Table 3.

Comparison with the state-of-the-art methods in terms of AUC% on the ShanghaiTech dataset.

Method	AUC
Conv2D-AE [14]	60.9%
StackRNN [36]	68.0%
Baseline [38]	72.8%
Asymptotic Bound [32]	70.9%
MemAE [23]	71.2%
The proposed CR-AE	73.1%