3D Human Pose Estimation on HumanEva-I

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

LeaderboardDataset

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Results

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#	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

#1GLA-GCN (T=27, GT)SOTA
9.2
Mean Reconstruction Error (mm)· 2023-07-12
GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocular Video Code
#2StridedTransformer (T=27 GT)SOTA
12.2
Mean Reconstruction Error (mm)· 2021-03-26
Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose Estimation Code
#3Spatio-Temporal Network (T=128)SOTA
13.5
Mean Reconstruction Error (mm)· 2020-04-07
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training
#4Occlusion-Aware Networks
14.3
Mean Reconstruction Error (mm)
No paper
#5HEMlets PoseSOTA
15.2
Mean Reconstruction Error (mm)· 2019-10-26
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation
#6Attention (T=27 MA)
15.4
Mean Reconstruction Error (mm)· 2021-03-04
Enhanced 3D Human Pose Estimation from Videos by using Attention-Based Neural Network with Dilated Convolutions
#7MixSTE (T=43, FT)
16.1
Mean Reconstruction Error (mm)· 2022-03-02
MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video Code
#8Ordinal Depth SupervisionSOTA
18.3
Mean Reconstruction Error (mm)· 2018-05-10
Ordinal Depth Supervision for 3D Human Pose Estimation Code
#9StridedTransformer (T=27 MRCNN)
18.9
Mean Reconstruction Error (mm)· 2021-03-26
Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose Estimation Code
#10RTPCA
19.1
Mean Reconstruction Error (mm)· 2023-09-04
Refined Temporal Pyramidal Compression-and-Amplification Transformer for 3D Human Pose Estimation Code
#11DG-Net (T=4)
19.5
Mean Reconstruction Error (mm)· 2021-09-15
Learning Dynamical Human-Joint Affinity for 3D Pose Estimation in Videos
#12GAST
21.2
Mean Reconstruction Error (mm)· 2020-03-11
A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in Video Code
#13PoseFormer
21.6
Mean Reconstruction Error (mm)· 2021-03-18
3D Human Pose Estimation with Spatial and Temporal Transformers Code
#14Sequence-to-sequence networkSOTA
22
Mean Reconstruction Error (mm)· 2017-11-23
Exploiting temporal information for 3D pose estimation Code
#153D Pose Grammar Network
22.9
Mean Reconstruction Error (mm)
No paper
#16Pose GrammarSOTA
22.9
Mean Reconstruction Error (mm)· 2017-10-17
Learning Pose Grammar to Encode Human Body Configuration for 3D Pose Estimation
#17Ours (Oracle)
23.9
Mean Reconstruction Error (mm)· 2019-04-02
Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking Code
#18c2f-volSOTA
24.3
Mean Reconstruction Error (mm)· 2016-11-23
Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose Code
#19ConvFormer (T=43)
24.3
Mean Reconstruction Error (mm)· 2023-04-04
ConvFormer: Parameter Reduction in Transformer Models for 3D Human Pose Estimation by Leveraging Dynamic Multi-Headed Convolutional Attention Code
#20SIM (SH detections)
24.6
Mean Reconstruction Error (mm)· 2017-05-08
A simple yet effective baseline for 3d human pose estimation Code
#21EDM
26.9
Mean Reconstruction Error (mm)· 2016-11-28
3D Human Pose Estimation from a Single Image via Distance Matrix Regression
#22Recurrent 3D Pose Sequence Machines
30.8
Mean Reconstruction Error (mm)· 2017-07-31
Recurrent 3D Pose Sequence Machines
#23DMHSR(J,B,D)
33.7
Mean Reconstruction Error (mm)· 2017-01-31
Deep Multitask Architecture for Integrated 2D and 3D Human Sensing
#24Dual-source approachSOTA
38.9
Mean Reconstruction Error (mm)· 2015-09-22
A Dual-Source Approach for 3D Pose Estimation from a Single Image
#25TGP
39.1
Mean Reconstruction Error (mm)
No paper
#26DSRF
40.3
Mean Reconstruction Error (mm)
No paper
#27Simo-Serra et al.
56.7
Mean Reconstruction Error (mm)
No paper
#28Ours
64
Mean Reconstruction Error (mm)· 2018-08-17
Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation Code
#29Wang et al.SOTA
71.3
Mean Reconstruction Error (mm)· 2014-06-09
Robust Estimation of 3D Human Poses from a Single Image
#30SMPLify (dense)
74.5
Mean Reconstruction Error (mm)· 2017-01-10
Unite the People: Closing the Loop Between 3D and 2D Human Representations Code
#31SMPLify
79.9
Mean Reconstruction Error (mm)· 2016-07-27
Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image Code