王宇新

个人信息Personal Information

副教授

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:计算机科学与技术学院

办公地点:创新园大厦A0827

联系方式:18640987378

电子邮箱:wyx@dlut.edu.cn

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Scene classification via hierarchical semantic blockes vote model

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论文类型:会议论文

发表时间:2010-08-07

收录刊物:EI、Scopus

页面范围:75-78

摘要:The contributions of image blocks to the holistic scene semantic classification are further exploited in this paper. An image is subdivided into non-overlapping regular grid of blocks hierarchically, 2x2 blocks at the first level and 3x3 blocks at the second level. For each level, "bag-of- features" strategy is deployed to predict the scene category of each block. Then the holistic scene category of an image can be recognized through a vote model based on the semantic categories of blocks at all levels in this image. Classification performance is compared to five state of the art approaches using their own datasets and testing protocols. In all cases, the proposed model achieves equal or superior results. Source codes are available by email. ? 2010 IEEE.