Human Motion Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
Human3.6M (test)	SIMLPE	MPJPE9.6	85	3d ago
HumanEva-I (test)	TransFusion	ADE0.204	48	4d ago
Human3.6M	TP-RNN	MAE (1000ms)0.77	46	3d ago
Human3.6M (short-term)	FMS-AM	Walking MAE5.1	40	3d ago
3DPW	DCT-based Graph Convolutional Network	Trajectory Error (400ms)0.95	27	3d ago
AMASS BMLrub	GCNext	MPJPE (80ms)10.2	16	3d ago
AIST++ 10 dance genres	PGDM-MAE	Break Genre Score0.037	14	4d ago
PROX (test)	Mutual Distance Prediction	Path Error (0.5s)44.2	13	3d ago
H3.6M		Eating Error (1000ms)0.93	12	3d ago
AMASS (cross-dataset)	SkeletonDiffusion	ADE0.48	9	4d ago
H3.6M (test)	HistRepItself	MAE L2 (80ms)0.28	8	3d ago
3DPW unseen real-life scenes	SkeletonDiffusion	ADE0.472	8	4d ago
3DPW (test)	FreqMRN	MPJPE (80ms)11.6	7	3d ago
AMASS (test)	FreqMRN	MPJPE (80ms)9.8	7	3d ago
CMU Mocap washing window		MPJPE (80ms)4.9	6	3d ago
CMU Mocap walking	ResChunk	MPJPE (80ms)5.74	6	3d ago
CMU Mocap soccer		MPJPE (80ms)9.2	6	3d ago
CMU Mocap running	ResChunk	MPJPE (80ms)12.35	6	3d ago
CMU Mocap jumping	ResChunk	MPJPE (80ms)13.64	6	3d ago
CMU Mocap directing traffic		MPJPE (80ms)5.8	6	3d ago
CMU Mocap basketball	ResChunk	MPJPE (80ms)10.18	6	3d ago
Human3.6M (Setting-C)	TCD	FDE (Random Leg, Arm Occlusions)77.5	6	3d ago
Human 3.6M Walking Dog	GAGCN	Error (80ms)17	6	3d ago
Human 3.6M (Taking Photo)	STSGCN	Error (80ms)8.2	6	3d ago
Human 3.6M Sitting Down	GAGCN	Error (80ms)14.1	6	3d ago

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