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

Human3.6M

아카이브 평가 88건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
LMT R152 384x384
Average MPJPE (mm)
17.59
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
MPVE (mm)
23.7
Angular Error
11.33
Learnable human mesh triangulation for 3D human pose and shape estimation
2022-08-24
연결 없음
Geometry-Biased Transformer (HRNet)
Average MPJPE (mm)
26.0
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Geometry-Biased Transformer for Robust Multi-View 3D Human Pose Reconstruction
2023-12-28
연결 없음
Epipolar Transformer+R50 256×256+RPSM
Average MPJPE (mm)
26.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Epipolar Transformers
2020-05-10
코드 1
MTF-Transformer (M=0.4, T=7)
Average MPJPE (mm)
28.5
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Adaptive Multi-view and Temporal Fusing Transformer for 3D Human Pose Estimation
2021-10-11
연결 없음
Generalizable Human Pose Triangulation
Average MPJPE (mm)
29.1
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Generalizable Human Pose Triangulation
2021-10-01
연결 없음
MTF-Transformer (M=0.4, T=1)
Average MPJPE (mm)
29.4
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Adaptive Multi-view and Temporal Fusing Transformer for 3D Human Pose Estimation
2021-10-11
연결 없음
SmartEdgeSensor
Average MPJPE (mm)
29.8
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge Sensors
2021-06-28
코드 1
LWCDR
Average MPJPE (mm)
30.2
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation
2020-04-05
연결 없음
LMT R50 224x224
Average MPJPE (mm)
30.56
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
MPVE (mm)
42.28
Angular Error
14.61
Learnable human mesh triangulation for 3D human pose and shape estimation
2022-08-24
연결 없음
FLEX
Average MPJPE (mm)
30.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion Reconstruction
2021-05-05
코드 1
Fusion-RPSM (t=10)
Average MPJPE (mm)
31.17
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Cross View Fusion for 3D Human Pose Estimation
2019-09-03
코드 1
KTPFormer (T=243)
Average MPJPE (mm)
33.0
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
26.2
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
2024-03-31
코드 1
DiffPhy (W=480)
Average MPJPE (mm)
33.4
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
21.9
Differentiable Dynamics for Articulated 3d Human Motion Reconstruction
2022-05-24
연결 없음
PoseRN
Average MPJPE (mm)
38.4
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
PoseRN: A 2D pose refinement network for bias-free multi-view 3D human pose estimation
2021-07-07
연결 없음
SoloPose
Average MPJPE (mm)
38.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
29.9
SoloPose: One-Shot Kinematic 3D Human Pose Estimation with Video Data Augmentation
2023-12-15
코드 1
Pose Consensus (multi-view, GT calib.)
Average MPJPE (mm)
39
Using 2D ground-truth joints
No
Multi-View or Monocular
Multi-View
Consensus-based Optimization for 3D Human Pose Estimation in Camera Coordinates
2019-11-21
코드 1
MixSTE (HRNet, T=243)
Average MPJPE (mm)
39.8
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video
2022-03-02
코드 1
Spatio-Temporal Network (T=128)
Average MPJPE (mm)
40.1
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
30.7
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training
2020-04-07
연결 없음
IVT (f=5)
Average MPJPE (mm)
40.2
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
IVT: An End-to-End Instance-guided Video Transformer for 3D Pose Estimation
2022-08-06
연결 없음
GnTCN
Average MPJPE (mm)
40.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
30.4
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos
2020-12-22
코드 1
MixSTE (CPN, T=243)
Average MPJPE (mm)
40.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video
2022-03-02
코드 1
U-CondDGConv
Average MPJPE (mm)
41.1
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Conditional Directed Graph Convolution for 3D Human Pose Estimation
2021-07-16
코드 1
P-STMO (N=243)
Average MPJPE (mm)
42.1
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
PA-MPJPE
34.4
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimation
2022-03-15
코드 1
MixSTE (CPN, T=81)
Average MPJPE (mm)
42.4
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video
2022-03-02
코드 1
UGCN (HR-Net)
Average MPJPE (mm)
42.6
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Motion Guided 3D Pose Estimation from Videos
2020-04-29
코드 1
Occlusion-Aware Networks
Average MPJPE (mm)
42.9
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Occlusion-Aware Networks for 3D Human Pose Estimation in Video
2019-10-01
연결 없음
MHFormer
Average MPJPE (mm)
43
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
MHFormer: Multi-Hypothesis Transformer for 3D Human Pose Estimation
2021-11-24
코드 1
ConvFormer (T=243, CPN)
Average MPJPE (mm)
43.2
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
ConvFormer: Parameter Reduction in Transformer Models for 3D Human Pose Estimation by Leveraging Dynamic Multi-Headed Convolutional Attention
2023-04-04
코드 1
ContextPose
Average MPJPE (mm)
43.4
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
Context Modeling in 3D Human Pose Estimation: A Unified Perspective
2021-03-29
코드 1
CrossFormer (T=81)
Average MPJPE (mm)
43.7
Using 2D ground-truth joints
No
Multi-View or Monocular
Monocular
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose Estimation
2022-03-24
코드 1