论文标题
走向3D舞蹈运动综合和控制
Towards 3D Dance Motion Synthesis and Control
论文作者
论文摘要
3D人类舞蹈运动是一种合作而优雅的社会运动。与常规的简单运动不同，由于不规则性，运动复杂性和多样性，综合艺术舞蹈动作是具有挑战性的。它需要合成的舞蹈是现实，多样和可控的。在本文中，我们提出了一种基于时间卷积和LSTM TC-LSTM的新颖生成运动模型，以综合现实和多样化的舞蹈运动。我们引入了独特的控制信号，即舞蹈旋律线，以提高可控性。因此，我们的模型及其用于控制信号的转换，促进各种应用：随机舞蹈综合，音乐到舞蹈，用户控制等。我们的实验表明，我们的模型可以在各种舞蹈中综合艺术舞蹈运动。与现有方法相比，我们的方法实现了启动结果。
3D human dance motion is a cooperative and elegant social movement. Unlike regular simple locomotion, it is challenging to synthesize artistic dance motions due to the irregularity, kinematic complexity and diversity. It requires the synthesized dance is realistic, diverse and controllable. In this paper, we propose a novel generative motion model based on temporal convolution and LSTM,TC-LSTM, to synthesize realistic and diverse dance motion. We introduce a unique control signal, dance melody line, to heighten controllability. Hence, our model, and its switch for control signals, promote a variety of applications: random dance synthesis, music-to-dance, user control, and more. Our experiments demonstrate that our model can synthesize artistic dance motion in various dance types. Compared with existing methods, our method achieved start-of-the-art results.
