An efficient privacy protection scheme for data security in video surveillance

•A unified privacy protection system which jointly addresses several key challenges.•Privacy sensitive region definition and detection algorithm.•Silhouette-blur guided privacy protection algorithm.•Efficient private preserving video encoding and storage algorithm.