1 Image, 2*2 Stitchi on 3DPW

Metric: PA-MPJPE (higher is better)

LeaderboardDataset

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Results

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#	Model↕	PA-MPJPE▼	Extra Data	Paper	Date↕	Code
1	Simple-baseline	157	No	A simple yet effective baseline for 3d human pos...	2017-05-08	Code
2	SMPLify	106.8	No	Keep it SMPL: Automatic Estimation of 3D Human P...	2016-07-27	Code
3	TP-Net	92.2	No	Learning 3D Human Pose from Structure and Motion	2017-11-25	Code
4	MVM	78.2	No	Multi-View Matching (MVM): Facilitating Multi-Pe...	2020-04-11	-
5	PONet	76.2	No	PONet: Robust 3D Human Pose Estimation via Learn...	2021-12-21	-
6	ISO	75.8	No	Inference Stage Optimization for Cross-scenario ...	2020-07-04	-
7	HR-Net+ST-GCN+PoseAug	73.2	No	PoseAug: A Differentiable Pose Augmentation Fram...	2021-05-06	Code
8	HMMR (T=20)	72.6	No	Learning 3D Human Dynamics from Video	2018-12-04	Code
9	Non-Local Latent Relation Distillation	72.1	No	Non-Local Latent Relation Distillation for Self-...	2022-04-05	-
10	Spatio-Temporal Network (T=128)	71.8	No	3D Human Pose Estimation using Spatio-Temporal N...	2020-04-07	-
11	PoseTriplet	69.5	No	PoseTriplet: Co-evolving 3D Human Pose Estimatio...	2022-03-29	Code
12	PC-HMR	66.9	No	PC-HMR: Pose Calibration for 3D Human Mesh Recov...	2021-03-16	-
13	STRAPS	66.8	No	Synthetic Training for Accurate 3D Human Pose an...	2020-09-21	Code
14	HW-HuP	66.1	No	Heuristic Weakly Supervised 3D Human Pose Estima...	2021-05-23	Code
15	UniHPE-w48	65.7	No	UniHPE: Towards Unified Human Pose Estimation vi...	2023-11-24	-
16	ProHMR	65	No	Probabilistic Modeling for Human Mesh Recovery	2021-08-26	Code
17	GnTCN	64.2	No	Graph and Temporal Convolutional Networks for 3D...	2020-12-22	Code
18	BMP	63.8	No	Body Meshes as Points	2021-05-06	Code
19	PoseNet3D	63.2	No	PoseNet3D: Learning Temporally Consistent 3D Hum...	2020-03-07	Code
20	SHAPY (SMPL-X)	62.6	No	Accurate 3D Body Shape Regression using Metric a...	2022-06-14	Code
21	Dual network	61.7	No	Dual networks based 3D Multi-Person Pose Estimat...	2022-05-02	Code
22	Prob3DHumans	61	No	Probabilistic 3D Human Shape and Pose Estimation...	2021-03-19	-
23	ExPose	60.7	No	Monocular Expressive Body Regression through Bod...	2020-08-20	Code
24	MUG	60.5	No	MUG: Multi-human Graph Network for 3D Mesh Recon...	2022-05-25	-
25	FrankMocap	60	No	FrankMocap: A Monocular 3D Whole-Body Pose Estim...	2021-08-13	Code
26	THUNDR (WS)	59.9	No	THUNDR: Transformer-based 3D HUmaN Reconstructio...	2021-06-17	-
27	Biggs [3]	59.9	No	Probabilistic Modeling for Human Mesh Recovery	2021-08-26	Code
28	BeyondWeak	59.7	No	Beyond Weak Perspective for Monocular 3D Human P...	2020-09-14	-
29	SPIN	59.2	No	Learning to Reconstruct 3D Human Pose and Shape ...	2019-09-27	Code
30	RSC-Net	58.98	No	3D Human Shape and Pose from a Single Low-Resolu...	2020-07-27	Code
31	GTRS	58.9	No	A Lightweight Graph Transformer Network for Huma...	2021-11-24	Code
32	LASOR	57.9	No	LASOR: Learning Accurate 3D Human Pose and Shape...	2021-08-01	Code
33	HUND (FS+SS)	57.5	No	Neural Descent for Visual 3D Human Pose and Shape	2020-08-16	-
34	3DCrowdNet	55.8	No	Learning to Estimate Robust 3D Human Mesh from I...	2021-04-15	Code
35	TCMR (T=16 w/o 3DPW)	55.8	No	Beyond Static Features for Temporally Consistent...	2020-11-17	Code
36	TUCH	55.5	No	On Self-Contact and Human Pose	2021-04-07	Code
37	ProHMR + fitting	55.1	No	Probabilistic Modeling for Human Mesh Recovery	2021-08-26	Code
38	DaNet-DensePose2SMPL	54.8	No	Learning 3D Human Shape and Pose from Dense Body...	2019-12-31	Code
39	Hand4Whole	54.4	No	Accurate 3D Hand Pose Estimation for Whole-Body ...	2020-11-23	Code
40	BlanketGen	53.96	No	BlanketGen - A synthetic blanket occlusion augme...	2022-10-21	-
41	Hierarchical Probabilistic Humans	53.6	No	Hierarchical Kinematic Probability Distributions...	2021-10-03	Code
42	HuManiFlow	53.4	No	HuManiFlow: Ancestor-Conditioned Normalising Flo...	2023-05-11	Code
43	DDT	53.3	No	DiffMesh: A Motion-aware Diffusion Framework for...	2023-03-23	-
44	SPEC	53.2	No	SPEC: Seeing People in the Wild with an Estimate...	2021-10-01	Code
45	MoCap-SPIN + PoseBERT	52.9	No	Leveraging MoCap Data for Human Mesh Recovery	2021-10-18	Code
46	CLIFF	52.7	No	3D Human Reconstruction in the Wild with Synthet...	2024-03-17	-
47	TCMR (T=16 w/o H3.6M)	52.7	No	Beyond Static Features for Temporally Consistent...	2020-11-17	Code
48	STR	52.4	No	Spatio-temporal Tendency Reasoning for Human Bod...	2022-10-07	-
49	MION	52.34	No	Multi-initialization Optimization Network for Ac...	2021-12-24	-
50	TePose (T=6)	52.3	No	Live Stream Temporally Embedded 3D Human Body Po...	2022-07-25	Code
51	MPS-Net (T=16)	52.1	No	Capturing Humans in Motion: Temporal-Attentive 3...	2022-03-16	-
52	VIBE	51.9	No	VIBE: Video Inference for Human Body Pose and Sh...	2019-12-11	Code
53	CHOMP	51.7	No	Occluded Human Body Capture with Self-Supervised...	2022-07-12	Code
54	EFT	51.6	No	Exemplar Fine-Tuning for 3D Human Model Fitting ...	2020-04-07	Code
55	UniHPE (GT)	51.6	No	UniHPE: Towards Unified Human Pose Estimation vi...	2023-11-24	-
56	TAPE (T=16)	51.5	No	TAPE: Temporal Attention-based Probabilistic hum...	2023-04-29	Code
57	THUNDR	51.5	No	THUNDR: Transformer-based 3D HUmaN Reconstructio...	2021-06-17	-
58	Wenshuo et a;.	51.4	No	Decomposed Human Motion Prior for Video Pose Est...	2023-05-30	-
59	LMR	51.2	No	Learning Local Recurrent Models for Human Mesh R...	2021-07-27	-
60	KAMA	51.1	No	KAMA: 3D Keypoint Aware Body Mesh Articulation	2021-04-27	-
61	CycleAdapt (w/o 2D GT)	51.1	No	Cyclic Test-Time Adaptation on Monocular Video f...	2023-08-12	Code
62	GLoT	50.6	No	Global-to-Local Modeling for Video-based 3D Huma...	2023-03-26	Code
63	Self-Attentive	50.4	No	Self-Attentive 3D Human Pose and Shape Estimatio...	2021-03-26	-
64	DST-VIBE	50.3	No	Deep Two-Stream Video Inference for Human Body P...	2021-10-22	-
65	FS+WS+OPT(KA+BA+S, 16 frames)	49.8	No	Weakly Supervised 3D Human Pose and Shape Recons...	2020-03-23	-
66	MeTRAbs	49.7	No	MeTRAbs: Metric-Scale Truncation-Robust Heatmaps...	2020-07-12	Code
67	BOA (w/ 2D GT)	49.5	No	Bilevel Online Adaptation for Out-of-Domain Huma...	2021-03-30	Code
68	SEFD	49.39	No	-	-	Code
69	TCFormer	49.3	No	Not All Tokens Are Equal: Human-centric Visual A...	2022-04-19	Code
70	MotionBERT (Finetune)	47.2	No	MotionBERT: A Unified Perspective on Learning Hu...	2022-10-12	Code
71	ARTS (Resnet50 L=16)	46.5	No	ARTS: Semi-Analytical Regressor using Disentangl...	2024-10-21	Code
72	DeciWatch-PARE	46.4	No	DeciWatch: A Simple Baseline for 10x Efficient 2...	2022-03-16	Code
73	IVT (f=5)	46	No	IVT: An End-to-End Instance-guided Video Transfo...	2022-08-06	-
74	HeatER	45.9	No	FeatER: An Efficient Network for Human Reconstru...	2022-05-30	Code
75	XFormer (HRNet)	45.7	No	XFormer: Fast and Accurate Monocular 3D Body Cap...	2023-05-18	-
76	ImpHMR	45.4	No	Implicit 3D Human Mesh Recovery using Consistenc...	2023-06-30	-
77	OSX	45.1	No	One-Stage 3D Whole-Body Mesh Recovery with Compo...	2023-03-28	Code
78	HybrIK	45	No	HybrIK: A Hybrid Analytical-Neural Inverse Kinem...	2020-11-30	Code
79	POTTER	44.8	No	POTTER: Pooling Attention Transformer for Effici...	2023-03-23	Code
80	IKOL	44.5	No	IKOL: Inverse kinematics optimization layer for ...	2023-02-02	Code
81	HMR 2.0	44.4	No	Humans in 4D: Reconstructing and Tracking Humans...	2023-05-31	Code
82	DeFormer	44.3	No	-	-	Code
83	TokenHMR (SD + ITW + BL)	44.3	No	TokenHMR: Advancing Human Mesh Recovery with a T...	2024-04-25	Code
84	RemoCap	44.1	No	RemoCap: Disentangled Representation Learning fo...	2024-05-21	-
85	SEFD_GT	43.79	No	-	-	Code
86	PSVT	43.5	No	PSVT: End-to-End Multi-person 3D Pose and Shape ...	2023-03-16	-
87	SMPLer-L	43.4	No	SMPLer: Taming Transformers for Monocular 3D Hum...	2024-04-23	Code
88	MPT	42.8	No	MPT: Mesh Pre-Training with Transformers for Hum...	2022-11-24	Code
89	ZeDO (Cross Dataset)	42.6	No	Back to Optimization: Diffusion-based Zero-Shot ...	2023-07-07	Code
90	BoPR (HR-W48)	42.5	No	BoPR: Body-aware Part Regressor for Human Shape ...	2023-03-21	Code
91	HybrIK-Transformer (HrNet-48)	42.3	No	3D Human Pose and Shape Estimation via HybrIK-Tr...	2023-02-09	Code
92	3DHR-Co (w/ 2D GT)	42.11	No	3DHR-Co: A Collaborative Test-time Refinement Fr...	2023-10-02	-
93	GenHMR	42.1	No	GenHMR: Generative Human Mesh Recovery	2024-12-19	-
94	PROM (CLIFF)	42	No	Learning Unorthogonalized Matrices for Rotation ...	2023-12-01	-
95	INT-2 (ResNet-50)	42	No	Capturing the motion of every joint: 3D human po...	2023-03-01	Code
96	CLIFF (3DPW+HumanWild+BEDLAM+AGORA)	41.9	No	3D Human Reconstruction in the Wild with Synthet...	2024-03-17	-
97	HybrIK (HRNet-W48)	41.8	No	HybrIK-X: Hybrid Analytical-Neural Inverse Kinem...	2023-04-12	Code
98	VirtualMarker	41.3	No	3D Human Mesh Estimation from Virtual Markers	2023-03-21	Code
99	PostoMETRO (ResNet-50)	40.8	No	PostoMETRO: Pose Token Enhanced Mesh Transformer...	2024-03-19	-
100	TAR (N=9)	40.6	No	Temporal-Aware Refinement for Video-based Human ...	2023-11-16	-
101	MotionBERT-HybrIK	40.6	No	MotionBERT: A Unified Perspective on Learning Hu...	2022-10-12	Code
102	NIKI (Twist-and-Swing)	40.6	No	NIKI: Neural Inverse Kinematics with Invertible ...	2023-05-15	Code
103	DynaBOA (w/ 2D GT)	40.4	No	Out-of-Domain Human Mesh Reconstruction via Dyna...	2021-11-07	Code
104	ZeDO (S=1,J=17)	40.3	No	Back to Optimization: Diffusion-based Zero-Shot ...	2023-07-07	Code
105	CycleAdapt (w/ 2D GT)	39.9	No	Cyclic Test-Time Adaptation on Monocular Video f...	2023-08-12	Code
106	Hulk(ViT-B)	39.9	No	Hulk: A Universal Knowledge Translator for Human...	2023-12-04	Code
107	Zolly (HRNet-w48)	39.8	No	Zolly: Zoom Focal Length Correctly for Perspecti...	2023-03-24	Code
108	PostoMETRO (HRNet-w48)	39.8	No	PostoMETRO: Pose Token Enhanced Mesh Transformer...	2024-03-19	-
109	BioPose	39.5	No	BioPose: Biomechanically-accurate 3D Pose Estima...	2025-01-14	-
110	Hulk(ViT-L)	38.5	No	Hulk: A Universal Knowledge Translator for Human...	2023-12-04	Code
111	TRACE	37.8	No	TRACE: 5D Temporal Regression of Avatars with Dy...	2023-06-05	Code
112	WHAM (ViT)	35.9	No	WHAM: Reconstructing World-grounded Humans with ...	2023-12-12	Code
113	ExtPose (-a, T=16)	34	No	-	-	-

#1Simple-baselineSOTA
157
PA-MPJPE· 2017-05-08
A simple yet effective baseline for 3d human pose estimation Code
#2SMPLifySOTA
106.8
PA-MPJPE· 2016-07-27
Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image Code
#3TP-Net
92.2
PA-MPJPE· 2017-11-25
Learning 3D Human Pose from Structure and Motion Code
#4MVM
78.2
PA-MPJPE· 2020-04-11
Multi-View Matching (MVM): Facilitating Multi-Person 3D Pose Estimation Learning with Action-Frozen People Video
#5PONet
76.2
PA-MPJPE· 2021-12-21
PONet: Robust 3D Human Pose Estimation via Learning Orientations Only
#6ISO
75.8
PA-MPJPE· 2020-07-04
Inference Stage Optimization for Cross-scenario 3D Human Pose Estimation
#7HR-Net+ST-GCN+PoseAug
73.2
PA-MPJPE· 2021-05-06
PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation Code
#8HMMR (T=20)
72.6
PA-MPJPE· 2018-12-04
Learning 3D Human Dynamics from Video Code
#9Non-Local Latent Relation Distillation
72.1
PA-MPJPE· 2022-04-05
Non-Local Latent Relation Distillation for Self-Adaptive 3D Human Pose Estimation
#10Spatio-Temporal Network (T=128)
71.8
PA-MPJPE· 2020-04-07
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training
#11PoseTriplet
69.5
PA-MPJPE· 2022-03-29
PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision Code
#12PC-HMR
66.9
PA-MPJPE· 2021-03-16
PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos
#13STRAPS
66.8
PA-MPJPE· 2020-09-21
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the Wild Code
#14HW-HuP
66.1
PA-MPJPE· 2021-05-23
Heuristic Weakly Supervised 3D Human Pose Estimation Code
#15UniHPE-w48
65.7
PA-MPJPE· 2023-11-24
UniHPE: Towards Unified Human Pose Estimation via Contrastive Learning
#16ProHMR
65
PA-MPJPE· 2021-08-26
Probabilistic Modeling for Human Mesh Recovery Code
#17GnTCN
64.2
PA-MPJPE· 2020-12-22
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos Code
#18BMP
63.8
PA-MPJPE· 2021-05-06
Body Meshes as Points Code
#19PoseNet3D
63.2
PA-MPJPE· 2020-03-07
PoseNet3D: Learning Temporally Consistent 3D Human Pose via Knowledge Distillation Code
#20SHAPY (SMPL-X)
62.6
PA-MPJPE· 2022-06-14
Accurate 3D Body Shape Regression using Metric and Semantic Attributes Code
#21Dual network
61.7
PA-MPJPE· 2022-05-02
Dual networks based 3D Multi-Person Pose Estimation from Monocular Video Code
#22Prob3DHumans
61
PA-MPJPE· 2021-03-19
Probabilistic 3D Human Shape and Pose Estimation from Multiple Unconstrained Images in the Wild
#23ExPose
60.7
PA-MPJPE· 2020-08-20
Monocular Expressive Body Regression through Body-Driven Attention Code
#24MUG
60.5
PA-MPJPE· 2022-05-25
MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose
#25FrankMocap
60
PA-MPJPE· 2021-08-13
FrankMocap: A Monocular 3D Whole-Body Pose Estimation System via Regression and Integration Code
#26THUNDR (WS)
59.9
PA-MPJPE· 2021-06-17
THUNDR: Transformer-based 3D HUmaN Reconstruction with Markers
#27Biggs [3]
59.9
PA-MPJPE· 2021-08-26
Probabilistic Modeling for Human Mesh Recovery Code
#28BeyondWeak
59.7
PA-MPJPE· 2020-09-14
Beyond Weak Perspective for Monocular 3D Human Pose Estimation
#29SPIN
59.2
PA-MPJPE· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop Code
#30RSC-Net
58.98
PA-MPJPE· 2020-07-27
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning Code
#31GTRS
58.9
PA-MPJPE· 2021-11-24
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human Pose Code
#32LASOR
57.9
PA-MPJPE· 2021-08-01
LASOR: Learning Accurate 3D Human Pose and Shape Via Synthetic Occlusion-Aware Data and Neural Mesh Rendering Code
#33HUND (FS+SS)
57.5
PA-MPJPE· 2020-08-16
Neural Descent for Visual 3D Human Pose and Shape
#343DCrowdNet
55.8
PA-MPJPE· 2021-04-15
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes Code
#35TCMR (T=16 w/o 3DPW)
55.8
PA-MPJPE· 2020-11-17
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video Code
#36TUCH
55.5
PA-MPJPE· 2021-04-07
On Self-Contact and Human Pose Code
#37ProHMR + fitting
55.1
PA-MPJPE· 2021-08-26
Probabilistic Modeling for Human Mesh Recovery Code
#38DaNet-DensePose2SMPL
54.8
PA-MPJPE· 2019-12-31
Learning 3D Human Shape and Pose from Dense Body Parts Code
#39Hand4Whole
54.4
PA-MPJPE· 2020-11-23
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh Estimation Code
#40BlanketGen
53.96
PA-MPJPE· 2022-10-21
BlanketGen - A synthetic blanket occlusion augmentation pipeline for MoCap datasets
#41Hierarchical Probabilistic Humans
53.6
PA-MPJPE· 2021-10-03
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the Wild Code
#42HuManiFlow
53.4
PA-MPJPE· 2023-05-11
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation Code
#43DDT
53.3
PA-MPJPE· 2023-03-23
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos
#44SPEC
53.2
PA-MPJPE· 2021-10-01
SPEC: Seeing People in the Wild with an Estimated Camera Code
#45MoCap-SPIN + PoseBERT
52.9
PA-MPJPE· 2021-10-18
Leveraging MoCap Data for Human Mesh Recovery Code
#46CLIFF
52.7
PA-MPJPE· 2024-03-17
3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models
#47TCMR (T=16 w/o H3.6M)
52.7
PA-MPJPE· 2020-11-17
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video Code
#48STR
52.4
PA-MPJPE· 2022-10-07
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos
#49MION
52.34
PA-MPJPE· 2021-12-24
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation
#50TePose (T=6)
52.3
PA-MPJPE· 2022-07-25
Live Stream Temporally Embedded 3D Human Body Pose and Shape Estimation Code
#51MPS-Net (T=16)
52.1
PA-MPJPE· 2022-03-16
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video
#52VIBE
51.9
PA-MPJPE· 2019-12-11
VIBE: Video Inference for Human Body Pose and Shape Estimation Code
#53CHOMP
51.7
PA-MPJPE· 2022-07-12
Occluded Human Body Capture with Self-Supervised Spatial-Temporal Motion Prior Code
#54EFT
51.6
PA-MPJPE· 2020-04-07
Exemplar Fine-Tuning for 3D Human Model Fitting Towards In-the-Wild 3D Human Pose Estimation Code
#55UniHPE (GT)
51.6
PA-MPJPE· 2023-11-24
UniHPE: Towards Unified Human Pose Estimation via Contrastive Learning
#56TAPE (T=16)
51.5
PA-MPJPE· 2023-04-29
TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation Code
#57THUNDR
51.5
PA-MPJPE· 2021-06-17
THUNDR: Transformer-based 3D HUmaN Reconstruction with Markers
#58Wenshuo et a;.
51.4
PA-MPJPE· 2023-05-30
Decomposed Human Motion Prior for Video Pose Estimation via Adversarial Training
#59LMR
51.2
PA-MPJPE· 2021-07-27
Learning Local Recurrent Models for Human Mesh Recovery
#60KAMA
51.1
PA-MPJPE· 2021-04-27
KAMA: 3D Keypoint Aware Body Mesh Articulation
#61CycleAdapt (w/o 2D GT)
51.1
PA-MPJPE· 2023-08-12
Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction Code
#62GLoT
50.6
PA-MPJPE· 2023-03-26
Global-to-Local Modeling for Video-based 3D Human Pose and Shape Estimation Code
#63Self-Attentive
50.4
PA-MPJPE· 2021-03-26
Self-Attentive 3D Human Pose and Shape Estimation from Videos
#64DST-VIBE
50.3
PA-MPJPE· 2021-10-22
Deep Two-Stream Video Inference for Human Body Pose and Shape Estimation
#65FS+WS+OPT(KA+BA+S, 16 frames)
49.8
PA-MPJPE· 2020-03-23
Weakly Supervised 3D Human Pose and Shape Reconstruction with Normalizing Flows
#66MeTRAbs
49.7
PA-MPJPE· 2020-07-12
MeTRAbs: Metric-Scale Truncation-Robust Heatmaps for Absolute 3D Human Pose Estimation Code
#67BOA (w/ 2D GT)
49.5
PA-MPJPE· 2021-03-30
Bilevel Online Adaptation for Out-of-Domain Human Mesh Reconstruction Code
#68SEFD
49.39
PA-MPJPE
No paperCode
#69TCFormer
49.3
PA-MPJPE· 2022-04-19
Not All Tokens Are Equal: Human-centric Visual Analysis via Token Clustering Transformer Code
#70MotionBERT (Finetune)
47.2
PA-MPJPE· 2022-10-12
MotionBERT: A Unified Perspective on Learning Human Motion Representations Code
#71ARTS (Resnet50 L=16)
46.5
PA-MPJPE· 2024-10-21
ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from Videos Code
#72DeciWatch-PARE
46.4
PA-MPJPE· 2022-03-16
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation Code
#73IVT (f=5)
46
PA-MPJPE· 2022-08-06
IVT: An End-to-End Instance-guided Video Transformer for 3D Pose Estimation
#74HeatER
45.9
PA-MPJPE· 2022-05-30
FeatER: An Efficient Network for Human Reconstruction via Feature Map-Based TransformER Code
#75XFormer (HRNet)
45.7
PA-MPJPE· 2023-05-18
XFormer: Fast and Accurate Monocular 3D Body Capture
#76ImpHMR
45.4
PA-MPJPE· 2023-06-30
Implicit 3D Human Mesh Recovery using Consistency with Pose and Shape from Unseen-view
#77OSX
45.1
PA-MPJPE· 2023-03-28
One-Stage 3D Whole-Body Mesh Recovery with Component Aware Transformer Code
#78HybrIK
45
PA-MPJPE· 2020-11-30
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation Code
#79POTTER
44.8
PA-MPJPE· 2023-03-23
POTTER: Pooling Attention Transformer for Efficient Human Mesh Recovery Code
#80IKOL
44.5
PA-MPJPE· 2023-02-02
IKOL: Inverse kinematics optimization layer for 3D human pose and shape estimation via Gauss-Newton differentiation Code
#81HMR 2.0
44.4
PA-MPJPE· 2023-05-31
Humans in 4D: Reconstructing and Tracking Humans with Transformers Code
#82DeFormer
44.3
PA-MPJPE
No paperCode
#83TokenHMR (SD + ITW + BL)
44.3
PA-MPJPE· 2024-04-25
TokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose Representation Code
#84RemoCap
44.1
PA-MPJPE· 2024-05-21
RemoCap: Disentangled Representation Learning for Motion Capture
#85SEFD_GT
43.79
PA-MPJPE
No paperCode
#86PSVT
43.5
PA-MPJPE· 2023-03-16
PSVT: End-to-End Multi-person 3D Pose and Shape Estimation with Progressive Video Transformers
#87SMPLer-L
43.4
PA-MPJPE· 2024-04-23
SMPLer: Taming Transformers for Monocular 3D Human Shape and Pose Estimation Code
#88MPT
42.8
PA-MPJPE· 2022-11-24
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh Reconstruction Code
#89ZeDO (Cross Dataset)
42.6
PA-MPJPE· 2023-07-07
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose Estimation Code
#90BoPR (HR-W48)
42.5
PA-MPJPE· 2023-03-21
BoPR: Body-aware Part Regressor for Human Shape and Pose Estimation Code
#91HybrIK-Transformer (HrNet-48)
42.3
PA-MPJPE· 2023-02-09
3D Human Pose and Shape Estimation via HybrIK-Transformer Code
#923DHR-Co (w/ 2D GT)
42.11
PA-MPJPE· 2023-10-02
3DHR-Co: A Collaborative Test-time Refinement Framework for In-the-Wild 3D Human-Body Reconstruction Task
#93GenHMR
42.1
PA-MPJPE· 2024-12-19
GenHMR: Generative Human Mesh Recovery
#94PROM (CLIFF)
42
PA-MPJPE· 2023-12-01
Learning Unorthogonalized Matrices for Rotation Estimation
#95INT-2 (ResNet-50)
42
PA-MPJPE· 2023-03-01
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokens Code
#96CLIFF (3DPW+HumanWild+BEDLAM+AGORA)
41.9
PA-MPJPE· 2024-03-17
3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models
#97HybrIK (HRNet-W48)
41.8
PA-MPJPE· 2023-04-12
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery Code
#98VirtualMarker
41.3
PA-MPJPE· 2023-03-21
3D Human Mesh Estimation from Virtual Markers Code
#99PostoMETRO (ResNet-50)
40.8
PA-MPJPE· 2024-03-19
PostoMETRO: Pose Token Enhanced Mesh Transformer for Robust 3D Human Mesh Recovery
#100TAR (N=9)
40.6
PA-MPJPE· 2023-11-16
Temporal-Aware Refinement for Video-based Human Pose and Shape Recovery
#101MotionBERT-HybrIK
40.6
PA-MPJPE· 2022-10-12
MotionBERT: A Unified Perspective on Learning Human Motion Representations Code
#102NIKI (Twist-and-Swing)
40.6
PA-MPJPE· 2023-05-15
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation Code
#103DynaBOA (w/ 2D GT)
40.4
PA-MPJPE· 2021-11-07
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation Code
#104ZeDO (S=1,J=17)
40.3
PA-MPJPE· 2023-07-07
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose Estimation Code
#105CycleAdapt (w/ 2D GT)
39.9
PA-MPJPE· 2023-08-12
Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction Code
#106Hulk(ViT-B)
39.9
PA-MPJPE· 2023-12-04
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Code
#107Zolly (HRNet-w48)
39.8
PA-MPJPE· 2023-03-24
Zolly: Zoom Focal Length Correctly for Perspective-Distorted Human Mesh Reconstruction Code
#108PostoMETRO (HRNet-w48)
39.8
PA-MPJPE· 2024-03-19
PostoMETRO: Pose Token Enhanced Mesh Transformer for Robust 3D Human Mesh Recovery
#109BioPose
39.5
PA-MPJPE· 2025-01-14
BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular Videos
#110Hulk(ViT-L)
38.5
PA-MPJPE· 2023-12-04
Hulk: A Universal Knowledge Translator for Human-Centric Tasks Code
#111TRACE
37.8
PA-MPJPE· 2023-06-05
TRACE: 5D Temporal Regression of Avatars with Dynamic Cameras in 3D Environments Code
#112WHAM (ViT)
35.9
PA-MPJPE· 2023-12-12
WHAM: Reconstructing World-grounded Humans with Accurate 3D Motion Code
#113ExtPose (-a, T=16)
34
PA-MPJPE
No paper