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Models/GSPS

GSPS

Reported on 39 benchmarks across 3 tasks · 1 paper · 9 SOTA

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

Computer Vision13 results

Pose EstimationonHuman3.6M
APD· 2021-08-19
14757
best: 19466 (TCD)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHuman3.6M
CMD· 2021-08-19
10.758
best: 11.692 (DiverseSampling)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHumanEva-I
APD@2000ms· 2021-08-19
5825
best: 6764 (TCD)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonAMASS
ADE· 2021-08-19
0.563
best: 0.656 (ThePoseKnows)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonAMASS
APD· 2021-08-19
12.465
best: 13.17 (Dlow)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonAMASS
FDE· 2021-08-19
0.613
best: 0.675 (ThePoseKnows)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHuman3.6M
ADE· 2021-08-19
389
best: 858 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHuman3.6M
FDE· 2021-08-19
496
best: 867 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHuman3.6M
FID· 2021-08-19
2.103
best: 0.209 (BeLFusion)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHuman3.6M
MMADE· 2021-08-19
476
best: 847 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHuman3.6M
MMFDE· 2021-08-19
525
best: 883 (MT-VAE)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHumanEva-I
ADE@2000ms· 2021-08-19
233
best: 772 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
Pose EstimationonHumanEva-I
FDE@2000ms· 2021-08-19
244
best: 749 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422

Methodology13 results

3DonHuman3.6M
APD· 2021-08-19
14757
best: 19466 (TCD)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHuman3.6M
CMD· 2021-08-19
10.758
best: 11.692 (DiverseSampling)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHumanEva-I
APD@2000ms· 2021-08-19
5825
best: 6764 (TCD)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonAMASS
ADE· 2021-08-19
0.563
best: 0.656 (ThePoseKnows)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonAMASS
APD· 2021-08-19
12.465
best: 13.17 (Dlow)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonAMASS
FDE· 2021-08-19
0.613
best: 0.675 (ThePoseKnows)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHuman3.6M
ADE· 2021-08-19
389
best: 858 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHuman3.6M
FDE· 2021-08-19
496
best: 867 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHuman3.6M
FID· 2021-08-19
2.103
best: 0.209 (BeLFusion)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHuman3.6M
MMADE· 2021-08-19
476
best: 847 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHuman3.6M
MMFDE· 2021-08-19
525
best: 883 (MT-VAE)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHumanEva-I
ADE@2000ms· 2021-08-19
233
best: 772 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
3DonHumanEva-I
FDE@2000ms· 2021-08-19
244
best: 749 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422

Audio13 results

1 Image, 2*2 StitchionHuman3.6M
APD· 2021-08-19
14757
best: 19466 (TCD)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHuman3.6M
CMD· 2021-08-19
10.758
best: 11.692 (DiverseSampling)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHumanEva-I
APD@2000ms· 2021-08-19
5825
best: 6764 (TCD)
SOTA
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionAMASS
ADE· 2021-08-19
0.563
best: 0.656 (ThePoseKnows)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionAMASS
APD· 2021-08-19
12.465
best: 13.17 (Dlow)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionAMASS
FDE· 2021-08-19
0.613
best: 0.675 (ThePoseKnows)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHuman3.6M
ADE· 2021-08-19
389
best: 858 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHuman3.6M
FDE· 2021-08-19
496
best: 867 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHuman3.6M
FID· 2021-08-19
2.103
best: 0.209 (BeLFusion)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHuman3.6M
MMADE· 2021-08-19
476
best: 847 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHuman3.6M
MMFDE· 2021-08-19
525
best: 883 (MT-VAE)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHumanEva-I
ADE@2000ms· 2021-08-19
233
best: 772 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422
1 Image, 2*2 StitchionHumanEva-I
FDE@2000ms· 2021-08-19
244
best: 749 (HP-GAN)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction arXiv:2108.08422