A Novel Image Feature Extraction Framework Using Higher-Order Statistic Kernels

• Project/Area Number: 22500198
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Sensitivity informatics/Soft computing
• Research Institution: University of Tsukuba
• Principal Investigator: KAMEYAMA Keisuke 筑波大学, システム情報系, 准教授 (40242309)
• Project Period (FY): 2010 – 2012
• Project Status: Completed (Fiscal Year 2012)
• Budget Amount: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000); Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000); Fiscal Year 2010: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
• Keywords: ニューラルネットワーク / カーネル法 / 高次統計量 / パターン認識 / 信号処理 / 画像分類

Research Abstract

This project focused on using the Higher-order moment functions as image features to be used for classification and retrieval, by way of Higher-order moment kernels which enables a drastic reduction of computation regardless of the order. The nature of the moment features which differs according to the order, and the conditions for applying the feature for real-world image classification have been investigated by mathematical analysis and image texture classification experiments.

Research Products

• [Journal Article] A Composite Illumination Invariant Color Feature and its Application to Partial Image Matching (2012)
  • Author(s): Masaki Kobayashi and Keisuke Kameyama
  • Journal Title: IEICE Transactions on Information and Systems Volume: Vol. E95-D, No. 10 Pages: 2522-2532
  • NAID: 10031142871
  • Peer Reviewed
• [Presentation] 部分画像検索における色相特徴と照明不変色特徴 H'の比較 (2012)
  • Author(s): 松本 亘,亀山啓輔
  • Organizer: 信学技報 IE, 画像工学
  • Place of Presentation: 福井市地域交流プラザ
  • Year and Date: 2012-12-06
• [Presentation] Towards Making Thinning Algorithms Robust against Noise in Sketch Images (2012)
  • Author(s): Houssem Chatbri and Keisuke Kameyama
  • Organizer: Proceedings of International Conference on Pattern Recognition (ICPR2012)
  • Place of Presentation: つくば国際会議場
  • Year and Date: 2012-11-15
• [Presentation] Image Feature Extraction and Similarity Evaluation using Higher-Order Moment Kernels (2012)
  • Author(s): Keisuke Kameyama
  • Organizer: 信学技報 NC, ニューロコンピューティング
  • Place of Presentation: 玉川大学(東京都)
  • Year and Date: 2012-03-16
• [Presentation] Image Feature Extraction and Similarity Evaluation using Higher-Order Moment Kernels (2012)
  • Author(s): Keisuke Kameyama
  • Organizer: 電子情報通信学会ニューロコンピューティング研究会
  • Place of Presentation: 玉川大学(東京都)
  • Year and Date: 2012-03-16
• [Presentation] An adaptive thinning algorithm for sketch images based on Gaussian Scale Space (2012)
  • Author(s): Houssem Chatbri, Keisuke Kameyama
  • Organizer: 電子情報通信学会画像工学研究会
  • Place of Presentation: 北海道大学(北海道)
  • Year and Date: 2012-02-20
• [Presentation] SVM を用いたテクスチャ分類における高次モーメントの次数と分類精度について (2012)
  • Author(s): ファン チュン グエン バオ,亀山啓輔
  • Organizer: 信学技報 PRMU,パターン認識と理解
  • Place of Presentation: 山形大学.
• [Presentation] SVMを用いたテクスチャ分類における高次モーメントの次数と分類精度について (2012)
  • Author(s): ファン チュン グエン バオ
  • Organizer: 信学技報PRMU（パターン認識と理解）
  • Place of Presentation: 山形大学
• [Presentation] Feature Selection for User-adaptive Content-Based Music Retrieval using Particle Swarm Optimization (2010)
  • Author(s): T.Nozaki, K.Kameyama
  • Organizer: 10th International Conference on Intelligent Systema Design and Applications
  • Place of Presentation: エジプト共和国カイロ市カイロ大学
  • Year and Date: 2010-12-01
• [Presentation] Speaker Verification using Weighted Local MFCC Features Egtracted by Minimum Verification Error Learning (2010)
  • Author(s): S.Sakai, T.Nozaki, K.Kameyama
  • Organizer: International Conference on Neural Information Processing
  • Place of Presentation: オーストラリア連邦シドニー市シドニー工科大学
  • Year and Date: 2010-11-23