3D on Human3.6M

Metric: Average MPJPE (mm) @ 400ms (higher is better)

LeaderboardDataset

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#	Model↕	Average MPJPE (mm) @ 400ms▼	Augmentations	Paper	Date↕	Code
1	Forecast LSTM	80.8	No	-	-	Code
2	AnyPose1	80.6	No	AnyPose: Anytime 3D Human Pose Forecasting via N...	2023-09-09	-
3	STS-GCN	65.8	No	Space-Time-Separable Graph Convolutional Network...	2021-10-09	Code
4	LTD-GCN	63.5	No	Learning Trajectory Dependencies for Human Motio...	2019-08-15	Code
5	MSR-GCN	62.9	No	MSR-GCN: Multi-Scale Residual Graph Convolution ...	2021-08-16	Code
6	UNIMASK-M	61.6	No	A Unified Masked Autoencoder with Patchified Ske...	2023-08-14	-
7	MotionMixer	59.3	No	MotionMixer: MLP-based 3D Human Body Pose Foreca...	2022-07-01	Code
8	PGBIG	58.5	No	Progressively Generating Better Initial Guesses ...	2022-03-30	Code
9	siMLPe	57.3	No	Back to MLP: A Simple Baseline for Human Motion ...	2022-07-04	Code
10	GraphMixer	56.7	No	Graph-Guided MLP-Mixer for Skeleton-Based Human ...	2023-04-07	-
11	ResChunk	56.41	No	Multiscale Residual Learning of Graph Convolutio...	2023-08-31	Code
12	Sun et al.	55.5	No	Towards Accurate Human Motion Prediction via Ite...	2023-05-08	-
13	EqMotion	55	No	EqMotion: Equivariant Multi-agent Motion Predict...	2023-03-20	Code
14	AuxFormer	54.1	No	Auxiliary Tasks Benefit 3D Skeleton-based Human ...	2023-08-17	Code
15	FMS-AM	34.8	No	Remembering What Is Important: A Factorised Mult...	2023-05-19	-
16	MGCN	34.4	No	Multi-Graph Convolution Network for Pose Forecas...	2023-04-11	-
17	GCNext	30.5	No	GCNext: Towards the Unity of Graph Convolutions ...	2023-12-19	Code

#1Forecast LSTM
80.8
Average MPJPE (mm) @ 400ms
No paperCode
#2AnyPose1SOTA
80.6
Average MPJPE (mm) @ 400ms· 2023-09-09
AnyPose: Anytime 3D Human Pose Forecasting via Neural Ordinary Differential Equations
#3STS-GCNSOTA
65.8
Average MPJPE (mm) @ 400ms· 2021-10-09
Space-Time-Separable Graph Convolutional Network for Pose Forecasting Code
#4LTD-GCNSOTA
63.5
Average MPJPE (mm) @ 400ms· 2019-08-15
Learning Trajectory Dependencies for Human Motion Prediction Code
#5MSR-GCN
62.9
Average MPJPE (mm) @ 400ms· 2021-08-16
MSR-GCN: Multi-Scale Residual Graph Convolution Networks for Human Motion Prediction Code
#6UNIMASK-M
61.6
Average MPJPE (mm) @ 400ms· 2023-08-14
A Unified Masked Autoencoder with Patchified Skeletons for Motion Synthesis
#7MotionMixer
59.3
Average MPJPE (mm) @ 400ms· 2022-07-01
MotionMixer: MLP-based 3D Human Body Pose Forecasting Code
#8PGBIG
58.5
Average MPJPE (mm) @ 400ms· 2022-03-30
Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction Code
#9siMLPe
57.3
Average MPJPE (mm) @ 400ms· 2022-07-04
Back to MLP: A Simple Baseline for Human Motion Prediction Code
#10GraphMixer
56.7
Average MPJPE (mm) @ 400ms· 2023-04-07
Graph-Guided MLP-Mixer for Skeleton-Based Human Motion Prediction
#11ResChunk
56.41
Average MPJPE (mm) @ 400ms· 2023-08-31
Multiscale Residual Learning of Graph Convolutional Sequence Chunks for Human Motion Prediction Code
#12Sun et al.
55.5
Average MPJPE (mm) @ 400ms· 2023-05-08
Towards Accurate Human Motion Prediction via Iterative Refinement
#13EqMotion
55
Average MPJPE (mm) @ 400ms· 2023-03-20
EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning Code
#14AuxFormer
54.1
Average MPJPE (mm) @ 400ms· 2023-08-17
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction Code
#15FMS-AM
34.8
Average MPJPE (mm) @ 400ms· 2023-05-19
Remembering What Is Important: A Factorised Multi-Head Retrieval and Auxiliary Memory Stabilisation Scheme for Human Motion Prediction
#16MGCN
34.4
Average MPJPE (mm) @ 400ms· 2023-04-11
Multi-Graph Convolution Network for Pose Forecasting
#17GCNext
30.5
Average MPJPE (mm) @ 400ms· 2023-12-19
GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction Code