  This survey article summarizes research trends on the topic of anomaly
detection in video feeds of a single scene. We discuss the various problem
formulations, publicly available datasets and evaluation criteria. We
categorize and situate past research into an intuitive taxonomy and provide a
comprehensive comparison of the accuracy of many algorithms on standard test
sets. Finally, we also provide best practices and suggest some possible
directions for future research.
