Video retargeting is used to change the ratio between height and weight of original size and maintain original size of the saliency areas as possible. Although the efficacy of image retargeting is very good, there is a problem of video retargeting which must maintain the temporal coherence of video. Therefore, video retargeting is an ill-posed problem in image processing. The proposed method allows solving optimized function to find the scaling factor map. Scaling factor map represents the scaling degree of one direction of each pixel (block) and then we can use the scaling factor map to transform the original video to the retargeting video with target size by per-frame processing. The optimized function includes visual attention value of video content and temporal information. Therefore, the optimized scaling factor map which is solved from optimized function can maintain two above character. Finally, we use the cropping method to improve the efficiency of the optimized scaling factor map. Based on the experimental results obtained in this study, the proposed method has better performance than the previous methods.