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Table 8 Comparison of the confusion between ResNet34-3DRes18 and Res34-SE-IM-Net

From: Fused behavior recognition model based on attention mechanism

Confusing actions

ResNet34-3DRes18 (16frames)

Res34-SE-IM-Net (16 frames)

(flic-flac, cartwheel)

43%

30% (−13%)

(wave, clap)

32%

11% (−21%)

(laugh, smile)

37%

16% (−21%)

(fencing, sword)

40%

37% (−3%)

(cartwheel, handstand)

26%

24% (−2%)