The Scene Classification Method Based on Difference Vector in DCT Domain | |
Li, Ce1,2; Li, Ming2; Xiao, Limei2; Ren, Beijie2 | |
2016 | |
会议名称 | INTELLIGENT COMPUTING THEORIES AND APPLICATION, ICIC 2016, PT II |
卷号 | 9772 |
页码 | 436-447 |
出版地 | GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND |
出版者 | SPRINGER INTERNATIONAL PUBLISHING AG |
摘要 | Scene classification is one of the hot research topics in the field of computer vision, it is the basis of the organization and access for a variety of image database, so it has important practical significance. In our previous work, we put forward a novel fast scene classification method via DCT based on the energy concentration and multi-resolution characteristics of DCT coefficients. This paper improved our previous work proposed a scene classification method based on DCT domain using difference vectors. First of all, divided the whole image into the regular grid without repetition, in each grid, do DCT transform with the size of 8 * 8 get the DCT coefficients matrix, extract the AC coefficients in the matrix get the original vectors; Then, selected N images from each category in the database randomly, calculate the average vector of their original vectors, using the original vectors of all images corresponding category subtract the average vector get the difference vectors as the feature vectors; Finally, based on these feature vectors defined above, train classifiers with one-vs.-all support vector machine (SVM). In order to verify the robustness of the proposed algorithm, this paper has built an image database contains eight scene categories according to the OT database, this paper conducted cross validation experiment for the proposed method in the two databases. Experimental results show that the proposed method has higher accuracy and speed in image classification, and has good robustness. |
关键词 | Scene classification DCT Difference vectors Multi-resolution Compressed domain |
DOI | 10.1007/978-3-319-42294-7_39 |
收录类别 | CPCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000387430400039 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/36428 |
专题 | 新能源学院 电气工程与信息工程学院 |
作者单位 | 1.Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China; 2.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou 730050, Peoples R China |
第一作者单位 | 电气工程与信息工程学院 |
推荐引用方式 GB/T 7714 | Li, Ce,Li, Ming,Xiao, Limei,et al. The Scene Classification Method Based on Difference Vector in DCT Domain[C]. GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND:SPRINGER INTERNATIONAL PUBLISHING AG,2016:436-447. |
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