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/SPIN

SPIN

Reported on 63 benchmarks across 7 tasks · 2 papers · 18 SOTA

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

Computer Vision40 results

3D Human Pose Estimationon3D Poses in the Wild Challenge
MPJAE· 2019-09-27
25.42
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose Estimationon3D Poses in the Wild Challenge
MPJPE· 2019-09-27
102.56
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose Estimationon3DPW
MPVPE· 2019-09-27
116.4
best: 119.3 (BMP)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonSSP-3D
mIOU· 2019-09-27
70
best: 80 (STRAPS)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose Estimationon3D Poses in the Wild Challenge
MPJAE· 2019-09-27
25.42
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose Estimationon3D Poses in the Wild Challenge
MPJPE· 2019-09-27
102.56
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose Estimationon3DPW
MPVPE· 2019-09-27
116.4
best: 119.3 (BMP)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonSSP-3D
mIOU· 2019-09-27
70
best: 80 (STRAPS)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonMPI-INF-3DHP
AUC· 2019-09-27
37.1
best: 87.7 (TCPFormer (T=81))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2019-09-27
105.2
best: 124.7 (VNect (Augm.))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonMPI-INF-3DHP
PCK· 2019-09-27
76.4
best: 99.37 (LMT R152 384x384)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose Estimationon3DPW
MPJPE· 2019-09-27
96.9
best: 130 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose Estimationon3DPW
PA-MPJPE· 2019-09-27
59.2
best: 157 (Simple-baseline)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Human Pose EstimationonSSP-3D
PVE-T-SC· 2019-09-27
22.2
best: 22.9 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonMPI-INF-3DHP
AUC· 2019-09-27
37.1
best: 87.7 (TCPFormer (T=81))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonMPI-INF-3DHP
MPJPE· 2019-09-27
105.2
best: 124.7 (VNect (Augm.))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonMPI-INF-3DHP
PCK· 2019-09-27
76.4
best: 99.37 (LMT R152 384x384)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose Estimationon3DPW
MPJPE· 2019-09-27
96.9
best: 130 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose Estimationon3DPW
PA-MPJPE· 2019-09-27
59.2
best: 157 (Simple-baseline)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
Pose EstimationonSSP-3D
PVE-T-SC· 2019-09-27
22.2
best: 22.9 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Multi-Person Pose EstimationonAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Multi-Person Pose EstimationonAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Multi-Person Pose EstimationonAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Multi-Person Pose EstimationonAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828

Methodology18 results

3Don3D Poses in the Wild Challenge
MPJAE· 2019-09-27
25.42
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3Don3D Poses in the Wild Challenge
MPJPE· 2019-09-27
102.56
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3Don3DPW
MPVPE· 2019-09-27
116.4
best: 119.3 (BMP)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonSSP-3D
mIOU· 2019-09-27
70
best: 80 (STRAPS)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonMPI-INF-3DHP
AUC· 2019-09-27
37.1
best: 87.7 (TCPFormer (T=81))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonMPI-INF-3DHP
MPJPE· 2019-09-27
105.2
best: 124.7 (VNect (Augm.))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonMPI-INF-3DHP
PCK· 2019-09-27
76.4
best: 99.37 (LMT R152 384x384)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3Don3DPW
MPJPE· 2019-09-27
96.9
best: 130 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3Don3DPW
PA-MPJPE· 2019-09-27
59.2
best: 157 (Simple-baseline)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3DonSSP-3D
PVE-T-SC· 2019-09-27
22.2
best: 22.9 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828

Audio18 results

1 Image, 2*2 Stitchion3D Poses in the Wild Challenge
MPJAE· 2019-09-27
25.42
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 Stitchion3D Poses in the Wild Challenge
MPJPE· 2019-09-27
102.56
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 Stitchion3DPW
MPVPE· 2019-09-27
116.4
best: 119.3 (BMP)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionSSP-3D
mIOU· 2019-09-27
70
best: 80 (STRAPS)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionMPI-INF-3DHP
AUC· 2019-09-27
37.1
best: 87.7 (TCPFormer (T=81))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2019-09-27
105.2
best: 124.7 (VNect (Augm.))
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionMPI-INF-3DHP
PCK· 2019-09-27
76.4
best: 99.37 (LMT R152 384x384)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 Stitchion3DPW
MPJPE· 2019-09-27
96.9
best: 130 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2019-09-27
59.2
best: 157 (Simple-baseline)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-MPJPE· 2019-09-27
175.1
best: 182.1 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-MVE· 2019-09-27
168.7
best: 187 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-NMJE· 2019-09-27
223.1
best: 256.5 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionAGORA
B-NMVE· 2019-09-27
216.3
best: 263.3 (SMPLify-X)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
1 Image, 2*2 StitchionSSP-3D
PVE-T-SC· 2019-09-27
22.2
best: 22.9 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828

Knowledge Base2 results

3D Absolute Human Pose EstimationonSSP-3D
mIOU· 2019-09-27
70
best: 80 (STRAPS)
SOTA
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828
3D Absolute Human Pose EstimationonSSP-3D
PVE-T-SC· 2019-09-27
22.2
best: 22.9 (HMR)
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop arXiv:1909.12828

Natural Language Processing1 result

Word Sense DisambiguationonTS50
Sequence Recovery %(All)· 2023-05-20
30.3
SOTA
Knowledge-Design: Pushing the Limit of Protein Design via Knowledge Refinement arXiv:2305.15151