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HyperAI超神经

Human Pose Forecasting On Humaneva I

评估指标

ADE@2000ms

APD@2000ms

FDE@2000ms

MMADE@2000ms

MMFDE@2000ms

评测结果

各个模型在此基准测试上的表现结果

						Paper Title	Repository
HP-GAN	772	1139	749	-	-	HP-GAN: Probabilistic 3D human motion prediction via GAN
MT-VAE	345	21	403	-	-	MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics
GMVAE	305	2443	345	-	-	Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders
DSF	273	4538	290	-	-	Diverse Trajectory Forecasting with Determinantal Point Processes	-
BoM	271	2846	279	-	-	Accurate and Diverse Sampling of Sequences based on a "Best of Many" Sample Objective
Pose-Knows	269	2308	296	-	-	The Pose Knows: Video Forecasting by Generating Pose Futures
GSPS	233	5825	244	-	-	Generating Smooth Pose Sequences for Diverse Human Motion Prediction
DHMP	220	6109	234	342	316	Diverse Human Motion Prediction via Gumbel-Softmax Sampling from an Auxiliary Space
STARS	217	6031	241	328	321	Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors
TransFusion	204	1031	234	408	427	TransFusion: A Practical and Effective Transformer-based Diffusion Model for 3D Human Motion Prediction
TCD	199	6764	215	-	-	A generic diffusion-based approach for 3D human pose prediction in the wild

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Human Pose Forecasting On Humaneva I | SOTA | HyperAI超神经