Human Pose Forecasting On Human36M

Metrics

Average MPJPE (mm) @ 1000 ms

Average MPJPE (mm) @ 400ms

Results

Performance results of various models on this benchmark

			Paper Title
Forecast LSTM	149.2	80.8	Intention-based Long-Term Human Motion Anticipation
AnyPose1	128.2	80.6	AnyPose: Anytime 3D Human Pose Forecasting via Neural Ordinary Differential Equations
STS-GCN	117.0	65.8	Space-Time-Separable Graph Convolutional Network for Pose Forecasting
LTD-GCN	113.0	63.5	Learning Trajectory Dependencies for Human Motion Prediction
MSR-GCN	114.2	62.9	MSR-GCN: Multi-Scale Residual Graph Convolution Networks for Human Motion Prediction
UNIMASK-M	112.1	61.6	A Unified Masked Autoencoder with Patchified Skeletons for Motion Synthesis
MotionMixer	111.0	59.3	MotionMixer: MLP-based 3D Human Body Pose Forecasting
PGBIG	110.3	58.5	Progressively Generating Better Initial Guesses Towards Next Stages for High-Quality Human Motion Prediction
siMLPe	109.4	57.3	Back to MLP: A Simple Baseline for Human Motion Prediction
GraphMixer	108.6	56.7	Graph-Guided MLP-Mixer for Skeleton-Based Human Motion Prediction
ResChunk	81.95	56.41	Multiscale Residual Learning of Graph Convolutional Sequence Chunks for Human Motion Prediction
Sun et al.	109.2	55.5	Towards Accurate Human Motion Prediction via Iterative Refinement
EqMotion	106.9	55.0	EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning
AuxFormer	107	54.1	Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction
FMS-AM	-	34.8	Remembering What Is Important: A Factorised Multi-Head Retrieval and Auxiliary Memory Stabilisation Scheme for Human Motion Prediction
MGCN	72.9	34.4	Multi-Graph Convolution Network for Pose Forecasting
GCNext	64.7	30.5	GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction
BoM	-	-	Accurate and Diverse Sampling of Sequences based on a "Best of Many" Sample Objective
STARS	-	-	Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors
GSPS	-	-	Generating Smooth Pose Sequences for Diverse Human Motion Prediction

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Human Pose Forecasting On Human36M

Metrics

Results

Command Palette

Human Pose Forecasting On Human36M

Metrics

Results