论文标题
Hatsuki:具有动漫式表达式和基于模仿学习的动漫形式的动漫人物平台之类的动漫角色
HATSUKI : An anime character like robot figure platform with anime-style expressions and imitation learning based action generation
论文作者
论文摘要
日本角色小雕像很受欢迎,在宅男文化中具有枢轴地位。尽管已经开发了许多机器人,但较少的专注于宅男文化或体现动漫角色雕像。因此,我们采取了第一步,通过开发Hatsuki来弥合这一差距,这是一个具有动漫设计的人形机器人平台。 Hatsuki的新颖性在于美学设计,2D面部表情和动漫风格的行为,使其能够提供类似于动漫的角色的丰富互动体验。我们解释了我们的Hatsuki设计实施过程,然后进行评估。为了探讨用户对Hatsuki的印象和意见,我们在世界上最大的动漫人物活动中进行了问卷调查。结果表明,参与者通常对Hatsuki的设计非常满意,并提出了Hatsuki的各种用例情景和部署环境。第二次评估重点是模仿学习,因为这种方法可以在现实世界中提供更好的互动能力,并在不同情况下产生丰富的,自适应的行为。我们通过基于神经元网络的策略模型与我们提出的界面结合语音,面部表情和动作的Hatsuki学习了11种动作。结果表明,我们的方法成功地通过自组织的环境成功地产生了行动,这表明了在不同环境下进一步行动中概括我们的方法的潜力。最后,我们介绍了Hatsuki的未来研究方向,并提供了我们的结论。
Japanese character figurines are popular and have pivot position in Otaku culture. Although numerous robots have been developed, less have focused on otaku-culture or on embodying the anime character figurine. Therefore, we take the first steps to bridge this gap by developing Hatsuki, which is a humanoid robot platform with anime based design. Hatsuki's novelty lies in aesthetic design, 2D facial expressions, and anime-style behaviors that allows it to deliver rich interaction experiences resembling anime-characters. We explain our design implementation process of Hatsuki, followed by our evaluations. In order to explore user impressions and opinions towards Hatsuki, we conducted a questionnaire in the world's largest anime-figurine event. The results indicate that participants were generally very satisfied with Hatsuki's design, and proposed various use case scenarios and deployment contexts for Hatsuki. The second evaluation focused on imitation learning, as such method can provide better interaction ability in the real world and generate rich, context-adaptive behavior in different situations. We made Hatsuki learn 11 actions, combining voice, facial expressions and motions, through neuron network based policy model with our proposed interface. Results show our approach was successfully able to generate the actions through self-organized contexts, which shows the potential for generalizing our approach in further actions under different contexts. Lastly, we present our future research direction for Hatsuki, and provide our conclusion.