**5. Conclusions**

In this chapter, firstly a brief overview of surveillance object retrieval is given. Then, current work dedicated to appearance-based surveillance object retrieval are analysed in detail. The analysis shows that preliminary and promising results have been obtained for surveillance object retrieval. However, it is still a challenging issue. This issue needs more work and contributions on surveillance video analysis, feature extraction and common benchmark for surveillance object retrieval evaluation.
