Yingxiao,

If you don’t have labeled data then there are several techniques to label the data like Weak supervision and Active learning that can help accelerate the labeling of the data. If you are using images as the data for Anomaly detection then try using the Siamese Neural network

Hope this answer helps!

Thanks!