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Models/PyMAF

PyMAF

Reported on 44 benchmarks across 4 tasks · 1 paper · 28 SOTA

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

Computer Vision22 results

3D Human Pose EstimationonEMDB
Average MPJAE (deg)· 2021-03-30
28.4555
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonEMDB
Average MPJAE-PA (deg)· 2021-03-30
25.7033
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonEMDB
Average MPJPE (mm)· 2021-03-30
131.065
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonEMDB
Average MPJPE-PA (mm)· 2021-03-30
82.8502
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonEMDB
Average MVE (mm)· 2021-03-30
159.956
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonEMDB
Average MVE-PA (mm)· 2021-03-30
98.1305
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonEMDB
Jitter (10m/s^3)· 2021-03-30
81.8447
best: 185.933 (FastMETRO-L no SMPL Head)
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonEMDB
Average MPJAE (deg)· 2021-03-30
28.4555
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonEMDB
Average MPJAE-PA (deg)· 2021-03-30
25.7033
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonEMDB
Average MPJPE (mm)· 2021-03-30
131.065
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonEMDB
Average MPJPE-PA (mm)· 2021-03-30
82.8502
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonEMDB
Average MVE (mm)· 2021-03-30
159.956
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonEMDB
Average MVE-PA (mm)· 2021-03-30
98.1305
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonEMDB
Jitter (10m/s^3)· 2021-03-30
81.8447
best: 185.933 (FastMETRO-L no SMPL Head)
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonAGORA
B-MPJPE· uses extra data· 2021-03-30
83.3
best: 182.1 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonAGORA
B-MVE· uses extra data· 2021-03-30
78.6
best: 187 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonAGORA
B-NMJE· uses extra data· 2021-03-30
92.6
best: 256.5 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3D Human Pose EstimationonAGORA
B-NMVE· uses extra data· 2021-03-30
87.3
best: 263.3 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonAGORA
B-MPJPE· uses extra data· 2021-03-30
83.3
best: 182.1 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonAGORA
B-MVE· uses extra data· 2021-03-30
78.6
best: 187 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonAGORA
B-NMJE· uses extra data· 2021-03-30
92.6
best: 256.5 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
Pose EstimationonAGORA
B-NMVE· uses extra data· 2021-03-30
87.3
best: 263.3 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507

Methodology11 results

3DonEMDB
Average MPJAE (deg)· 2021-03-30
28.4555
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonEMDB
Average MPJAE-PA (deg)· 2021-03-30
25.7033
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonEMDB
Average MPJPE (mm)· 2021-03-30
131.065
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonEMDB
Average MPJPE-PA (mm)· 2021-03-30
82.8502
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonEMDB
Average MVE (mm)· 2021-03-30
159.956
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonEMDB
Average MVE-PA (mm)· 2021-03-30
98.1305
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonEMDB
Jitter (10m/s^3)· 2021-03-30
81.8447
best: 185.933 (FastMETRO-L no SMPL Head)
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonAGORA
B-MPJPE· uses extra data· 2021-03-30
83.3
best: 182.1 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonAGORA
B-MVE· uses extra data· 2021-03-30
78.6
best: 187 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonAGORA
B-NMJE· uses extra data· 2021-03-30
92.6
best: 256.5 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
3DonAGORA
B-NMVE· uses extra data· 2021-03-30
87.3
best: 263.3 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507

Audio11 results

1 Image, 2*2 StitchionEMDB
Average MPJAE (deg)· 2021-03-30
28.4555
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionEMDB
Average MPJAE-PA (deg)· 2021-03-30
25.7033
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionEMDB
Average MPJPE (mm)· 2021-03-30
131.065
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionEMDB
Average MPJPE-PA (mm)· 2021-03-30
82.8502
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionEMDB
Average MVE (mm)· 2021-03-30
159.956
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionEMDB
Average MVE-PA (mm)· 2021-03-30
98.1305
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionEMDB
Jitter (10m/s^3)· 2021-03-30
81.8447
best: 185.933 (FastMETRO-L no SMPL Head)
SOTA
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionAGORA
B-MPJPE· uses extra data· 2021-03-30
83.3
best: 182.1 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionAGORA
B-MVE· uses extra data· 2021-03-30
78.6
best: 187 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionAGORA
B-NMJE· uses extra data· 2021-03-30
92.6
best: 256.5 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507
1 Image, 2*2 StitchionAGORA
B-NMVE· uses extra data· 2021-03-30
87.3
best: 263.3 (SMPLify-X)
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop arXiv:2103.16507