Multi-label learning with missing labels for image annotation and facial action unit recognition
Wu, Baoyuan1; Lyu, Siwei2; Hu, Bao-Gang1; Ji, Qiang3
2015-07-01
发表期刊PATTERN RECOGNITION
卷号48期号:7页码:2279-2289
文章类型Article
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.
关键词Multi-label Learning Missing Labels Image Annotation Facial Action Unit Recognition
WOS标题词Science & Technology ; Technology
关键词[WOS]SUPPORT VECTOR MACHINES ; CLASSIFICATION
收录类别SCI
语种英语
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000352333300013
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被引频次:29[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/8135
专题模式识别国家重点实验室_多媒体计算与图形学
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
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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.
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