Extracting Dominant Textures in Real Time With Multi-Scale Hue-Saturation-Intensity Histograms
文献类型：期刊论文
| 作者 | Wang, Wencheng ; Hua, Miao |
| 刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING
 |
| 出版日期 | 2013 |
| 卷号 | 22期号:11页码:4237-4248 |
| 关键词 | Clustering methods feature extraction image texture real time systems |
| ISSN号 | 1057-7149 |
| 中文摘要 | It is very important to extract high quality texture features from images. This is, however, often laborious, because the randomness in the color distribution patterns for texture elements makes texture measurement very difficult, despite these elements having a very similar visual appearance. In this paper, we propose the use of multi-scale color histograms to measure the effect of color distribution patterns efficiently and without having to compute the actual patterns, which saves considerable effort. Meanwhile, the hue-saturation-intensity color model is mainly adopted to take the advantage of human visual experiences in texture recognition. We discuss and validate the effectiveness and efficiency of our method by applying to various benchmarks. The results show that we can extract quality dominant textures automatically in real time, and faster by several orders of magnitude than existing methods. |
| 英文摘要 | It is very important to extract high quality texture features from images. This is, however, often laborious, because the randomness in the color distribution patterns for texture elements makes texture measurement very difficult, despite these elements having a very similar visual appearance. In this paper, we propose the use of multi-scale color histograms to measure the effect of color distribution patterns efficiently and without having to compute the actual patterns, which saves considerable effort. Meanwhile, the hue-saturation-intensity color model is mainly adopted to take the advantage of human visual experiences in texture recognition. We discuss and validate the effectiveness and efficiency of our method by applying to various benchmarks. The results show that we can extract quality dominant textures automatically in real time, and faster by several orders of magnitude than existing methods. |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000324597800007 |
| 公开日期 | 2014-12-16 |
| 源URL | [http://ir.iscas.ac.cn/handle/311060/16908]  |
| 专题 | 软件研究所_软件所图书馆_期刊论文 |
| 推荐引用方式 GB/T 7714 | Wang, Wencheng,Hua, Miao. Extracting Dominant Textures in Real Time With Multi-Scale Hue-Saturation-Intensity Histograms[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2013,22(11):4237-4248. |
| APA | Wang, Wencheng,&Hua, Miao.(2013).Extracting Dominant Textures in Real Time With Multi-Scale Hue-Saturation-Intensity Histograms.IEEE TRANSACTIONS ON IMAGE PROCESSING,22(11),4237-4248. |
| MLA | Wang, Wencheng,et al."Extracting Dominant Textures in Real Time With Multi-Scale Hue-Saturation-Intensity Histograms".IEEE TRANSACTIONS ON IMAGE PROCESSING 22.11(2013):4237-4248. |
入库方式： OAI收割
来源：软件研究所
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