image, 2*2 StitchionHuman3.6M
ADE· 2018-08-14
457
best: 858 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
1 Image, 2*2 StitchionHuman3.6M
APD· 2018-08-14
403
best: 19466 (TCD)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
1 Image, 2*2 StitchionHuman3.6M
FDE· 2018-08-14
595
best: 867 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
1 Image, 2*2 StitchionHuman3.6M
MMADE· 2018-08-14
716
best: 847 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
1 Image, 2*2 StitchionHumanEva-I
ADE@2000ms· 2018-08-14
345
best: 772 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
1 Image, 2*2 StitchionHumanEva-I
APD@2000ms· 2018-08-14
21
best: 6764 (TCD)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545
1 Image, 2*2 StitchionHumanEva-I
FDE@2000ms· 2018-08-14
403
best: 749 (HP-GAN)
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics arXiv:1808.04545