Table 3.

Performance comparison using UCF-Crime dataset. The performance of the proposed in this paper appears in italics.

Model	Learning Algorithm	AUC
Binary classifier	Binary SVM classifier	49.99
Hassan et al. [15]	Unsupervised	50.66
Lu et al. [12]	Unsupervised	65.51
Sultani et al. [28]	Weakly Supervised	75.41
Zhang et al. [29]	Weakly Supervised	78.66
Proposed method without ${log}_{\mathbf{2}}$	Weakly Supervised	78.63
Proposed method with ${log}_{\mathbf{2}}$	Weakly Supervised	80.36