Conclusion

We have developed an unsupervised technique for detecting unusual events in a large video set. This method can utilize extremely simple features by automatically selecting the important feature signal. The computational solution is efficient and stable. We have conducted large scale tests with ground truth comparison on a variety of sequences, processing over a million of video frames.