Skip to main content

Table 7 Comparison of recognition accuracy between ResNet34-3DRes18 and Res34-SE-IM-Net on HMDB51, UCF101 and Something-Something v1 datasets

From: Fused behavior recognition model based on attention mechanism

Dataset

Methods

Top-1 (%)

Top-5 (%)

HMDB51(test set)

ResNet34-3DRes18

70.997

90.748

Res34-SE-IM-Net

71.85 (+ 0.853)

91.535 (+ 0.787)

UCF101(test set)

ResNet34-3DRes18

92.143

99.392

Res34-SE-IM-Net

92.196 (+ 0.053)

98.862

Something-Something

v1(validation set)

ResNet34-3DRes18

41.012

72.139

Res34-SE-IM-Net

41.398 (+ 0.386)

72.743 (+ 0.604)