Video Abnormal Action Recognition Based on Multimodal Heterogeneous Transfer Learning

Table 3

Test accuracy comparation of multimodal and other methods.

Method	Parameters (M)	Testing accuracy (%)
R(2 + 1)D [41]	33.2	90.00
X3D [42]	3.8	83.33
SlowFast [43]	22.9	88.33
C2D [44]	25.6	88.33
CSN [45]	13.6	90.00
The multimodal heterogeneous transfer learning + SHAND (ours)	25.0	91.67