Understanding and modeling human behavior is fundamental to almost any computer vision and robotics applications that involve humans. In this thesis, we take a holistic approach to human behavior modeling and tackle its three essential aspects -- simulation, perception, and generation. Throughout the thesis, we show how the three aspects are deeply connected and how utilizing and improving one aspect can greatly benefit the other aspects. We also discuss the lessons learned and our vision for what is next for human behavior modeling.
翻译:理解和模拟人类行为对于任何涉及人类的计算机视觉和机器人应用几乎都是至关重要的。在这个论文中,我们对人类行为模拟采取整体方法,并处理其三个基本方面 -- -- 模拟、感知和一代。在整个论文中,我们展示了这三个方面是如何紧密相连的,以及如何利用和改进一个方面能够大大有利于其他方面。我们还讨论了经验教训和我们关于下一步人类行为模型的设想。