Heterogeneous Avatar Synthesis Based on Disentanglement of Topology and Rendering | |
Gao Nan; Zhi Zeng; GuiXuan Zhang; ShuWu Zhang | |
2022-12 | |
会议名称 | The 16th Asian Conference on Computer Vision |
会议日期 | 2022-12-4 |
会议地点 | macao |
出版地 | springer |
摘要 | There are obviously structural and color discrepancies among different heterogeneous domains. In this paper, we explore the challenging heterogeneous avatar synthesis (HAS) task considering topology and rendering transfer. HAS transfers the topology as well as rendering styles of the referenced face to the source face, to produce high-fidelity heterogeneous avatars. Specifically, first, we utilize a Rendering Transfer Network (RT-Net) to render the grayscale source face based on the color palette of the referenced face. The grayscale features and color style are injected into RT-Net based on adaptive feature modulation. Second, we apply a Topology Transfer Network (TT-Net) to conduct heterogeneous facial topology transfer, where the image content of RT-Net is transferred based on AdaIN controlled by heterogeneous identity embedding. Comprehensive experimental results show that the disentanglement of rendering and topology is beneficial to the HAS task, and our HASNet has comparable performance compared with other state-of-the-art methods. |
关键词 | face generation |
学科门类 | 工学 |
URL | 查看原文 |
收录类别 | EI |
语种 | 英语 |
七大方向——子方向分类 | 计算机图形学与虚拟现实 |
国重实验室规划方向分类 | 视觉信息处理 |
是否有论文关联数据集需要存交 | 否 |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/57440 |
专题 | 数字内容技术与服务研究中心_版权智能与文化计算 |
作者单位 | Institute of Automation Chinese Academy of Sciences, Beijing, China |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Gao Nan,Zhi Zeng,GuiXuan Zhang,et al. Heterogeneous Avatar Synthesis Based on Disentanglement of Topology and Rendering[C]. springer,2022. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
【第一作者】ACCV2022.pdf(11845KB) | 会议论文 | 开放获取 | CC BY-NC-SA | 浏览 |
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