The past decade has seen a tremendous growth in multimedia systems and applications in various areas ranging from surveillance to social media. While these systems and applications have been instrumental in improving the way of life for the end users; in the process the people's privacy might be put at risk. In particular, in most social networking websites, users upload their information without any guarantees on privacy. Although there has been a significant progress in multimedia research, the issues related to privacy related to the use of multimedia systems and applications have only recently begun to attract the attention of researchers. The goal of this workshop is to bring forward recent advances related to privacy protection in various multimedia systems and applications.