Multi-label learning with missing labels for image annotation and facial action unit recognition
文献类型：期刊论文
| 作者 | Wu, Baoyuan1; Lyu, Siwei2; Hu, Bao-Gang1 ; Ji, Qiang3
|
| 刊名 | PATTERN RECOGNITION
 |
| 出版日期 | 2015-07-01 |
| 卷号 | 48期号:7页码:2279-2289 |
| 关键词 | Multi-label learning Missing labels Image annotation Facial action unit recognition |
| 英文摘要 | Many problems in computer vision, such as image annotation, can be formulated as multi-label learning problems. It is typically assumed that the complete label assignment for each training image is available. However, this is often not the case in practice, as many training images may only be annotated with a partial set of labels, either due to the intensive effort to obtain the fully labeled training set or the intrinsic ambiguities among the classes. In this work, we propose a method for multi-label learning that explicitly handles missing labels. We train classifiers with the multi-label with missing labels (MLML) learning framework by enforcing the consistency between the predicted labels and the provided labels as well as the local smoothness among the label assignments. Experiments on three benchmark data sets in image annotation and one benchmark data set in facial action unit recognition demonstrate the improved performance of our method in comparison of several state-of-the-art methods. (C) 2015 Elsevier Ltd. All rights reserved. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
| 研究领域[WOS] | Computer Science ; Engineering |
| 关键词[WOS] | SUPPORT VECTOR MACHINES ; CLASSIFICATION |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000352333300013 |
| 公开日期 | 2015-09-22 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/8135]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_多媒体计算与图形学团队 |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.SUNY Albany, Dept Comp Sci, Albany, NY 12222 USA 3.Rensselaer Polytech Inst, Dept Elect Comp & Syst Engn, Troy, NY 12180 USA |
| 推荐引用方式 GB/T 7714 | Wu, Baoyuan,Lyu, Siwei,Hu, Bao-Gang,et al. Multi-label learning with missing labels for image annotation and facial action unit recognition[J]. PATTERN RECOGNITION,2015,48(7):2279-2289. |
| APA | Wu, Baoyuan,Lyu, Siwei,Hu, Bao-Gang,&Ji, Qiang.(2015).Multi-label learning with missing labels for image annotation and facial action unit recognition.PATTERN RECOGNITION,48(7),2279-2289. |
| MLA | Wu, Baoyuan,et al."Multi-label learning with missing labels for image annotation and facial action unit recognition".PATTERN RECOGNITION 48.7(2015):2279-2289. |
入库方式： OAI收割
来源：自动化研究所
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