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3D Human Pose Estimation
벤치마크
3D Human Pose Estimation on
EMDB
52개 결과 ·
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·
JSON
Average MPJPE-PA (mm)
45.7
54.99
64.28
73.56
82.85
2020-08
2026-09
LGD — 81.1389 (2020-08-19)
LGD — 81.1389 (2020-08-19)
LGD — 81.1389 (2020-08-19)
LGD — 81.1389 (2020-08-19)
ROMP — 75.1869 (2020-08-27)
ROMP — 75.1869 (2020-08-27)
ROMP — 75.1869 (2020-08-27)
ROMP — 75.1869 (2020-08-27)
HybrIK — 65.5935 (2020-11-30)
HybrIK — 65.5935 (2020-11-30)
HybrIK — 65.5935 (2020-11-30)
HybrIK — 65.5935 (2020-11-30)
PyMAF — 82.8502 (2021-03-30)
PyMAF — 82.8502 (2021-03-30)
PyMAF — 82.8502 (2021-03-30)
PyMAF — 82.8502 (2021-03-30)
PARE — 72.203 (2021-04-17)
PARE — 72.203 (2021-04-17)
PARE — 72.203 (2021-04-17)
PARE — 72.203 (2021-04-17)
GLAMR — 71.0091 (2021-12-02)
GLAMR — 71.0091 (2021-12-02)
GLAMR — 71.0091 (2021-12-02)
GLAMR — 71.0091 (2021-12-02)
FastMETRO-L no SMPL Head — 66.794 (2022-07-27)
FastMETRO-L — 72.6765 (2022-07-27)
FastMETRO-L no SMPL Head — 66.794 (2022-07-27)
FastMETRO-L — 72.6765 (2022-07-27)
FastMETRO-L no SMPL Head — 66.794 (2022-07-27)
FastMETRO-L — 72.6765 (2022-07-27)
FastMETRO-L no SMPL Head — 66.794 (2022-07-27)
FastMETRO-L — 72.6765 (2022-07-27)
CLIFF — 68.7969 (2022-08-01)
CLIFF — 68.7969 (2022-08-01)
CLIFF — 68.7969 (2022-08-01)
CLIFF — 68.7969 (2022-08-01)
WHAM (ViT) — 50.4 (2023-12-12)
WHAM (ViT) — 50.4 (2023-12-12)
WHAM (ViT) — 50.4 (2023-12-12)
WHAM (ViT) — 50.4 (2023-12-12)
TRAM — 45.7 (2024-03-26)
TRAM — 45.7 (2024-03-26)
TRAM — 45.7 (2024-03-26)
TRAM — 45.7 (2024-03-26)
GenHMR — 51.7 (2024-12-19)
GenHMR — 51.7 (2024-12-19)
GenHMR — 51.7 (2024-12-19)
GenHMR — 51.7 (2024-12-19)
BioPose — 52.1 (2025-01-14)
BioPose — 52.1 (2025-01-14)
BioPose — 52.1 (2025-01-14)
BioPose — 52.1 (2025-01-14)
LGD — 81.1389 (2020-08-19)
PyMAF — 82.8502 (2021-03-30)
2020-08-19 — LGD: Average MPJPE-PA (mm) 81.1389
2021-03-30 — PyMAF: Average MPJPE-PA (mm) 82.8502
Rank
Model
Average MPJPE-PA (mm)
Average MPJPE (mm)
Average MVE (mm)
Average MVE-PA (mm)
Average MPJAE (deg)
Average MPJAE-PA (deg)
Jitter (10m/s^3)
Paper
Code
Year
1
TRAM
45.7
74.4
86.6
–
–
–
–
TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos
yufu-wang/tram
2024
2
WHAM (ViT)
50.4
79.7
94.4
–
–
–
–
WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion
yohanshin/WHAM
2023
3
GenHMR
51.7
88.2
99.5
–
–
–
–
GenHMR: Generative Human Mesh Recovery
2024
4
BioPose
52.1
92.5
98.9
–
–
–
–
BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular Videos
2025
5
HybrIK
65.5935
103.037
122.193
80.3678
24.5174
23.0704
49.2068
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation
jeffffffli/HybrIK
·
Jeff-sjtu/HybrIK
·
jeff-sjtu/niki
·
+1
2020
6
FastMETRO-L no SMPL Head
66.794
108.107
119.23
81.1847
–
–
185.933
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers
postech-ami/fastmetro
2022
7
CLIFF
68.7969
103.134
122.884
81.3275
23.0933
21.6265
55.4525
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation
huawei-noah/noah-research
·
xiuyu0000/new_papers_codes
·
0jason000/CLIFF
·
+3
2022
8
GLAMR
71.0091
107.797
128.237
85.4586
25.5058
23.5484
67.3522
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras
nvlabs/glamr
2021
9
PARE
72.203
113.887
133.247
85.3788
24.673
22.3842
75.1137
PARE: Part Attention Regressor for 3D Human Body Estimation
mkocabas/PARE
2021
10
FastMETRO-L
72.6765
115.036
133.566
86.0043
25.07
22.9482
81.2959
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers
postech-ami/fastmetro
2022
11
ROMP
75.1869
112.652
134.863
90.648
26.5975
23.9901
71.2556
Monocular, One-stage, Regression of Multiple 3D People
Arthur151/ROMP
·
cai-jianfeng/ROMP_mindspore
2020
12
LGD
81.1389
115.82
140.63
95.7255
25.1572
25.6425
72.9695
Human Body Model Fitting by Learned Gradient Descent
2020
13
PyMAF
82.8502
131.065
159.956
98.1305
28.4555
25.7033
81.8447
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop
HongwenZhang/PyMAF
·
Droliven/pymaf_reimplementation
2021
14
TRAM
45.7
74.4
86.6
–
–
–
–
TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos
yufu-wang/tram
2024
15
WHAM (ViT)
50.4
79.7
94.4
–
–
–
–
WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion
yohanshin/WHAM
2023
16
GenHMR
51.7
88.2
99.5
–
–
–
–
GenHMR: Generative Human Mesh Recovery
2024
17
BioPose
52.1
92.5
98.9
–
–
–
–
BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular Videos
2025
18
HybrIK
65.5935
103.037
122.193
80.3678
24.5174
23.0704
49.2068
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation
jeffffffli/HybrIK
·
Jeff-sjtu/HybrIK
·
jeff-sjtu/niki
·
+1
2020
19
FastMETRO-L no SMPL Head
66.794
108.107
119.23
81.1847
–
–
185.933
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers
postech-ami/fastmetro
2022
20
CLIFF
68.7969
103.134
122.884
81.3275
23.0933
21.6265
55.4525
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation
huawei-noah/noah-research
·
xiuyu0000/new_papers_codes
·
0jason000/CLIFF
·
+3
2022
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