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Action Recognition on EK100, SSV2, and K400

71.6Overall Harmonic MeanCAST
55.89659.97364.0568.127Nov 30, 2023Feb 19, 2024May 10, 2024Jul 30, 2024Oct 19, 2024Jan 8, 2025Mar 30, 2025

Evaluation results

MethodLinks
CASTGFLOPs/View=3912023.1171.6—
CASTGFLOPs/View=3912025.0371.677.9
OMNIVORE2023.1170.8—
OMNIVORE2025.0370.877.2
MTV-HRGFLOPs/View=9302023.1169.8—
MTV-HRGFLOPs/View=9302025.0369.874.8
ST-AdapterGFLOPs/View=6072023.1167.3—
MFormerGFLOPs/View=11852023.1167.3—
ST-AdapterGFLOPs/View=6072025.0367.375.5
MFormer-HRGFLOPs/View=11852025.0367.373.7
AIMGFLOPs/View=4042023.1166.7—
AIMGFLOPs/View=404, Parameter-efficient tuning with adapters=true2025.0366.775.4
ViViT FEGFLOPs/View=9902023.1166.6—
VideoMAEGFLOPs/View=1802023.1166.6—
VIVIT FEGFLOPs/View=9902025.0366.673
VideoMAE-BGFLOPs/View=180, Parameter-efficient tuning with adapters=true2025.0366.675.8
CLIPGFLOPs/View=1402023.1156.5—
CLIPGFLOPs/View=140, Parameter-efficient tuning with adapters=true2025.0356.559.5
BEVTGFLOPs/View=2822025.03—75.3
EVLGFLOPs/View=5922025.03—71.2
MVIT-BGFLOPs/View=1702025.03—73.4
TimeSformer-BGFLOPs/View=23802025.03—70.4
Video Swin-LGFLOPs/View=2822025.03—75.8