Knowledge Commons of Institute of Automation,CAS
Removing shadows from face images using ICA | |
Liu, J; Huang, XS; Wang, YS; Marques, JS; PerezdelaBlanca, N; Pina, P | |
发表期刊 | PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 1, PROCEEDINGS |
2005 | |
卷号 | 3522页码:453-460 |
文章类型 | Article |
摘要 | Shadows produce troublesome effects in many computer vision applications. The idea behind most current shadow removal approaches is locating shadows and then removing them[l][4]. However, distinguishing shadow edges due to shadows from reflectance edges due to reflectance changes is a difficult problem, particularly in a single image. In this paper, we focus on the shadow removal problem in face recognition, and take a novel method based on ICA (Independent Component Analysis) to remove shadows from a single face images. The training set contains face images without shadows. Firstly, we applied derivative filters on training images to derive face edge maps, and then perform ICA on filtered training set to construct pixel ICA subspaces which can be used to remove shadow edges from the filtered versions of a single test image. After the shadow edges removal process, a shadow free image can be reconstructed using an approach similar to [7]. Unlike previous shadow removal approaches, our method can remove shadows from a single gray image. Experimental results demonstrate that the proposed approach can effectively eliminate the effects of shadows in face recognition. |
WOS标题词 | Science & Technology ; Technology |
收录类别 | ISTP ; SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000230026900055 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9090 |
专题 | 09年以前成果 |
作者单位 | Chinese Acad Sci, Inst Automat, CASIA SAIT HCI Joint Lab, Beijing 100864, Peoples R China |
推荐引用方式 GB/T 7714 | Liu, J,Huang, XS,Wang, YS,et al. Removing shadows from face images using ICA[J]. PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 1, PROCEEDINGS,2005,3522:453-460. |
APA | Liu, J,Huang, XS,Wang, YS,Marques, JS,PerezdelaBlanca, N,&Pina, P.(2005).Removing shadows from face images using ICA.PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 1, PROCEEDINGS,3522,453-460. |
MLA | Liu, J,et al."Removing shadows from face images using ICA".PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 1, PROCEEDINGS 3522(2005):453-460. |
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