3D on Human3.6M

Metric: Average MPJPE (mm) @ 1000 ms (higher is better)

LeaderboardDataset

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#	Model↕	Average MPJPE (mm) @ 1000 ms▼	Augmentations	Paper	Date↕	Code
1	Forecast LSTM	149.2	No	-	-	Code
2	AnyPose1	128.2	No	AnyPose: Anytime 3D Human Pose Forecasting via N...	2023-09-09	-
3	STS-GCN	117	No	Space-Time-Separable Graph Convolutional Network...	2021-10-09	Code
4	MSR-GCN	114.2	No	MSR-GCN: Multi-Scale Residual Graph Convolution ...	2021-08-16	Code
5	LTD-GCN	113	No	Learning Trajectory Dependencies for Human Motio...	2019-08-15	Code
6	UNIMASK-M	112.1	No	A Unified Masked Autoencoder with Patchified Ske...	2023-08-14	-
7	MotionMixer	111	No	MotionMixer: MLP-based 3D Human Body Pose Foreca...	2022-07-01	Code
8	PGBIG	110.3	No	Progressively Generating Better Initial Guesses ...	2022-03-30	Code
9	siMLPe	109.4	No	Back to MLP: A Simple Baseline for Human Motion ...	2022-07-04	Code
10	Sun et al.	109.2	No	Towards Accurate Human Motion Prediction via Ite...	2023-05-08	-
11	GraphMixer	108.6	No	Graph-Guided MLP-Mixer for Skeleton-Based Human ...	2023-04-07	-
12	AuxFormer	107	No	Auxiliary Tasks Benefit 3D Skeleton-based Human ...	2023-08-17	Code
13	EqMotion	106.9	No	EqMotion: Equivariant Multi-agent Motion Predict...	2023-03-20	Code
14	ResChunk	81.95	No	Multiscale Residual Learning of Graph Convolutio...	2023-08-31	Code
15	MGCN	72.9	No	Multi-Graph Convolution Network for Pose Forecas...	2023-04-11	-
16	GCNext	64.7	No	GCNext: Towards the Unity of Graph Convolutions ...	2023-12-19	Code

#1Forecast LSTM
149.2
Average MPJPE (mm) @ 1000 ms
No paperCode
#2AnyPose1SOTA
128.2
Average MPJPE (mm) @ 1000 ms· 2023-09-09
AnyPose: Anytime 3D Human Pose Forecasting via Neural Ordinary Differential Equations
#3STS-GCNSOTA
117
Average MPJPE (mm) @ 1000 ms· 2021-10-09
Space-Time-Separable Graph Convolutional Network for Pose Forecasting Code
#4MSR-GCNSOTA
114.2
Average MPJPE (mm) @ 1000 ms· 2021-08-16
MSR-GCN: Multi-Scale Residual Graph Convolution Networks for Human Motion Prediction Code
#5LTD-GCNSOTA
113
Average MPJPE (mm) @ 1000 ms· 2019-08-15
Learning Trajectory Dependencies for Human Motion Prediction Code
#6UNIMASK-M
112.1
Average MPJPE (mm) @ 1000 ms· 2023-08-14
A Unified Masked Autoencoder with Patchified Skeletons for Motion Synthesis
#7MotionMixer
111
Average MPJPE (mm) @ 1000 ms· 2022-07-01
MotionMixer: MLP-based 3D Human Body Pose Forecasting Code
#8PGBIG
110.3
Average MPJPE (mm) @ 1000 ms· 2022-03-30
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction Code
#9siMLPe
109.4
Average MPJPE (mm) @ 1000 ms· 2022-07-04
Back to MLP: A Simple Baseline for Human Motion Prediction Code
#10Sun et al.
109.2
Average MPJPE (mm) @ 1000 ms· 2023-05-08
Towards Accurate Human Motion Prediction via Iterative Refinement
#11GraphMixer
108.6
Average MPJPE (mm) @ 1000 ms· 2023-04-07
Graph-Guided MLP-Mixer for Skeleton-Based Human Motion Prediction
#12AuxFormer
107
Average MPJPE (mm) @ 1000 ms· 2023-08-17
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction Code
#13EqMotion
106.9
Average MPJPE (mm) @ 1000 ms· 2023-03-20
EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning Code
#14ResChunk
81.95
Average MPJPE (mm) @ 1000 ms· 2023-08-31
Multiscale Residual Learning of Graph Convolutional Sequence Chunks for Human Motion Prediction Code
#15MGCN
72.9
Average MPJPE (mm) @ 1000 ms· 2023-04-11
Multi-Graph Convolution Network for Pose Forecasting
#16GCNext
64.7
Average MPJPE (mm) @ 1000 ms· 2023-12-19
GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction Code