CASIA OpenIR  > 智能感知与计算研究中心
PARTIALLY TAGGED IMAGE CLUSTERING
Yin, Qiyue; Wu, Shu; Wang, Liang
2015
会议名称International Conference on Image Processing
会议录名称In Proceedings of the International Conference on Image Processing (ICIP), 2015
会议日期Sep. 27-30
会议地点Québec
摘要With the exponential growth of tagged images, researchers are resorting to this high semantic tag information to assist the clustering process and promising clustering results have been obtained. However, users may not tag all of their images or some of the images are partially annotated, and this will lead to big performance degradation, which is rarely considered by pervious works. To alleviate this problem, we propose a new framework for image clustering assisted by partially observed tags. Our model enforces the sparse representation obtained through sparse coding and the latent tag representation learned via matrix factorization to be consistent with the partial image-tag observations. Finally, the partitioning of the database is performed using clustering algorithms (e.g., kmeans) on the sparse representation. Extensive experiments on three real world datasets demonstrate that the proposed model performs better than the state-of-the-art methods.
关键词Image Clustering Multi-view Clustering Sparse Coding
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/12339
专题智能感知与计算研究中心
通讯作者Wu, Shu
作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Yin, Qiyue,Wu, Shu,Wang, Liang. PARTIALLY TAGGED IMAGE CLUSTERING[C],2015.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
Partially tagged ima(574KB)会议论文 开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Yin, Qiyue]的文章
[Wu, Shu]的文章
[Wang, Liang]的文章
百度学术
百度学术中相似的文章
[Yin, Qiyue]的文章
[Wu, Shu]的文章
[Wang, Liang]的文章
必应学术
必应学术中相似的文章
[Yin, Qiyue]的文章
[Wu, Shu]的文章
[Wang, Liang]的文章
相关权益政策
暂无数据
收藏/分享
文件名: Partially tagged image clustering.pdf
格式: Adobe PDF
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。