A Study for Inductive Learning of Structural or Topological Features of Images by Genetic Algorithm

遗传算法归纳学习图像结构或拓扑特征的研究

• 批准号: 06808034
• 负责人: KANEKO Shun'ichi
• 金额: $ 1.15万
• 依托单位: Tokyo University of Agriculture and Technology
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for General Scientific Research (C)
• 财政年份: 1994
• 资助国家: 日本
• 起止时间: 1994 至 1995
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/en/grant/KAKENHI-PROJECT-06808034/
• 关键词: genetic algorithm; pictorial feature; inductive learning; 構造的特徴; 位相的特徴; 形状特徴; パタン認識

The following results have been obtained in the term of the project :(1) We have designed a segmentation algorithm of closed contours based on genetic algorithm, and then implemented a prototype system.(2) We have obtained a successful results with some sets of character fonts.(3) Depending on classification information, we have had successful results in the experimentation of automatic classification.(4) We have designed a selection algorithm of primitive features of each class, and then had sufficient experimental results.(5) Using the training feature set abovementioned, we got sufficient results.(6) We have considered a representation scheme of general primitive shapes.(7) We have considered fundamentally a possibility of automatic generation of recognizer programs.(8) We have considered a shape matching algorithm based on the extracted primitive shape features.

项目期间取得了以下成果：(1)设计了基于遗传算法的闭合轮廓分割算法，并实现了原型系统。(2)在部分字体集上取得了成功的结果。(3)根据分类信息，进行了自动分类的实验，取得了成功的结果。(4)设计了闭合轮廓的原始特征选择算法。 (5)使用上述训练特征集，得到了足够的结果。(6)我们考虑了一般原始形状的表示方案。(7)我们从根本上考虑了自动生成识别器程序的可能性。(8)我们考虑了基于提取的原始形状特征的形状匹配算法。

项目成果

村瀬一郎: "階層的要約による図形の帰納学習" 情報処理学会研究会報告コンピュータビジョン. 93-5. 45-52 (1995)

Ichiro Murase：“使用分层概括进行形状归纳学习”日本信息处理学会计算机视觉研究小组 93-5（1995）。

Ichiro MURASE, Shunichi KANEKO, Tsunenori HONDA: "INDUCTIVE LEARNING OF PRIMITIVE SHAPES BY GENETIC ALGORITHM" PROC. OF THE 3RD ACCV. (ACCV '96). 2. 593-597 (1995)

Ichiro MURASE、Shunichi KANEKO、Tsunenori HONDA：“通过遗传算法归纳学习原始形状”PROC。

Ichiro MURASE: "Inductive Learning of Primitive Shapesby Genetic Algorithm" Proc. of ACCV'95 2nd Asian cont on Computervision. 2. II-593-II-597 (1995)

Ichiro MURASE：“通过遗传算法归纳学习原始形状”Proc。

Ichiro MURASE,Shun'ichi KANEKO,Tsunenori HONDA: "Inductive Learning of Figures based on Hierarchical Summarization" IPSJ-SIGCV. CV-93-5. 45-52 (1995)

Ichiro MURASE、Shunichi KANEKO、Tsunenori HONDA：“基于层次总结的图形归纳学习”IPSJ-SIGCV。

村瀬一朗,金子俊一,本多庸悟: "階層的要約による図形の帰納学習" 情報処理学会研究報告. 95-CV-93(発表予定). (1995)

Ichiro Murase、Shunichi Kaneko、Tsunego Honda：“使用分层概括进行形状归纳学习”日本信息处理协会研究报告 95-CV-93（待提交）。