Action Quality Assessment on FS1000 7-class benchmark leaderboard · SOTA2 Research

Action Quality Assessment on FS1000 7-class

0.854Spearman Correlation ({v, f})LIMSSR

Evaluation Results

Method	Links
LIMSSR2026.05		0.854	12.51	0.891	10.54	0.709	14.98	0.853	12.5	0.618	18.45	0.687	15.51	0.789	14.08	0.891	10.44
MCMoE2026.05		0.845	12.66	0.882	11.85	0.738	14.88	0.845	13.64	0.65	22.47	0.615	16.72	0.782	15.37	0.881	11.53
MoMKE2026.05		0.798	18.86	0.805	23.88	0.541	24.96	0.785	37.96	0.398	23.31	0.499	27.53	0.668	26.08	0.819	16.85
SDR-GNN2026.05		0.789	17.5	0.785	25.08	0.564	22.29	0.749	28.47	0.504	29.96	0.477	25.46	0.665	24.79	0.817	15.91
ActionMAE2026.05		0.775	24.66	0.766	64.13	0.556	26.51	0.761	50.64	0.462	21.47	0.458	41.66	0.651	38.18	0.809	17.96
IMDer2026.05		0.76	22.34	0.745	28.46	0.573	24.86	0.724	35.99	0.424	22.92	0.488	32.56	0.636	27.86	0.788	25.95
GCNet2026.05		0.73	25.56	0.74	23.86	0.507	24.97	0.696	26.67	0.447	31.27	0.442	39.4	0.61	28.62	0.764	21.82
PAMFN2026.05		0.727	59.96	0.644	62.8	0.561	56.36	0.713	92.1	0.486	117.63	0.145	62.13	0.571	75.16	0.855	13.02
MLP-Mixer2026.05		0.722	25.56	0.542	60.57	0.474	87.2	0.623	101.35	0.472	87.59	0.177	68.43	0.52	71.78	0.819	14.56