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9.22k
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
P-STMO (N=243)
https://arxiv.org/abs/2203.07628v2
Average MPJPE (mm)
42.1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
P-STMO (N=243)
https://arxiv.org/abs/2203.07628v2
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
P-STMO (N=243)
https://arxiv.org/abs/2203.07628v2
Frames Needed
243
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
P-STMO (N=243)
https://arxiv.org/abs/2203.07628v2
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
P-STMO (N=243)
https://arxiv.org/abs/2203.07628v2
2D detector
CPN
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-S
https://arxiv.org/abs/2310.16288v1
Average MPJPE (mm)
42.5
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-S
https://arxiv.org/abs/2310.16288v1
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-S
https://arxiv.org/abs/2310.16288v1
Frames Needed
81
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-S
https://arxiv.org/abs/2310.16288v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-S
https://arxiv.org/abs/2310.16288v1
2D detector
SH
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Anatomy3D
https://arxiv.org/abs/2002.10322v5
Average MPJPE (mm)
44.1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Anatomy3D
https://arxiv.org/abs/2002.10322v5
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Anatomy3D
https://arxiv.org/abs/2002.10322v5
Frames Needed
243
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Anatomy3D
https://arxiv.org/abs/2002.10322v5
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Anatomy3D
https://arxiv.org/abs/2002.10322v5
2D detector
CPN
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
PoseFormer (T=81)
https://arxiv.org/abs/2103.10455v3
Average MPJPE (mm)
44.3
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
PoseFormer (T=81)
https://arxiv.org/abs/2103.10455v3
Frames Needed
81
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
PoseFormer (T=81)
https://arxiv.org/abs/2103.10455v3
2D detector
CPN
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
RIE (T=243 CPN)
https://arxiv.org/abs/2107.13994v1
Average MPJPE (mm)
44.3
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
RIE (T=243 CPN)
https://arxiv.org/abs/2107.13994v1
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
RIE (T=243 CPN)
https://arxiv.org/abs/2107.13994v1
Frames Needed
243
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
RIE (T=243 CPN)
https://arxiv.org/abs/2107.13994v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
RIE (T=243 CPN)
https://arxiv.org/abs/2107.13994v1
2D detector
CPN
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-XS
https://arxiv.org/abs/2310.16288v1
Average MPJPE (mm)
45.1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-XS
https://arxiv.org/abs/2310.16288v1
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-XS
https://arxiv.org/abs/2310.16288v1
Frames Needed
27
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-XS
https://arxiv.org/abs/2310.16288v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MotionAGFormer-XS
https://arxiv.org/abs/2310.16288v1
2D detector
SH
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Attention3DHumanPose
http://openaccess.thecvf.com/content_CVPR_2020/html/Liu_Attention_Mechanism_Exploits_Temporal_Contexts_Real-Time_3D_Human_Pose_Reconstruction_CVPR_2020_paper.html
Average MPJPE (mm)
45.1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Attention3DHumanPose
http://openaccess.thecvf.com/content_CVPR_2020/html/Liu_Attention_Mechanism_Exploits_Temporal_Contexts_Real-Time_3D_Human_Pose_Reconstruction_CVPR_2020_paper.html
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Attention3DHumanPose
http://openaccess.thecvf.com/content_CVPR_2020/html/Liu_Attention_Mechanism_Exploits_Temporal_Contexts_Real-Time_3D_Human_Pose_Reconstruction_CVPR_2020_paper.html
Frames Needed
243
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Attention3DHumanPose
http://openaccess.thecvf.com/content_CVPR_2020/html/Liu_Attention_Mechanism_Exploits_Temporal_Contexts_Real-Time_3D_Human_Pose_Reconstruction_CVPR_2020_paper.html
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Attention3DHumanPose
http://openaccess.thecvf.com/content_CVPR_2020/html/Liu_Attention_Mechanism_Exploits_Temporal_Contexts_Real-Time_3D_Human_Pose_Reconstruction_CVPR_2020_paper.html
2D detector
CPN
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Trajectory Space Factorization (50 frames)
https://arxiv.org/abs/1908.08289v1
Average MPJPE (mm)
46.6
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Trajectory Space Factorization (50 frames)
https://arxiv.org/abs/1908.08289v1
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Trajectory Space Factorization (50 frames)
https://arxiv.org/abs/1908.08289v1
Frames Needed
50
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Trajectory Space Factorization (50 frames)
https://arxiv.org/abs/1908.08289v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VideoPose3D (T=243)
http://arxiv.org/abs/1811.11742v2
Average MPJPE (mm)
46.8
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VideoPose3D (T=243)
http://arxiv.org/abs/1811.11742v2
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VideoPose3D (T=243)
http://arxiv.org/abs/1811.11742v2
Frames Needed
243
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VideoPose3D (T=243)
http://arxiv.org/abs/1811.11742v2
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VideoPose3D (T=243)
http://arxiv.org/abs/1811.11742v2
2D detector
CPN
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
PointHMR
https://arxiv.org/abs/2304.09502v1
Average MPJPE (mm)
48.3
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
PointHMR
https://arxiv.org/abs/2304.09502v1
PA-MPJPE
32.9
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SRNET
https://arxiv.org/abs/2007.09389v1
Average MPJPE (mm)
49.9
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SRNET
https://arxiv.org/abs/2007.09389v1
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SRNET
https://arxiv.org/abs/2007.09389v1
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SRNET
https://arxiv.org/abs/2007.09389v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
HR-Net+VPose+PoseAug
https://arxiv.org/abs/2105.02465v1
Average MPJPE (mm)
50.2
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
HR-Net+VPose+PoseAug
https://arxiv.org/abs/2105.02465v1
PA-MPJPE
39.1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TAG-Net
https://arxiv.org/abs/2006.07778v3
Average MPJPE (mm)
50.9
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TAG-Net
https://arxiv.org/abs/2006.07778v3
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TAG-Net
https://arxiv.org/abs/2006.07778v3
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TAG-Net
https://arxiv.org/abs/2006.07778v3
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
cross-dataset-evaluation
https://arxiv.org/abs/2004.03143v1
Average MPJPE (mm)
52.0
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
cross-dataset-evaluation
https://arxiv.org/abs/2004.03143v1
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
cross-dataset-evaluation
https://arxiv.org/abs/2004.03143v1
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
cross-dataset-evaluation
https://arxiv.org/abs/2004.03143v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TP-Net
http://arxiv.org/abs/1711.09250v2
Average MPJPE (mm)
52.1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TP-Net
http://arxiv.org/abs/1711.09250v2
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TP-Net
http://arxiv.org/abs/1711.09250v2
Frames Needed
20
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
TP-Net
http://arxiv.org/abs/1711.09250v2
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Multimodal Mixture Density Networks
http://arxiv.org/abs/1904.05547v1
Average MPJPE (mm)
52.7
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Multimodal Mixture Density Networks
http://arxiv.org/abs/1904.05547v1
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Multimodal Mixture Density Networks
http://arxiv.org/abs/1904.05547v1
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Multimodal Mixture Density Networks
http://arxiv.org/abs/1904.05547v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SemGCN
https://arxiv.org/abs/1904.03345v3
Average MPJPE (mm)
57.6
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SemGCN
https://arxiv.org/abs/1904.03345v3
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SemGCN
https://arxiv.org/abs/1904.03345v3
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SemGCN
https://arxiv.org/abs/1904.03345v3
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MultiPoseNet
https://arxiv.org/abs/1904.01324v2
Average MPJPE (mm)
58.0
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MultiPoseNet
https://arxiv.org/abs/1904.01324v2
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MultiPoseNet
https://arxiv.org/abs/1904.01324v2
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
MultiPoseNet
https://arxiv.org/abs/1904.01324v2
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Monocular Total Capture
http://arxiv.org/abs/1812.01598v1
Average MPJPE (mm)
58.3
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Monocular Total Capture
http://arxiv.org/abs/1812.01598v1
Use Video Sequence
NO
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Monocular Total Capture
http://arxiv.org/abs/1812.01598v1
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Monocular Total Capture
http://arxiv.org/abs/1812.01598v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SIM (SH detections FT) (MA)
http://arxiv.org/abs/1705.03098v2
Average MPJPE (mm)
62.9
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SIM (SH detections FT) (MA)
http://arxiv.org/abs/1705.03098v2
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SIM (SH detections FT) (MA)
http://arxiv.org/abs/1705.03098v2
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SIM (SH detections FT) (MA)
http://arxiv.org/abs/1705.03098v2
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Bundle Adjustment (GTi)
https://arxiv.org/abs/1905.04266v1
Average MPJPE (mm)
63.3
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SelecSLS
https://arxiv.org/abs/1907.00837v2
Average MPJPE (mm)
63.6
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SelecSLS
https://arxiv.org/abs/1907.00837v2
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SelecSLS
https://arxiv.org/abs/1907.00837v2
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
SelecSLS
https://arxiv.org/abs/1907.00837v2
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Weakly Supervised Transfer Learning
http://arxiv.org/abs/1704.02447v2
Average MPJPE (mm)
64.9
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Weakly Supervised Transfer Learning
http://arxiv.org/abs/1704.02447v2
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Weakly Supervised Transfer Learning
http://arxiv.org/abs/1704.02447v2
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Weakly Supervised Transfer Learning
http://arxiv.org/abs/1704.02447v2
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VIBE
https://arxiv.org/abs/1912.05656v3
Average MPJPE (mm)
65.6
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VIBE
https://arxiv.org/abs/1912.05656v3
Use Video Sequence
Yes
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VIBE
https://arxiv.org/abs/1912.05656v3
Frames Needed
16
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
VIBE
https://arxiv.org/abs/1912.05656v3
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
GraphCMR
https://arxiv.org/abs/1905.03244v1
Average MPJPE (mm)
74.7
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
GraphCMR
https://arxiv.org/abs/1905.03244v1
Use Video Sequence
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
GraphCMR
https://arxiv.org/abs/1905.03244v1
Frames Needed
1
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
GraphCMR
https://arxiv.org/abs/1905.03244v1
Need Ground Truth 2D Pose
No
3D Human Pose Estimation > Monocular 3D Human Pose Estimation
Human3.6M
Projected-pose belief maps + 2D fusion layers
http://arxiv.org/abs/1701.00295v4
Average MPJPE (mm)
88.39