  This study proposes a method for the real-time detection and recognition of
targets in streetscape videos. The proposed method is based on separation
confidence computation and scale synthesis optimization. We use the proposed
method to detect and recognize targets in streetscape videos with high frame
rates and high definition. Furthermore, we experimentally demonstrate that the
accuracy and robustness of our proposed method are superior to those of
conventional methods.
