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Studies on segmentation of color images considering the characteristics of human color perception

Research Project

Project/Area Number 11680385
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionSHIZUOKA UNIVERSITY

Principal Investigator

ABE Keiichi  Shizuoka University, Professor, 情報学部, 教授 (80022193)

Co-Investigator(Kenkyū-buntansha) SUGIYAMA Takahiro  Shizuoka University, Assistant, 情報学部, 助手 (70293595)
Project Period (FY) 1999 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥3,400,000 (Direct Cost: ¥3,400,000)
Fiscal Year 2000: ¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 1999: ¥2,200,000 (Direct Cost: ¥2,200,000)
Keywordscolor image processing / color image segmentation / color coordinating system / color space / quantitative evaluation / region segmentation / region boundary / color perception / 色知覚特性 / クラスタリング手法 / ISODATA法 / カラーインデックス / エッジベクトル抽出器 / 色分類心理実験
Research Abstract

The main results of this research are as follows :
(1)Utilization of image space information in segmenting color images
We investigated how to use image space information in addition to color space information nad proposed a method which produces satisfactory segmentation results from human viewpoint with a set of fixed parameter values, independent of the input image.
(2)Comparative evaluation of color spaces for color image segmentation
We made a comparative evaluation of eleven color spaces, from the viewpoint of which color spaces are adequate for region segmentation of color images. For this purpose we made human experiments on color pixel classification and region segmentation, and utilize their results. We clarified which color spaces are adequate for using in color image segmentation and which are not.
(3)Quantitative evaluation of region segmentation results of color images
We proposed a method of evaluating quantitatively segmentation results of color images. The criteria considered are uniformity of colors in a region and contrast between two adjacent regions. We designed an overall evaluating function and compared derived function values with human evaluated scores. Except undersegmented results, function values satisfactorily close to human evaluation are obtained.
(4)Application of the above findings to color image applications
We applied the results and findings described above to various applications of color image processing.

Report

(3 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • Research Products

    (40 results)

All Other

All Publications (40 results)

  • [Publications] Wajima, Hiroshi: "Fast classification of road, grass, and trees from color outdoor scenes"Proc.JICAST'99. 168-171 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 松浦正樹: "ISODATA法を用いたカラー画像の領域分割のための人間の色知覚に近い色空間の選定"第59回情報処理学会全国大会講演論文集. 2. 259-259 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 萩本憲俊: "色と動き情報を用いた人物の腕の動作追跡"電子情報通信学会パターン認識とメディア理解技術報告. PRMU99-104. (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Takahashi, Keiko: "Region segmentation of color images based on ISODATA clustering method with image space information"Proc.of the 4th Asian Conf.on Computer Vision. I. 216-221 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 高橋圭子: "人間の色分類結果に基づいた色空間の比較評価"電子情報通信学会パターン認識とメディア理解技術報告. PRMU99-241. (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Wajima, Hiroshi: "Fast classification of roads, grass, and trees from color outdoor scenes"Proc.of Vision Interface 2000. 286-290 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 高橋圭子: "人間の行った色分類結果と領域分割結果に基づいた色空間の比較評価"画像の認識・理解シンポジウムMIRU2000講演論文集. I. 349-354 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 松浦正樹: "カラー画像の領域分割結果の定量的評価"平成12年度電気関係学会東海支部連合大会講演論文集. 343-343 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Takahashi, Keiko: "Comparison of color space models based on human color classification and image segmentation"Proc.IAPR Workshop on Machine Vision Applications MVA 2000. 39-43 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Matsuura, Masaki: "Quantitative evaluation of segmentation of color images"Proc.of JICAST 2000. 177-180 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 石井真人: "色情報とエッジ情報を利用した航空写真からの大局的な地震被害の把握"2001年電子情報通信学会総合大会講演論文集. (発表予定). (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 高橋圭子: "人間による画像の色分類結果と領域分割結果に基づいた色空間の比較評価"電子情報通信学会論文誌,D-II. (採録決定). (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 石井真人: "色情報とエッジ情報を利用した航空写真からの大局的な地震被害の把握"情報処理学会コンピュータビジョンとイメージメディア研究会資料. (発表予定). (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 松浦正樹: "カラー画像の領域分割結果の定量的評価"電子情報通信学会パターン認識とメディア理解技術報告. (発表予定). (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Hiroshi WAJIMA, Toru YAMASHITA, and Keiichi ABE: "Fast classification of road, grass, and trees from color outdoor scenes"Proc.JICAST99(Joint Int'l Conf.on Advanced Science and Technology). 168-171 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Noritoshi HAGIMOTO, Takahiro SUGIYAMA and Keiichi ABE, Hiromasa NAKATANI, and Hitoshi SAJI: "Human arm tracking using color and motion information"Technical Report of IEICE, Japan(in Japanese). PRMU99-104. (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Keiko TAKAHASHI, Takahiro SUGIYAMA, and Keiichi ABE: "Region segmentation of color images based on ISODATA clustering method with image space information"Proc.of the 4^<th> Asian Conf.on Computer Vision. Vol.I. 216-221 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Keiko TAKAHASHI, Masaki MATSUURA, Takahiro SUGIYAMA, and Keiichi ABE: "Comparison of color spaces based on human classification of pixels using only color features"Technical Report of IEICE, Japan(in Japanese). PRMU99-241. (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Hiroshi WAJIMA, Toru YAMASHITA, Takahiro SUGIYAMA, and Keiichi ABE: "Fast classification of roads, grass, and trees from color outdoor scenes"Proc.of Vision Interface 2000. 286-290 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Keiko TAKAHASHI, Masaki MATSUURA, Takahiro SUGIYAMA, and Keiichi ABE: "Comparison of color spaces based on human classification of pixels and human segmentation results"Proc.of Meeting on Image Recognition and Understaning. Vol.I. 349-354 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Keiko TAKAHASHI, Masaki MATSUURA, Takahiro SUGIYAMA, and Keiichi ABE: "Comparison of color space models based on human color classification and image segmentation"Proc.Int'l Workshop on Machine Vision Applications MVA2000. 39-43 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masaki MATSUURA, Keiko TAKAHASHI, Takahiro SUGIYAMA, and Keiichi ABE: "Quantitative evaluation of segmentation results of color images"Proc.of JICAST 2000. 177-180 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masaki MATSUURA, Keiko TAKAHASHI, Takahiro SUGIYAMA, and Keiichi ABE: "Quantitative evaluation of segmentation results of color images"Technical Report of IEICE Japan(in Japanese). to appear. (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Masato ISHII, Takahiro SUGIYAMA, and Keiichi ABE: "Detection of earthquake damaged area from aerial photographs by using color and edge information"IPSJ SIG Notes(in Japanese). to appear. (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Keiko TAKAHASHI, Masaki MATSUURA, Takahiro SUGIYAMA, and Keiichi ABE: "Comparison of color coordinating systems based on human-made color classification and image segmentation"Transactions of IEICE, Japan(in Japanese). D-II(to appear).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Wajima,Hiroshi: "Fast classification of roads, grass, and trees from color outdoor scenes"Proc.of Vision Interface 2000. 286-290 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 高橋圭子: "人間の行った色分類結果を領域分割結果に基づいた色空間の比較評価"画像の認識・理解シンポジウムMIRU2000講演論文集. I. 349-354 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 松浦正樹: "カラー画像の領域分割結果の定量的評価"平成12年度電気関係学会東海支部連合大会講演論文集. 343-343 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Takahashi,Keiko: "Comparison of color space models based on human color classification and image segmentation"Proc.of IAPR Workshop on Machine Vislon Applications MVA2000. 39-43 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Matsuura,Masaki: "Quantitative evaluation of segmentation of color images"Proc.of JICAT2000. 177-180 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 石井真人: "色情報とエッジ情報を利用した航空写真からの大局的な地震被害の把握"2001年電子情報通信学会総合大会講演論文集. (発表予定). (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 高橋圭子: "人間による画像の色分類結果と領域分割結果に基づいた色空間の比較評価"電子情報通信学会論文誌,D-II. (採録決定). (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 石井真人: "色情報とエッジ情報を利用した航空写真からの大局的な地震被害の把握"情報処理学会コンピュータビジョンとイメージメディア研究会資料. (発表予定). (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 松浦正樹: "カラー画像の領域分割結果の定量的評価"電子情報通信学会パターン認識とメディア理解技術報告. (発表予定). (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 高橋圭子、阿部圭一: "ISODATAクラスタリング法を用いたカラー画像の領域分割"電子情報通信学会論文誌. Vol.J82-D-II,No.4. 751-762 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] K.Takahashi,T.Sugiyama and K.Abe: "Region Segmentation of Color Images Base on ISODATE Clustering Method with Image Space Information"Proc.of the Fourth Asian Conference on Computer Vision (ACCV2000). Vol.I. 216-221 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 松浦正樹、高橋圭子、杉山岳弘、阿部圭一: "ISODATA法を用いたカラー画像の領域分割のための人間の色知覚に近い色空間の選定"第59回情報処理学会全国大会講演論文集. (2). 259 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 萩本憲俊、杉山岳弘、阿部圭一、佐治斉、中谷広正: "色と動き情報を用いた人物の腕の動作追跡"電子情報通信学会技術報告. PRMU99-104 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] F,Yamana,T.Sugiyama and K.Abe: "Edge Plane Detection in Spatio-Temporal Images by Using Edge Vector and Edge Reliability"Proc.of Joint International Conference on Advanced Science and Technology (JICAST'99). 160-163 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 高橋圭子、松浦正樹、杉山岳弘、阿部圭一: "人間の色分類結果に基づいた色空間の比較評価"電子情報通信学会技術報告. PRMU99-241 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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