3D Human Pose Estimation on MPI-INF-3DHP

Metric: PA-MPJPE (higher is better)

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#	Model↕	PA-MPJPE▼	Extra Data	Paper	Date↕	Code
1	HMR	89.8	No	End-to-end Recovery of Human Shape and Pose	2017-12-18	Code
2	RSC-Net	70.01	No	3D Human Shape and Pose from a Single Low-Resolu...	2020-07-27	Code
3	SPIN (Rigid Alignment)	67.5	No	Learning to Reconstruct 3D Human Pose and Shape ...	2019-09-27	Code
4	EFT	67.5	No	Exemplar Fine-Tuning for 3D Human Model Fitting ...	2020-04-07	Code
5	DSR	66.7	No	Learning to Regress Bodies from Images using Dif...	2021-10-07	Code
6	DynaBOA	66.1	No	Out-of-Domain Human Mesh Reconstruction via Dyna...	2021-11-07	Code
7	DDT	65.4	No	DiffMesh: A Motion-aware Diffusion Framework for...	2023-03-23	-
8	VIBE	64.6	No	VIBE: Video Inference for Human Body Pose and Sh...	2019-12-11	Code
9	XFormer (HRNet)	64.5	No	XFormer: Fast and Accurate Monocular 3D Body Cap...	2023-05-18	-
10	TCMR (T=16 w/o H3.6M)	63.5	No	Beyond Static Features for Temporally Consistent...	2020-11-17	Code
11	MoCap-SPIN + PoseBERT	63.3	No	Leveraging MoCap Data for Human Mesh Recovery	2021-10-18	Code
12	TePose (T=6 3DPW)	63.1	No	Live Stream Temporally Embedded 3D Human Body Po...	2022-07-25	Code
13	MPS-Net (T=16)	62.8	No	Capturing Humans in Motion: Temporal-Attentive 3...	2022-03-16	-
14	TCMR (T=16 w/o 3DPW)	62.8	No	Beyond Static Features for Temporally Consistent...	2020-11-17	Code
15	DC-GNet	62.5	No	DC-GNet: Deep Mesh Relation Capturing Graph Conv...	2021-08-27	-
16	LMR	62.4	No	Learning Local Recurrent Models for Human Mesh R...	2021-07-27	-
17	DST-VIBE	62.2	No	Deep Two-Stream Video Inference for Human Body P...	2021-10-22	-
18	STR	61.6	No	Spatio-temporal Tendency Reasoning for Human Bod...	2022-10-07	-
19	GLoT	61.5	No	Global-to-Local Modeling for Video-based 3D Huma...	2023-03-26	Code
20	Self-Attentive	60.7	No	Self-Attentive 3D Human Pose and Shape Estimatio...	2021-03-26	-
21	TAR (N=9)	60.5	No	Temporal-Aware Refinement for Video-based Human ...	2023-11-16	-
22	TAPE (T=16)	56.7	No	TAPE: Temporal Attention-based Probabilistic hum...	2023-04-29	Code
23	MAED	56.2	No	Encoder-decoder with Multi-level Attention for 3...	2021-09-06	Code
24	ARTS (Resnet50 L=16)	53	No	ARTS: Semi-Analytical Regressor using Disentangl...	2024-10-21	Code

#1HMRSOTA
89.8
PA-MPJPE· 2017-12-18
End-to-end Recovery of Human Shape and Pose Code
#2RSC-Net
70.01
PA-MPJPE· 2020-07-27
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning Code
#3SPIN (Rigid Alignment)
67.5
PA-MPJPE· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop Code
#4EFT
67.5
PA-MPJPE· 2020-04-07
Exemplar Fine-Tuning for 3D Human Model Fitting Towards In-the-Wild 3D Human Pose Estimation Code
#5DSR
66.7
PA-MPJPE· 2021-10-07
Learning to Regress Bodies from Images using Differentiable Semantic Rendering Code
#6DynaBOA
66.1
PA-MPJPE· 2021-11-07
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation Code
#7DDT
65.4
PA-MPJPE· 2023-03-23
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos
#8VIBE
64.6
PA-MPJPE· 2019-12-11
VIBE: Video Inference for Human Body Pose and Shape Estimation Code
#9XFormer (HRNet)
64.5
PA-MPJPE· 2023-05-18
XFormer: Fast and Accurate Monocular 3D Body Capture
#10TCMR (T=16 w/o H3.6M)
63.5
PA-MPJPE· 2020-11-17
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video Code
#11MoCap-SPIN + PoseBERT
63.3
PA-MPJPE· 2021-10-18
Leveraging MoCap Data for Human Mesh Recovery Code
#12TePose (T=6 3DPW)
63.1
PA-MPJPE· 2022-07-25
Live Stream Temporally Embedded 3D Human Body Pose and Shape Estimation Code
#13MPS-Net (T=16)
62.8
PA-MPJPE· 2022-03-16
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video
#14TCMR (T=16 w/o 3DPW)
62.8
PA-MPJPE· 2020-11-17
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video Code
#15DC-GNet
62.5
PA-MPJPE· 2021-08-27
DC-GNet: Deep Mesh Relation Capturing Graph Convolution Network for 3D Human Shape Reconstruction
#16LMR
62.4
PA-MPJPE· 2021-07-27
Learning Local Recurrent Models for Human Mesh Recovery
#17DST-VIBE
62.2
PA-MPJPE· 2021-10-22
Deep Two-Stream Video Inference for Human Body Pose and Shape Estimation
#18STR
61.6
PA-MPJPE· 2022-10-07
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos
#19GLoT
61.5
PA-MPJPE· 2023-03-26
Global-to-Local Modeling for Video-based 3D Human Pose and Shape Estimation Code
#20Self-Attentive
60.7
PA-MPJPE· 2021-03-26
Self-Attentive 3D Human Pose and Shape Estimation from Videos
#21TAR (N=9)
60.5
PA-MPJPE· 2023-11-16
Temporal-Aware Refinement for Video-based Human Pose and Shape Recovery
#22TAPE (T=16)
56.7
PA-MPJPE· 2023-04-29
TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation Code
#23MAED
56.2
PA-MPJPE· 2021-09-06
Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose Estimation Code
#24ARTS (Resnet50 L=16)
53
PA-MPJPE· 2024-10-21
ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from Videos Code