A Texture Similarity Evaluation Method for 3D Models

一种3D模型的纹理相似度评估方法

• 批准号: 21700127
• 负责人: SUZUKI Motofumi
• 金额: $ 2.83万
• 依托单位: The Open University of Japan
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Young Scientists (B)
• 财政年份: 2009
• 资助国家: 日本
• 起止时间: 2009 至 2010
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-21700127/
• 关键词: 類似検索; 3次元物体モデル; 3次元高次局所自己相関特徴; フラクタル次元; ソリッドテクスチャ; テクスチャ特徴; 高次局所自己相関特徴; ボリュームデータ; ポリゴンモデル

Various kinds of research have been conducted on similarity retrievals of 3D models since the late 1990's. Although most of the retrieval techniques focus on shape similarity of the 3D models, our technique allows users to retrieve and classify 3D models based on texture pattern similarity. To test our texture similarity retrieval technique, a set of a textured 3D model database was synthesized from 3D polygonal models and 2D texture images. The database was analyzed by software programs, and texture features were extracted from each 3D model. The extracted texture features were computed based on HLAC (higher order local autocorrelation) and fractal dimensions. Often, both kinds of texture features were used for analyzing 2D texture images. However, we extended the techniques to handle three dimensional volumetric data for extracting features from textured 3D models. Our experimental web-based retrieval system successfully retrieved textured 3D models with fairly acceptable recall-precision rates. This retrieval technique which is based on texture patterns can be used in conjunction with traditional shape similarity retrieval techniques, and the technique can enhance similarity retrieval performances.

自20世纪90年代末S以来，人们对三维模型的相似性检索进行了各种各样的研究。虽然大多数检索技术都集中在三维模型的形状相似性上，但我们的技术允许用户根据纹理模式的相似性来检索和分类三维模型。为了测试我们的纹理相似性检索技术，从3D多边形模型和2D纹理图像中合成了一组纹理3D模型数据库。通过软件程序对数据库进行分析，并从每个3D模型中提取纹理特征。基于高阶局部自相关(HLAC)和分形维计算提取的纹理特征。通常，这两种纹理特征都被用于分析2D纹理图像。然而，我们扩展了处理三维体数据的技术，以从纹理3D模型中提取特征。我们的基于Web的实验检索系统成功地检索了纹理3D模型，具有相当好的召回率。这种基于纹理模式的检索技术可以与传统的形状相似检索技术相结合，提高相似检索的性能。

项目成果

A 3D Solid Texture Feature Computation Method Using Multi-Core CPU Architectures

一种使用多核CPU架构的3D立体纹理特征计算方法

• 发表时间: 2010
• 作者: Motofumi Suzuki;Yoshitomo Yaginuma;Haruo Kodama
• 通讯作者: Haruo Kodama

A Statistical Method for Selecting Pattern Descriptors of Textured 3D Models

• 发表时间: 2010-10
• 作者: Motofumi T. Suzuki;Y. Yaginuma;Haruo Kodama

A Texture Energy Measurement Technique for 3D Volumetric Data

3D 体积数据的纹理能量测量技术

• 发表时间: 2009
• 作者: Motofumi T.Suzuki;Yoshitomo Yaginuma;Haruo Kodama
• 通讯作者: Haruo Kodama

A similarity retrieval technique for textured 3D models

• DOI: 10.1109/infrkm.2010.5466933
• 发表时间: 2010-03
• 期刊: 2010 International Conference on Information Retrieval & Knowledge Management (CAMP)
• 作者: Motofumi T. Suzuki;Y. Yaginuma;Haruo Kodama