苏志勋

个人信息Personal Information

教授

博士生导师

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:数学科学学院

学科:计算数学

办公地点:创新园大厦(海山楼)B1313

联系方式:84708351-8093

电子邮箱:zxsu@dlut.edu.cn

扫描关注

论文成果

当前位置: 中文主页 >> 科学研究 >> 论文成果

Geometry-based 2D Shape Descriptor for Retrieval in Large Database

点击次数:

论文类型:会议论文

发表时间:2012-10-21

收录刊物:EI、CPCI-S、Scopus

卷号:2

页面范围:1096-+

摘要:Most of the existing shape retrieval methods need a one-to-one shape descriptor matching procedure to achieve a high retrieval rate. However, high performance shape matching methods are usually computationally demanding, which are obviously not suitable for large shape databases. Shapes should be indexed for efficient retrieval. In this paper, we propose a simple but efficient shape descriptor ROMS and index shapes by the Bag-of-Words (BOW) framework. ROMS is a multi-scale descriptor and defined by the ratio of a triangle middle and side line in each scale. In order to deal with accumulation, part-aware metric is also introduced. These strategies make ROMS invariant to translation, rotation, scale, accumulation, meanwhile capturing both the local curvature information and the part structure of the shape. Extensive experiments have been performed on several public databases including MPEG7 CE-shape-1, Kimia database, the ETH-80 database. The experiments show that ROMS achieves result better than the state of art methods and scales up to large database via BOW framework.