According to the popularity of variant video streaming applications over the Internet, video quality assessment is essential for video solutions and network operators in order to evaluate video stream quality and measure the end-user Quality of Experience. Packet loss affects both the decoder performance and the user’s perception of video quality due to several network issues. The main goal of this paper is to estimate the perceived video quality at the receiver’s side by passive measurement in the network and also evaluate how errors propagate through temporal prediction. Our proposed method is based on the network level parameters by considering the video codec and frame information. Our experimental analysis shows the accuracy and efficiency of the proposed method.