3D Human Pose Estimation on HumanEva-I

Metric: Mean Reconstruction Error (mm) (lower is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	Mean Reconstruction Error (mm)▲	Extra Data	Paper	Date↕	Code
1	GLA-GCN (T=27, GT)	9.2	No	GLA-GCN: Global-local Adaptive Graph Convolution...	2023-07-12	Code
2	StridedTransformer (T=27 GT)	12.2	No	Exploiting Temporal Contexts with Strided Transf...	2021-03-26	Code
3	Spatio-Temporal Network (T=128)	13.5	No	3D Human Pose Estimation using Spatio-Temporal N...	2020-04-07	-
4	Occlusion-Aware Networks	14.3	No	-	-	-
5	HEMlets Pose	15.2	No	HEMlets Pose: Learning Part-Centric Heatmap Trip...	2019-10-26	-
6	Attention (T=27 MA)	15.4	No	Enhanced 3D Human Pose Estimation from Videos by...	2021-03-04	-
7	MixSTE (T=43, FT)	16.1	No	MixSTE: Seq2seq Mixed Spatio-Temporal Encoder fo...	2022-03-02	Code
8	Ordinal Depth Supervision	18.3	No	Ordinal Depth Supervision for 3D Human Pose Esti...	2018-05-10	Code
9	StridedTransformer (T=27 MRCNN)	18.9	No	Exploiting Temporal Contexts with Strided Transf...	2021-03-26	Code
10	RTPCA	19.1	No	Refined Temporal Pyramidal Compression-and-Ampli...	2023-09-04	Code
11	DG-Net (T=4)	19.5	No	Learning Dynamical Human-Joint Affinity for 3D P...	2021-09-15	-
12	GAST	21.2	No	A Graph Attention Spatio-temporal Convolutional ...	2020-03-11	Code
13	PoseFormer	21.6	No	3D Human Pose Estimation with Spatial and Tempor...	2021-03-18	Code
14	Sequence-to-sequence network	22	No	Exploiting temporal information for 3D pose esti...	2017-11-23	Code
15	3D Pose Grammar Network	22.9	No	-	-	-
16	Pose Grammar	22.9	No	Learning Pose Grammar to Encode Human Body Confi...	2017-10-17	-
17	Ours (Oracle)	23.9	No	Monocular 3D Human Pose Estimation by Generation...	2019-04-02	Code
18	c2f-vol	24.3	No	Coarse-to-Fine Volumetric Prediction for Single-...	2016-11-23	Code
19	ConvFormer (T=43)	24.3	No	ConvFormer: Parameter Reduction in Transformer M...	2023-04-04	Code
20	SIM (SH detections)	24.6	No	A simple yet effective baseline for 3d human pos...	2017-05-08	Code
21	EDM	26.9	No	3D Human Pose Estimation from a Single Image via...	2016-11-28	-
22	Recurrent 3D Pose Sequence Machines	30.8	No	Recurrent 3D Pose Sequence Machines	2017-07-31	-
23	DMHSR(J,B,D)	33.7	No	Deep Multitask Architecture for Integrated 2D an...	2017-01-31	-
24	Dual-source approach	38.9	No	A Dual-Source Approach for 3D Pose Estimation fr...	2015-09-22	-
25	TGP	39.1	No	-	-	-
26	DSRF	40.3	No	-	-	-
27	Simo-Serra et al.	56.7	No	-	-	-
28	Ours	64	No	Neural Body Fitting: Unifying Deep Learning and ...	2018-08-17	Code
29	Wang et al.	71.3	No	Robust Estimation of 3D Human Poses from a Singl...	2014-06-09	-
30	SMPLify (dense)	74.5	No	Unite the People: Closing the Loop Between 3D an...	2017-01-10	Code
31	SMPLify	79.9	No	Keep it SMPL: Automatic Estimation of 3D Human P...	2016-07-27	Code