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Table 2 Comparison of recognition results on KTH dataset with different approaches. Note that the recognition rate reported by Jhuang et al. [20] is obtained on video sequences from scenarios 1 and 4 only. Other reported rates are on all scenarios.

From: Novel Kernel-Based Recognizers of Human Actions

Method

Classification

Recognition rate %

MMD

Unsupervised

94.4

SVM by charac. Kernel

Supervised

93.1

Schindler and Van Gool [24]

Supervised

92.7

Jhuang et al. [20]

Supervised

91.7

Nowozin et al. [31]

Supervised

87

Wong and Cipolla [32]

Supervised

86.6

Danafar and Gheissari [19]

Supervised

85.3

Niebles et al. [11]

Unsupervised

83.3

Dollár et al. [21]

Supervised

81.2

Schüldt et al. [2]

Supervised

71.7