Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/TCD

TCD

Reported on 48 benchmarks across 3 tasks · 1 paper · 30 SOTA

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

Computer Vision16 results

Pose EstimationonAMASS
FDE@1000ms (mm)· 2022-10-11
66.7
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonAMASS
FDE@560ms (mm)· 2022-10-11
49.8
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonAMASS
FDE@720ms (mm)· 2022-10-11
54.5
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonAMASS
FDE@880ms (mm)· 2022-10-11
60.1
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHuman3.6M
APD· 2022-10-11
19466
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHumanEva-I
APD@2000ms· 2022-10-11
6764
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose Estimationon3DPW
FDE@1000ms (mm)· 2022-10-11
73.4
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose Estimationon3DPW
FDE@560ms (mm)· 2022-10-11
55.4
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose Estimationon3DPW
FDE@720ms (mm)· 2022-10-11
61.6
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose Estimationon3DPW
FDE@880ms (mm)· 2022-10-11
67.9
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHuman3.6M
ADE· 2022-10-11
356
best: 858 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHuman3.6M
FDE· 2022-10-11
396
best: 867 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHuman3.6M
MMADE· 2022-10-11
463
best: 847 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHuman3.6M
MMFDE· 2022-10-11
445
best: 883 (MT-VAE)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHumanEva-I
ADE@2000ms· 2022-10-11
199
best: 772 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
Pose EstimationonHumanEva-I
FDE@2000ms· 2022-10-11
215
best: 749 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669

Methodology16 results

3DonAMASS
FDE@1000ms (mm)· 2022-10-11
66.7
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonAMASS
FDE@560ms (mm)· 2022-10-11
49.8
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonAMASS
FDE@720ms (mm)· 2022-10-11
54.5
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonAMASS
FDE@880ms (mm)· 2022-10-11
60.1
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHuman3.6M
APD· 2022-10-11
19466
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHumanEva-I
APD@2000ms· 2022-10-11
6764
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3Don3DPW
FDE@1000ms (mm)· 2022-10-11
73.4
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3Don3DPW
FDE@560ms (mm)· 2022-10-11
55.4
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3Don3DPW
FDE@720ms (mm)· 2022-10-11
61.6
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3Don3DPW
FDE@880ms (mm)· 2022-10-11
67.9
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHuman3.6M
ADE· 2022-10-11
356
best: 858 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHuman3.6M
FDE· 2022-10-11
396
best: 867 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHuman3.6M
MMADE· 2022-10-11
463
best: 847 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHuman3.6M
MMFDE· 2022-10-11
445
best: 883 (MT-VAE)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHumanEva-I
ADE@2000ms· 2022-10-11
199
best: 772 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
3DonHumanEva-I
FDE@2000ms· 2022-10-11
215
best: 749 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669

Audio16 results

1 Image, 2*2 StitchionAMASS
FDE@1000ms (mm)· 2022-10-11
66.7
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionAMASS
FDE@560ms (mm)· 2022-10-11
49.8
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionAMASS
FDE@720ms (mm)· 2022-10-11
54.5
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionAMASS
FDE@880ms (mm)· 2022-10-11
60.1
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHuman3.6M
APD· 2022-10-11
19466
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHumanEva-I
APD@2000ms· 2022-10-11
6764
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 Stitchion3DPW
FDE@1000ms (mm)· 2022-10-11
73.4
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 Stitchion3DPW
FDE@560ms (mm)· 2022-10-11
55.4
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 Stitchion3DPW
FDE@720ms (mm)· 2022-10-11
61.6
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 Stitchion3DPW
FDE@880ms (mm)· 2022-10-11
67.9
SOTA
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHuman3.6M
ADE· 2022-10-11
356
best: 858 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHuman3.6M
FDE· 2022-10-11
396
best: 867 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHuman3.6M
MMADE· 2022-10-11
463
best: 847 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHuman3.6M
MMFDE· 2022-10-11
445
best: 883 (MT-VAE)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHumanEva-I
ADE@2000ms· 2022-10-11
199
best: 772 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669
1 Image, 2*2 StitchionHumanEva-I
FDE@2000ms· 2022-10-11
215
best: 749 (HP-GAN)
A generic diffusion-based approach for 3D human pose prediction in the wild arXiv:2210.05669