3D on Human3.6M

Metric: MMFDE (higher is better)

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#	Model↕	MMFDE▼	Augmentations	Paper	Date↕	Code
1	MT-VAE	883	No	MT-VAE: Learning Motion Transformations to Gener...	2018-08-14	Code
2	HP-GAN	858	No	HP-GAN: Probabilistic 3D human motion prediction...	2017-11-27	Code
3	DSF	599	No	Diverse Trajectory Forecasting with Determinanta...	2019-07-11	-
4	Pose-Knows	569	No	The Pose Knows: Video Forecasting by Generating ...	2017-04-28	Code
5	GMVAE	566	No	Deep Unsupervised Clustering with Gaussian Mixtu...	2016-11-08	Code
6	BoM	544	No	Accurate and Diverse Sampling of Sequences based...	2018-06-20	Code
7	TransFusion	539	No	TransFusion: A Practical and Effective Transform...	2023-07-30	Code
8	GSPS	525	No	Generating Smooth Pose Sequences for Diverse Hum...	2021-08-19	Code
9	DiverseSampling	516	No	Diverse Human Motion Prediction via Gumbel-Softm...	2022-07-15	Code
10	BeLFusion	507	No	BeLFusion: Latent Diffusion for Behavior-Driven ...	2022-11-25	Code
11	STARS	471	No	Diverse Human Motion Prediction Guided by Multi-...	2023-02-09	Code
12	TCD	445	No	A generic diffusion-based approach for 3D human ...	2022-10-11	Code

#1MT-VAESOTA
883
MMFDE· 2018-08-14
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics Code
#2HP-GANSOTA
858
MMFDE· 2017-11-27
HP-GAN: Probabilistic 3D human motion prediction via GAN Code
#3DSF
599
MMFDE· 2019-07-11
Diverse Trajectory Forecasting with Determinantal Point Processes
#4Pose-KnowsSOTA
569
MMFDE· 2017-04-28
The Pose Knows: Video Forecasting by Generating Pose Futures Code
#5GMVAESOTA
566
MMFDE· 2016-11-08
Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders Code
#6BoM
544
MMFDE· 2018-06-20
Accurate and Diverse Sampling of Sequences based on a "Best of Many" Sample Objective Code
#7TransFusion
539
MMFDE· 2023-07-30
TransFusion: A Practical and Effective Transformer-based Diffusion Model for 3D Human Motion Prediction Code
#8GSPS
525
MMFDE· 2021-08-19
Generating Smooth Pose Sequences for Diverse Human Motion Prediction Code
#9DiverseSampling
516
MMFDE· 2022-07-15
Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary Space Code
#10BeLFusion
507
MMFDE· 2022-11-25
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction Code
#11STARS
471
MMFDE· 2023-02-09
Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors Code
#12TCD
445
MMFDE· 2022-10-11
A generic diffusion-based approach for 3D human pose prediction in the wild Code