Research Article

Using a Multilearner to Fuse Multimodal Features for Human Action Recognition

Table 3

Comparison of various action recognition methods.

MethodDescriptorRecognition MethodsAccuracy
G3D (%)CAD60 (%)

Dollar’s method [38]Sparse spatiotemporal featuresSVM7883
Liu’s method [42]PMI spatiotemporal featuresSVM8286
Laptev’s method [43]Spatiotemporal cornerSVM8784
Rapantzikos’s method [44]Dense saliency spatiotemporal featuresKNN8889
Rodriguez’s method [45]Spatiotemporal templateTemplate matching8889
Dropout-based CNN [46]Random dropout-based CNN8990
Our ApproachMixed featuresSE-SVM9394