Image Classification Using Multiscale Information Fusion Based on Saliency Driven Nonlinear Diffusion Filtering
文献类型：期刊论文
| 作者 | Hu, Weiming1,4 ; Hu, Ruiguang1; Xie, Nianhua1,4; Ling, Haibin2; Maybank, Stephen3
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| 刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING
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| 出版日期 | 2014-04-01 |
| 卷号 | 23期号:4页码:1513-1526 |
| 关键词 | Saliency detection nonlinear diffusion multiscale information fusion image classification |
| 英文摘要 | In this paper, we propose saliency driven image multiscale nonlinear diffusion filtering. The resulting scale space in general preserves or even enhances semantically important structures such as edges, lines, or flow-like structures in the foreground, and inhibits and smoothes clutter in the background. The image is classified using multiscale information fusion based on the original image, the image at the final scale at which the diffusion process converges, and the image at a midscale. Our algorithm emphasizes the foreground features, which are important for image classification. The background image regions, whether considered as contexts of the foreground or noise to the foreground, can be globally handled by fusing information from different scales. Experimental tests of the effectiveness of the multiscale space for the image classification are conducted on the following publicly available datasets: 1) the PASCAL 2005 dataset; 2) the Oxford 102 flowers dataset; and 3) the Oxford 17 flowers dataset, with high classification rates. |
| 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] | REGION DETECTION ; OBJECT DETECTION ; ENHANCEMENT ; ATTENTION ; EFFICIENT ; FEATURES ; KERNEL ; SHAPE |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000332112400002 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3265]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_视频内容安全团队 |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19122 USA 3.Birkbeck Coll, Dept Comp Sci & Informat Syst, London WC1E 7HX, England 4.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Hu, Weiming,Hu, Ruiguang,Xie, Nianhua,et al. Image Classification Using Multiscale Information Fusion Based on Saliency Driven Nonlinear Diffusion Filtering[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2014,23(4):1513-1526. |
| APA | Hu, Weiming,Hu, Ruiguang,Xie, Nianhua,Ling, Haibin,&Maybank, Stephen.(2014).Image Classification Using Multiscale Information Fusion Based on Saliency Driven Nonlinear Diffusion Filtering.IEEE TRANSACTIONS ON IMAGE PROCESSING,23(4),1513-1526. |
| MLA | Hu, Weiming,et al."Image Classification Using Multiscale Information Fusion Based on Saliency Driven Nonlinear Diffusion Filtering".IEEE TRANSACTIONS ON IMAGE PROCESSING 23.4(2014):1513-1526. |
入库方式： OAI收割
来源：自动化研究所
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