1 Image, 2*2 Stitchi on Human3.6M

Metric: FDE (higher is better)

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#	Model↕	FDE▼	Extra Data	Paper	Date↕	Code
1	HP-GAN	867	No	HP-GAN: Probabilistic 3D human motion prediction...	2017-11-27	Code
2	MT-VAE	595	No	MT-VAE: Learning Motion Transformations to Gener...	2018-08-14	Code
3	DSF	592	No	Diverse Trajectory Forecasting with Determinanta...	2019-07-11	-
4	Pose-Knows	560	No	The Pose Knows: Video Forecasting by Generating ...	2017-04-28	Code
5	GMVAE	555	No	Deep Unsupervised Clustering with Gaussian Mixtu...	2016-11-08	Code
6	BoM	533	No	Accurate and Diverse Sampling of Sequences based...	2018-06-20	Code
7	GSPS	496	No	Generating Smooth Pose Sequences for Diverse Hum...	2021-08-19	Code
8	DiverseSampling	485	No	Diverse Human Motion Prediction via Gumbel-Softm...	2022-07-15	Code
9	BeLFusion	474	No	BeLFusion: Latent Diffusion for Behavior-Driven ...	2022-11-25	Code
10	TransFusion	468	No	TransFusion: A Practical and Effective Transform...	2023-07-30	Code
11	STARS	445	No	Diverse Human Motion Prediction Guided by Multi-...	2023-02-09	Code
12	TCD	396	No	A generic diffusion-based approach for 3D human ...	2022-10-11	Code

#1HP-GANSOTA
867
FDE· 2017-11-27
HP-GAN: Probabilistic 3D human motion prediction via GAN Code
#2MT-VAE
595
FDE· 2018-08-14
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics Code
#3DSF
592
FDE· 2019-07-11
Diverse Trajectory Forecasting with Determinantal Point Processes
#4Pose-KnowsSOTA
560
FDE· 2017-04-28
The Pose Knows: Video Forecasting by Generating Pose Futures Code
#5GMVAESOTA
555
FDE· 2016-11-08
Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders Code
#6BoM
533
FDE· 2018-06-20
Accurate and Diverse Sampling of Sequences based on a "Best of Many" Sample Objective Code
#7GSPS
496
FDE· 2021-08-19
Generating Smooth Pose Sequences for Diverse Human Motion Prediction Code
#8DiverseSampling
485
FDE· 2022-07-15
Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary Space Code
#9BeLFusion
474
FDE· 2022-11-25
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction Code
#10TransFusion
468
FDE· 2023-07-30
TransFusion: A Practical and Effective Transformer-based Diffusion Model for 3D Human Motion Prediction Code
#11STARS
445
FDE· 2023-02-09
Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors Code
#12TCD
396
FDE· 2022-10-11
A generic diffusion-based approach for 3D human pose prediction in the wild Code