**3. Appearance-based object retrieval in surveillance videos**

In this section, we firstly give some definitions and point out the existing challenges for appearance-based object retrieval in surveillance videos. Then, we describe the solutions proposed for two important tasks: object signature building and object matching in order to overcome these challenges.
