Skeleton-based Action Recognition

Benchmarks

Dataset Name	SOTA Method	Metric
NTU 60 (X-sub)	3Mformer	Accuracy94.8	227	1mo ago
NTU RGB+D (Cross-View)	SkeletonAgent	Accuracy98.2	213	5mo ago
NTU RGB+D 120 (X-Set)	SkeletonAgent	Top-1 Accuracy93.1	184	5mo ago
NTU 120 (X-sub)	3Mformer	Accuracy92	153	1mo ago
NTU-RGB+D 120 (Cross-Subject)	HD-GCN	Top-1 Accuracy90.1	143	5mo ago
NTU-RGB+D 120 (Cross-setup)	SkeleT	Accuracy96.4	136	5mo ago
NTU RGB+D 60 (X-View)	HD-GCN (6-ensemble)	Top-1 Accuracy97.2	126	5mo ago
NTU 60 (X-view)	3Mformer	Accuracy98.7	125	1mo ago
NTU-RGB+D (Cross-subject)	PoseConv3D	Accuracy93.1	123	5mo ago
Kinetics-Skeleton	SkeletonAgent	Top-1 Acc53.6	102	4mo ago
NTU (Cross-Subject)	Ours(Joint+Bone)	Accuracy89.4	86	5mo ago
NTU RGB+D 120 (X-Sub)	SkeletonAgent	Accuracy91.7	79	2mo ago
NTU RGB+D 60 (Cross-Subject)	SkeleT	Accuracy97	59	5mo ago
NTU 120 (X-set120)	3Mformer	Accuracy93.8	45	1mo ago
NW-UCLA	FR Head	Accuracy96.8	44	5mo ago
NTU RGB+D Cross-View (CV) 1.0	2s-AGCN	Accuracy95.1	38	5mo ago
NTU-RGB+D 60 (X-Sub)	HD-GCN (6-ensemble)	Top-1 Accuracy0.934	34	2mo ago
PKU-MMD II (x-sub)	AMR	Top-1 Acc60.3	27	1mo ago
PKU-MMD Phase I (cross-subject)	HYSP	Accuracy96.2	26	5mo ago
PKU-MMD Part II	3s-TranCLR	Accuracy59.9	21	3mo ago
NTU RGB+D (X-Sub)	SkeletonAgent	Accuracy94.5	21	5mo ago
SBU Interaction Dataset (5-fold cross validation)	ST-LSTM	Accuracy93.3	18	5mo ago
PKU-MMD Part I	MacDiff	Accuracy92.8	17	3mo ago
Kinetics-Skeleton (test)	HD-GCN (6-ensemble)	Top-1 Acc40.9	17	5mo ago
NTU RGB+D X-Sub60	FG-STFormer	Top-1 Acc (E1)92.6	16	5mo ago

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