With the rapid development of smart surveillance technology，more and more surveillance systems in public environments by humans have turned to be assisted by intelligent video surveillance system.To resolve the problem of background modeling initialization and updating in outdoor surveillance videos，an adaptive background modeling method is proposed.An intelligent surveillance system for transportation is also developed.Experimental results demonstrate the effectiveness and efficiency of the system.