3D on 3DPW

Metric: Acceleration Error (lower is better)

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#	Model↕	Acceleration Error▲	Augmentations	Paper	Date↕	Code
1	HybridCap	5.4	No	HybridCap: Inertia-aid Monocular Capture of Chal...	2022-03-17	-
2	ARTS (Resnet50 L=16)	6.5	No	ARTS: Semi-Analytical Regressor using Disentangl...	2024-10-21	Code
3	GLoT	6.6	No	Global-to-Local Modeling for Video-based 3D Huma...	2023-03-26	Code
4	DDT	6.6	No	DiffMesh: A Motion-aware Diffusion Framework for...	2023-03-23	-
5	PARE + HANet (T=101)	6.8	No	Kinematic-aware Hierarchical Attention Network f...	2022-11-29	Code
6	STR	6.9	No	Spatio-temporal Tendency Reasoning for Human Bod...	2022-10-07	-
7	TCMR (T=16 w/o 3DPW)	7	No	Beyond Static Features for Temporally Consistent...	2020-11-17	Code
8	TCMR (T=16 w/o H3.6M)	7.1	No	Beyond Static Features for Temporally Consistent...	2020-11-17	Code
9	MPS-Net (T=16)	7.4	No	Capturing Humans in Motion: Temporal-Attentive 3...	2022-03-16	-
10	TAR (N=9)	7.7	No	Temporal-Aware Refinement for Video-based Human ...	2023-11-16	-
11	PARE + HANet (T=51)	8	No	Kinematic-aware Hierarchical Attention Network f...	2022-11-29	Code
12	MoCap-SPIN + PoseBERT	8.3	No	Leveraging MoCap Data for Human Mesh Recovery	2021-10-18	Code
13	TAPE (T=16)	8.9	No	TAPE: Temporal Attention-based Probabilistic hum...	2023-04-29	Code
14	DST-VIBE	11	No	Deep Two-Stream Video Inference for Human Body P...	2021-10-22	-
15	TePose (T=6)	11.4	No	Live Stream Temporally Embedded 3D Human Body Po...	2022-07-25	Code
16	HMMR (T=20)	15.2	No	Learning 3D Human Dynamics from Video	2018-12-04	Code
17	LMR	15.6	No	Learning Local Recurrent Models for Human Mesh R...	2021-07-27	-
18	INT-2 (ResNet-50)	16.5	No	Capturing the motion of every joint: 3D human po...	2023-03-01	Code
19	Wenshuo et a;.	17.1	No	Decomposed Human Motion Prior for Video Pose Est...	2023-05-30	-
20	VIBE	23.4	No	VIBE: Video Inference for Human Body Pose and Sh...	2019-12-11	Code
21	HMR	37.4	No	End-to-end Recovery of Human Shape and Pose	2017-12-18	Code
22	Self-Attentive	77.9	No	Self-Attentive 3D Human Pose and Shape Estimatio...	2021-03-26	-

#1HybridCapSOTA
5.4
Acceleration Error· 2022-03-17
HybridCap: Inertia-aid Monocular Capture of Challenging Human Motions
#2ARTS (Resnet50 L=16)
6.5
Acceleration Error· 2024-10-21
ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from Videos Code
#3GLoT
6.6
Acceleration Error· 2023-03-26
Global-to-Local Modeling for Video-based 3D Human Pose and Shape Estimation Code
#4DDT
6.6
Acceleration Error· 2023-03-23
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos
#5PARE + HANet (T=101)
6.8
Acceleration Error· 2022-11-29
Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in Videos Code
#6STR
6.9
Acceleration Error· 2022-10-07
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos
#7TCMR (T=16 w/o 3DPW)SOTA
7
Acceleration Error· 2020-11-17
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video Code
#8TCMR (T=16 w/o H3.6M)SOTA
7.1
Acceleration Error· 2020-11-17
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video Code
#9MPS-Net (T=16)
7.4
Acceleration Error· 2022-03-16
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video
#10TAR (N=9)
7.7
Acceleration Error· 2023-11-16
Temporal-Aware Refinement for Video-based Human Pose and Shape Recovery
#11PARE + HANet (T=51)
8
Acceleration Error· 2022-11-29
Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in Videos Code
#12MoCap-SPIN + PoseBERT
8.3
Acceleration Error· 2021-10-18
Leveraging MoCap Data for Human Mesh Recovery Code
#13TAPE (T=16)
8.9
Acceleration Error· 2023-04-29
TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation Code
#14DST-VIBE
11
Acceleration Error· 2021-10-22
Deep Two-Stream Video Inference for Human Body Pose and Shape Estimation
#15TePose (T=6)
11.4
Acceleration Error· 2022-07-25
Live Stream Temporally Embedded 3D Human Body Pose and Shape Estimation Code
#16HMMR (T=20)SOTA
15.2
Acceleration Error· 2018-12-04
Learning 3D Human Dynamics from Video Code
#17LMR
15.6
Acceleration Error· 2021-07-27
Learning Local Recurrent Models for Human Mesh Recovery
#18INT-2 (ResNet-50)
16.5
Acceleration Error· 2023-03-01
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokens Code
#19Wenshuo et a;.
17.1
Acceleration Error· 2023-05-30
Decomposed Human Motion Prior for Video Pose Estimation via Adversarial Training
#20VIBE
23.4
Acceleration Error· 2019-12-11
VIBE: Video Inference for Human Body Pose and Shape Estimation Code
#21HMRSOTA
37.4
Acceleration Error· 2017-12-18
End-to-end Recovery of Human Shape and Pose Code
#22Self-Attentive
77.9
Acceleration Error· 2021-03-26
Self-Attentive 3D Human Pose and Shape Estimation from Videos