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Models/BeLFusion

BeLFusion

Reported on 33 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision11 results

Pose EstimationonAMASS
APDE· 2022-11-25
1.977
SOTA
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonHuman3.6M
FID· 2022-11-25
0.209
SOTA
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonAMASS
ADE· 2022-11-25
0.513
best: 0.656 (ThePoseKnows)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonAMASS
APD· 2022-11-25
9.376
best: 13.17 (Dlow)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonAMASS
FDE· 2022-11-25
0.56
best: 0.675 (ThePoseKnows)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonHuman3.6M
ADE· 2022-11-25
372
best: 858 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonHuman3.6M
APD· 2022-11-25
7602
best: 19466 (TCD)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonHuman3.6M
CMD· 2022-11-25
5.988
best: 11.692 (DiverseSampling)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonHuman3.6M
FDE· 2022-11-25
474
best: 867 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonHuman3.6M
MMADE· 2022-11-25
473
best: 847 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
Pose EstimationonHuman3.6M
MMFDE· 2022-11-25
507
best: 883 (MT-VAE)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304

Methodology11 results

3DonAMASS
APDE· 2022-11-25
1.977
SOTA
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonHuman3.6M
FID· 2022-11-25
0.209
SOTA
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonAMASS
ADE· 2022-11-25
0.513
best: 0.656 (ThePoseKnows)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonAMASS
APD· 2022-11-25
9.376
best: 13.17 (Dlow)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonAMASS
FDE· 2022-11-25
0.56
best: 0.675 (ThePoseKnows)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonHuman3.6M
ADE· 2022-11-25
372
best: 858 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonHuman3.6M
APD· 2022-11-25
7602
best: 19466 (TCD)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonHuman3.6M
CMD· 2022-11-25
5.988
best: 11.692 (DiverseSampling)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonHuman3.6M
FDE· 2022-11-25
474
best: 867 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonHuman3.6M
MMADE· 2022-11-25
473
best: 847 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
3DonHuman3.6M
MMFDE· 2022-11-25
507
best: 883 (MT-VAE)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304

Audio11 results

1 Image, 2*2 StitchionAMASS
APDE· 2022-11-25
1.977
SOTA
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionHuman3.6M
FID· 2022-11-25
0.209
SOTA
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionAMASS
ADE· 2022-11-25
0.513
best: 0.656 (ThePoseKnows)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionAMASS
APD· 2022-11-25
9.376
best: 13.17 (Dlow)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionAMASS
FDE· 2022-11-25
0.56
best: 0.675 (ThePoseKnows)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionHuman3.6M
ADE· 2022-11-25
372
best: 858 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionHuman3.6M
APD· 2022-11-25
7602
best: 19466 (TCD)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionHuman3.6M
CMD· 2022-11-25
5.988
best: 11.692 (DiverseSampling)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionHuman3.6M
FDE· 2022-11-25
474
best: 867 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionHuman3.6M
MMADE· 2022-11-25
473
best: 847 (HP-GAN)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304
1 Image, 2*2 StitchionHuman3.6M
MMFDE· 2022-11-25
507
best: 883 (MT-VAE)
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction arXiv:2211.14304