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Being a video game developer allows you to flex your tech skills while earning a nice paycheck. Video Game Developer - Your mother might have told you there was nothing to learn playing video games, but tell that to the folks who make them. More than 42,000 people in 36 states and Puerto Rico are employed by the booming U.S. Employment is up 30 percent since 2009, and the pace is more than 13 times faster than the rest of the labor market. Graphic Designer/Illustrator - Who said doodling can't lead anywhere? The field of graphic design employs about 260,000 people at a median salary of more than $44,000 per year. The top 10 percent of designers earn more than $77,000 per year. Astronomer - Stargazing types could potentially make good money figuring out the nature of the universe. As of 2012, astronomers and physicists earned a median income of $106,000 per year.|In order to perform unconditional video generation, we must learn the distribution of the real-world videos. In an effort to synthesize high-quality videos, various studies attempted to learn a mapping function between noise and videos, including recent efforts to separate motion distribution and appearance distribution. Previous methods, however, learn motion dynamics in discretized, fixed-interval timesteps, which is contrary to the continuous nature of motion of a physical body. In this paper, we propose a novel video generation approach that learns separate distributions for motion and appearance, the former modeled by neural Ordinary Differential Equation (ODE) to learn natural motion dynamics. Specifically, we employ a two-stage approach where the first stage converts a noise vector to a sequence of keypoints in arbitrary frame rates, and the second stage synthesizes videos based on the given keypoints sequence and the appearance noise vector. Our model not only quantitatively outperforms recent baselines for video generation, but also demonstrates versatile functionality such as dynamic frame rate manipulation and motion transfer between two datasets, thus opening new doors to diverse video generation applications.




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