Abstract: We previously proposed a method of generating free viewpoint images directly from multi-focus imaging sequences without any depth estimation. The method is realized with few conditional evaluation and high parallelism. Therefore, it is very effective for the method to be implemented to hardware such as FPGA, GPU, and so on. In this paper, we discuss GPU-based distributed processing for further acceleration. We show some experimental results by using synthetic images.