3D on Human3.6M

Metric: PA-MPJPE (higher is better)

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#	Model↕	PA-MPJPE▼	Augmentations	Paper	Date↕	Code
1	Kinematic-Structure-Preserved Representation	89.4	No	Kinematic-Structure-Preserved Representation for...	2020-06-24	-
2	Uncertainty-Aware Adaptation	88.9	No	Uncertainty-Aware Adaptation for Self-Supervised...	2022-03-29	-
3	Non-Local Latent Relation Distillation	86.2	No	Non-Local Latent Relation Distillation for Self-...	2022-04-05	-
4	SMPLify (dense)	80.7	No	Unite the People: Closing the Loop Between 3D an...	2017-01-10	Code
5	Neural Body Fitting (NBF)	59.9	No	Neural Body Fitting: Unifying Deep Learning and ...	2018-08-17	Code
6	Triangulation	52.1	No	On Triangulation as a Form of Self-Supervision f...	2022-03-29	-
7	HW-HuP	50.4	No	Heuristic Weakly Supervised 3D Human Pose Estima...	2021-05-23	Code
8	Uncertainty-Aware Adaptation	49.6	No	Uncertainty-Aware Adaptation for Self-Supervised...	2022-03-29	-
9	Non-Local Latent Relation Distillation	48.2	No	Non-Local Latent Relation Distillation for Self-...	2022-04-05	-
10	LoCO	43.4	No	Compressed Volumetric Heatmaps for Multi-Person ...	2020-04-01	Code
11	MDN	42.6	No	Generating Multiple Hypotheses for 3D Human Pose...	2019-04-11	Code
12	VIBE	41.4	No	VIBE: Video Inference for Human Body Pose and Sh...	2019-12-11	Code
13	CHOMP	40.1	No	Occluded Human Body Capture with Self-Supervised...	2022-07-12	Code
14	VideoPose3D (T=1)	40	No	3D human pose estimation in video with temporal ...	2018-11-28	Code
15	TAPE (T=16)	39.5	No	TAPE: Temporal Attention-based Probabilistic hum...	2023-04-29	Code
16	PoseLifter	39.1	No	PoseLifter: Absolute 3D human pose lifting netwo...	2019-10-26	Code
17	HR-Net+VPose+PoseAug	39.1	No	PoseAug: A Differentiable Pose Augmentation Fram...	2021-05-06	Code
18	MBNA	38.4	No	The Best of Both Worlds: Combining Model-based a...	2022-05-01	-
19	ElePose	36.7	No	ElePose: Unsupervised 3D Human Pose Estimation b...	2021-12-14	Code
20	VideoPose3D (T=243)	36.5	No	3D human pose estimation in video with temporal ...	2018-11-28	Code
21	P-STMO (N=243)	34.4	No	P-STMO: Pre-Trained Spatial Temporal Many-to-One...	2022-03-15	Code
22	LInKs	33.8	No	LInKs "Lifting Independent Keypoints" -- Partial...	2023-09-13	-
23	PointHMR	32.9	Yes	Sampling is Matter: Point-guided 3D Human Mesh R...	2023-04-19	Code
24	CLIFF (HR-W48)	32.7	No	CLIFF: Carrying Location Information in Full Fra...	2022-08-01	Code
25	Spatio-Temporal Network (T=128)	30.7	No	3D Human Pose Estimation using Spatio-Temporal N...	2020-04-07	-
26	Spatio-Temporal Network (T=128)	30.7	No	3D Human Pose Estimation using Spatio-Temporal N...	2020-04-07	-
27	GnTCN	30.4	No	Graph and Temporal Convolutional Networks for 3D...	2020-12-22	Code
28	SoloPose	29.9	No	SoloPose: One-Shot Kinematic 3D Human Pose Estim...	2023-12-15	Code
29	GenHMR	29.8	No	GenHMR: Generative Human Mesh Recovery	2024-12-19	-
30	HEMlets Pose (H36M+MPII)	27.9	No	HEMlets Pose: Learning Part-Centric Heatmap Trip...	2019-10-26	-
31	KTPFormer (T=243)	26.2	No	KTPFormer: Kinematics and Trajectory Prior Knowl...	2024-03-31	Code
32	DiffPhy (W=480)	21.9	No	Differentiable Dynamics for Articulated 3d Human...	2022-05-24	-