Knowledge Commons of Institute of Automation,CAS
Structural Dependence Learning Based on Self-attention for Face Alignment | |
Biying Li1,2; Zhiwei Liu1![]() ![]() ![]() | |
发表期刊 | Machine Intelligence Research
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ISSN | 2731-538X |
2024 | |
卷号 | 21期号:3页码:514-525 |
摘要 | Self-attention aggregates similar feature information to enhance the features. However, the attention covers nonface areas in face alignment, which may be disturbed in challenging cases, such as occlusions, and fails to predict landmarks. In addition, the learned feature similarity variance is not large enough in the experiment. To this end, we propose structural dependence learning based on self-attention for face alignment (SSFA). It limits the self-attention learning to the facial range and adaptively builds the significant landmark structure dependency. Compared with other state-of-the-art methods, SSFA effectively improves the performance on several standard facial landmark detection benchmarks and adapts more in challenging cases. |
关键词 | Computer vision, face alignment, self-attention, facial structure, contextual information |
DOI | 10.1007/s11633-023-1465-1 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/56479 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | 1.Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China 2.School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100083, China 3.Alpha (Beijing) Private Equity, Beijing 100083, China 4.School of Computer Science, National University of Defense Technology, Changsha 410073, 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 | Biying Li,Zhiwei Liu,Wei Zhou,et al. Structural Dependence Learning Based on Self-attention for Face Alignment[J]. Machine Intelligence Research,2024,21(3):514-525. |
APA | Biying Li.,Zhiwei Liu.,Wei Zhou.,Haiyun Guo.,Xin Wen.,...&Jinqiao Wang.(2024).Structural Dependence Learning Based on Self-attention for Face Alignment.Machine Intelligence Research,21(3),514-525. |
MLA | Biying Li,et al."Structural Dependence Learning Based on Self-attention for Face Alignment".Machine Intelligence Research 21.3(2024):514-525. |
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MIR-2022-11-331.pdf(5139KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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