Penn-Action

Benchmarks

Task Name	Dataset Name	SOTA Result
Action Phase Classification	Penn Action	Phase Classification Accuracy86.05	48
Phase classification	Penn Action (test)	Accuracy86.05	45
Video Alignment	Penn Action	Kendall's Tau0.9728	33
Action Recognition	Penn Action	Accuracy99.7	31
Action Recognition	Penn-Action (test)	Accuracy98.7	27
Pose Estimation	Penn Action Dataset (test)	Head98.9	19
Human Pose Estimation	Penn-Action	Head Acc98	16
Human Pose Forecasting	Penn Action	PCK@0.05 (Frame 1)87.5	11
Phase Progression	Penn Action	Progress0.6839	10
Kendall's Tau	Penn Action	Kendall's Tau0.7672	10
Temporal Alignment	Penn Action 11 actions (test)	Kendall's Tau0.8275	9
Pose-guided person image generation	Penn Action (PA) (test)	PSNR22.94	7
2D action recognition	Penn Action	Accuracy98.6	7
Pose Estimation	Penn Action	PCK99.3	6
Action Phase Progression	Penn Action (val)	Progress0.7217	5
Phase Progression	Penn Action 11 actions (test)	Progress73.94	5
Fine-grained frame retrieval	Penn Action 11 actions subset	AP@579.49	5
Fine-grained frame retrieval	Penn Action	AP@589.9	5
Progress Estimation	Penn Action (test)	Progress62.52	4
2D Human Pose Estimation	Penn Action (test)	Recon Error (Baseball Pitch)12.71	4

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