← 3D Human Pose Estimation
Papers with Code · CC BY-SA 4.0

Human3.6M

아카이브 평가 88건 · 마지막 적재/변경

평가 기록

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
MDN (Multi-View)
Average MPJPE (mm)
49.6
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network
2019-04-11
코드 1 · 코드 2
Ray3D (T=9 CPN)
Average MPJPE (mm)
49.7
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localization
2022-03-22
코드 1
SRNet (T=1)
Average MPJPE (mm)
49.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine Approach
2020-07-18
코드 1
HR-Net+VPose+PoseAug
Average MPJPE (mm)
50.2
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation
2021-05-06
코드 1
Jointformer (CPN)
Average MPJPE (mm)
50.5
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose Estimation
2022-08-07
코드 1
Multi-view Temporal self-supervised
Average MPJPE (mm)
50.6
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Learning Temporal 3D Human Pose Estimation with Pseudo-Labels
2021-10-14
코드 1 · 코드 2
STRGCN (T=1)
Average MPJPE (mm)
50.6
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks
2019-10-01
코드 1
MTF-Transformer (M=0.4, T=1, N=1)
Average MPJPE (mm)
50.7
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Adaptive Multi-view and Temporal Fusing Transformer for 3D Human Pose Estimation
2021-10-11
연결 없음
HR-Net+ST-GCN+PoseAug
Average MPJPE (mm)
50.8
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation
2021-05-06
코드 1
TAG-Net
Average MPJPE (mm)
50.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Cascaded deep monocular 3D human pose estimation with evolutionary training data
2020-06-14
코드 1
LoCO
Average MPJPE (mm)
51.1
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
43.4
Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation
2020-04-01
코드 1
VideoPose3D (T=1)
Average MPJPE (mm)
51.8
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
40
3D human pose estimation in video with temporal convolutions and semi-supervised training
2018-11-28
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10
Graph Stacked Hourglass Network (CPN)
Average MPJPE (mm)
51.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Graph Stacked Hourglass Networks for 3D Human Pose Estimation
2021-03-30
코드 1
Pose Consensus (monocular)
Average MPJPE (mm)
52
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Consensus-based Optimization for 3D Human Pose Estimation in Camera Coordinates
2019-11-21
코드 1
MöbiusGCN
Average MPJPE (mm)
52.1
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
3D Human Pose Estimation Using Möbius Graph Convolutional Networks
2022-03-20
연결 없음
PoseLifter
Average MPJPE (mm)
52.5
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
39.1
PoseLifter: Absolute 3D human pose lifting network from a single noisy 2D human pose
2019-10-26
코드 1
MDN
Average MPJPE (mm)
52.7
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
42.6
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network
2019-04-11
코드 1 · 코드 2
ONS LCN
Average MPJPE (mm)
52.7
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Optimizing Network Structure for 3D Human Pose Estimation
2019-10-01
연결 없음
SemGCN
Average MPJPE (mm)
57.6
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Semantic Graph Convolutional Networks for 3D Human Pose Regression
2019-04-06
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
Stereoscopic View Synthesis Subnetwork
Average MPJPE (mm)
58
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Generalizing Monocular 3D Human Pose Estimation in the Wild
2019-04-11
코드 1
Sequence-to-sequence network
Average MPJPE (mm)
58.5
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Exploiting temporal information for 3D pose estimation
2017-11-23
코드 1
TAPE (T=16)
Average MPJPE (mm)
60
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
39.5
Acceleration Error
6.5
TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation
2023-04-29
코드 1
Probabilistic Monocular (T=1)
Average MPJPE (mm)
61.8
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows
2021-07-29
코드 1
2D-3D Lifting self-supervised
Average MPJPE (mm)
62.0
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Self-Supervised 3D Human Pose Estimation with Multiple-View Geometry
2021-08-17
코드 1
SIM (SH detections FT) (MA)
Average MPJPE (mm)
62.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
A simple yet effective baseline for 3d human pose estimation
2017-05-08
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14
VoxelKeypointFusion (transfer)
Average MPJPE (mm)
64.3
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
VoxelKeypointFusion: Generalizable Multi-View Multi-Person Pose Estimation
2024-10-24
코드 1
VIBE
Average MPJPE (mm)
65.6
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
41.4
VIBE: Video Inference for Human Body Pose and Shape Estimation
2019-12-11
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
CanonPose
Average MPJPE (mm)
74.3
Using 2D ground-truth joints
No
Multi-View or Monocular
MultiView
CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild
2020-11-30
코드 1