Research Article

Robust Abnormal Event Recognition via Motion and Shape Analysis at ATM Installations

Table 5

Comparison of the recognition accuracy, recall, and precision for various MHI frames on our testing data set.

Number of MHI frames 5 10 15
Accuracy Precision Recall Accuracy Precision Recall Accuracy Precision Recall

Single 97.08% 96.30% 95.90% 96.10% 96.20% 93.30% 86.97% 100.00% 79.80%
Multiple 89.86% 76.10% 49.10% 94.71% 81.00% 85.50% 92.44% 58.60% 47.20%
Multiple abnormal 90.00% 85.30% 95.30% 96.38% 95.90% 96.40% 87.82% 80.40% 98.20%