A study on exploratory model selection methods for pattern recognition

2010 Fiscal Year Final Research Report

• Project/Area Number: 19500163
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Perception information processing/Intelligent robotics
• Research Institution: National Institute of Advanced Industrial Science and Technology
• Principal Investigator: KURITA Takio National Institute of Advanced Industrial Science and Technology, 大学院・工学研究院, 教授 (10356941)
• Project Period (FY): 2007 – 2010
• Keywords: パターン認識 / 最適化手法 / モデル選択 / 汎化性能 / 物体検出 / 画像認識 / トラッキング

Research Abstract

By taking recent developments on optimization algorithms into account, the practical model selection algorithms for pattern recognition such as (1) algorithm to determine the optimum hyper-parameters of the classifier, (2) selection algorithm of the effective features for pattern classification, (3) efficient learning algorithm for object detection in image, (4) automatic design of classifiers with high generalization, (5) feature selection algorithm for object tracking in the image sequences, were proposed and the effectiveness of the optimization algorithms was confirmed.

Research Products

• [Journal Article] Prediction of carcinogenicity for diverse chemicals based on substructure grouping and SVM modeling (2010)
  • Author(s): K.Tanabe, B.Lucic, D.Amic, T.Kurita, M.Kaihara, N.Onodera, T.Suzuki
  • Journal Title: Molecular Diversity Vol.14, No.4 Pages: 789-802
  • Peer Reviewed
• [Journal Article] Extraction of combined features from global/local statistics of visual words using relevant operations (2010)
  • Author(s): T.Matsukawa, T.Kurita
  • Journal Title: IEICE Trans. on Information and Systems Vol.E93-D, No.10 Pages: 2870-2871
  • Peer Reviewed
• [Journal Article] Object Tracking by Maximizing Classification Score of Detector Based on Rectangle Features (2008)
  • Author(s): A.Hidaka, K.Nishida, T.Kurita
  • Journal Title: IEICE Trans. on Information and Systems Vol.E91-D, No.8 Pages: 2163-2170
  • Peer Reviewed
• [Presentation] パターン認識器の設計のための最適化 (2011)
  • Author(s): 栗田, 西田、日高, 松川
  • Organizer: 電子情報通信学会パターン認識・メディア理解研究会,信学技報,[特別講演]Vol.110, No.467, PRMU2010-251, pp.85-90
  • Place of Presentation: 産業技術総合研究所,つくば
  • Year and Date: 2011-03-10
• [Presentation] Appearance-Based Smile Intensity Estimation by Cascaded Support Vector Machines (2010)
  • Author(s): K.Shimada, Y.Noguchi, T.Matsukawa, T.Kurita
  • Organizer: Proc. of The 2nd International Workshop on Video Event Categorization, Tagging and Retrieval
  • Place of Presentation: Queenstown, New Zealand.
  • Year and Date: 20101108-20101112
• [Presentation] Scene classification using spatial relationship between local posterior probabilities (2010)
  • Author(s): 松川, 栗田
  • Organizer: Proc. of International Conference on Computer Vision Theory and Applications (VISAPP2010), Vol.2,pp.325-332
  • Place of Presentation: Angers, France.
  • Year and Date: 20100517-20100520
• [Presentation] Combined Feature Extraction from Global/Local Statistics of Visual Words using Relevant Operations (2010)
  • Author(s): 松川, 栗田
  • Organizer: Proc. of the 16th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV2010), pp.492-497
  • Place of Presentation: Hiroshima, Japan.
  • Year and Date: 20100404-20100406
• [Presentation] Finding a sub-optimal combination of the binary classifiers for multi-class classification problems (2010)
  • Author(s): Y.Murayama, T.Matsukawa, T.Kurita
  • Organizer: Proc. of the 16th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV2010), pp.336-341
  • Place of Presentation: Hiroshima, Japan.
  • Year and Date: 20100104-20100106
• [Presentation] [フェロー記念講演]非線形判別分析とその周辺 (2010)
  • Author(s): 栗田
  • Organizer: 電子情報通信学会パターン認識・メディア理解研究会,信学技報,Vol.110, No.187, PRMU2010-84,pp.209-214
  • Place of Presentation: 福岡大学
  • Year and Date: 2010-09-06
• [Presentation] SVMによる検出とペア特徴追跡の組み合わせによる車両・二輪車計測 (2010)
  • Author(s): 東久保, 荻内, 小野, 栗田, 西田, 稲吉, 荒田
  • Organizer: 電気学会電子・情報・システム部門大会予稿集
  • Place of Presentation: 熊本大学
  • Year and Date: 2010-09-03
• [Presentation] ロバストテンプレートマッチングを用いた部分的な隠れに頑健な対象追跡手法 (2010)
  • Author(s): 渡辺, 日高, 荻内, 東久保, 栗田
  • Organizer: 画像の認識・理解シンポジウム(MIRU2010)論文集,pp.1731-1738
  • Place of Presentation: 釧路
  • Year and Date: 2010-07-29
• [Presentation] パターン認識と機械学習 (2010)
  • Author(s): 栗田
  • Organizer: 電子情報通信学会音声研究会,信学技報,[招待講演]SP2010-32, pp.61-66
  • Place of Presentation: 九州大学
  • Year and Date: 2010-06-18
• [Presentation] 複数特徴量のカスケード型サポートベクターマシンによる猫の顔検出 (2010)
  • Author(s): 松川, 嶋田, 野口, 栗田
  • Organizer: 画像センシングシンポジウム講演論文集,IS4-14
  • Place of Presentation: 横浜
  • Year and Date: 2010-06-11
• [Presentation] Co-occurrence of Intensity and Gradient Features for Object Detection, 16th International Conference on Neural Information Processing (2009)
  • Author(s): 日高, 栗田
  • Organizer: Bangkok, Thailand, Part II, LNCS 5864, pp.38-46
  • Place of Presentation: Bangkok, Thailand.
  • Year and Date: 20091201-20091205
• [Presentation] Logistic Discriminant Analysis (2009)
  • Author(s): T.Kurita, K.Watanabe, N.Otsu
  • Organizer: Proc.of 2009 IEEE International Conference on Systems, Man, and Cybernetics, pp.2236-2241
  • Place of Presentation: San Antonio, Texas, USA.
  • Year and Date: 20091011-20091014
• [Presentation] Image classification using probability higher-order local auto-correlations (2009)
  • Author(s): 松川, 栗田
  • Organizer: Proc. of the 9th Asian Conference on Computer Vision (ACCV2009)
  • Place of Presentation: Xian,China
  • Year and Date: 20090923-20090927
• [Presentation] Preliminary Local Feature Selection by Support Vector Machine for Bag of Features (2009)
  • Author(s): T.Matsukawa, K.Suzuki, T.Kurita
  • Organizer: Proc. of The 15th Japan-Korea Joint Workshop on Frontiers of Computer Vision, pp.129-134
  • Place of Presentation: Andong, Korea
  • Year and Date: 20090105-20090107
• [Presentation] サポートベクターマインを用いたBag-of-Featuresにおける局所特徴の初期選択 (2009)
  • Author(s): 鈴木, 松川, 栗田
  • Organizer: 電子情報通信学会パターン認識・メディア理解研究会,PRMU2009-240, pp.7-12
  • Year and Date: 20090000
• [Presentation] 顔表情と向きの投票による観客映像の識別 (2009)
  • Author(s): 松川, 日高, 栗田
  • Organizer: 電子情報通信学会パターン認識・メディア理解研究会,PRMU2009-240, pp.1-6
  • Year and Date: 20090000
• [Presentation] 多クラス識別問題における2クラス識別器の選択 (2009)
  • Author(s): 村山, 松川, 栗田
  • Organizer: 電子情報通信学会パターン認識・メディア理解研究会,PRMU2009-121, pp.195-200
  • Place of Presentation: 金沢
  • Year and Date: 2009-11-27
• [Presentation] 事後確率画像上の高次局所自己相関に基づく一般画像認識 (2009)
  • Author(s): 松川, 栗田
  • Organizer: 画像の認識・理解シンポジウム(MIRU2009)論文集,pp.568-575
  • Place of Presentation: 松江
  • Year and Date: 2009-07-20
• [Presentation] Locality Preserving Multi-Nominal Logistic Regression (2008)
  • Author(s): 渡辺, 栗田
  • Organizer: Proc. of International Conference on Pattern Recognition
  • Place of Presentation: Tampa Convention Center, Tampa, FL, USA
  • Year and Date: 20081208-20081211
• [Presentation] Non-Neighboring Rectangular Feature Selection Using Particle Swarm Optimization (2008)
  • Author(s): 日高, 栗田
  • Organizer: Proc. of International Conference on Pattern Recognition
  • Place of Presentation: Tampa Convention Center, Tampa, FL, USA
  • Year and Date: 20081208-20081211
• [Presentation] RANSAC-SVM for Large-Scale Datasets (2008)
  • Author(s): 西田, 栗田
  • Organizer: Proc. of International Conference on Pattern Recognition
  • Place of Presentation: Tampa Convention Center, Tampa, FL, USA
  • Year and Date: 20081108-20081111
• [Presentation] Object Detection by Selective Integration of Higher Order Local Autocorrelation Mask Feature (2008)
  • Author(s): A.Hidaka, T.Kurita, N.Otsu
  • Organizer: Proc. of 2008 ECSIS Symposium on Bio-inspired, Learning and Intelligent Systems for Security (BLISS-2008), pp.46-50,
  • Place of Presentation: Edinburgh, Scotland, UK.
  • Year and Date: 20080804-20080806
• [Presentation] Fast Training Algorithm by Particle Swarm Optimization and Random Candidate Selection for Rectangular Feature Based Boosted Detector (2008)
  • Author(s): 日高, 栗田
  • Organizer: Proc. of 2008 IEEE Congress on Computational Intelligence (WCCI2008), pp.1164-1170
  • Place of Presentation: Hong Kong Convention and Exhibition Center
  • Year and Date: 20080601-20080606
• [Presentation] Boosting with Cross-Validation Based Feature Selection for Pedestrian Detection (2008)
  • Author(s): 西田, 栗田
  • Organizer: Proc. of 2008 IEEE Congress on Computational Intelligence (WCCI2008), pp.1251-1257
  • Place of Presentation: Hong Kong Convention and Exhibition Center
  • Year and Date: 20080601-20080606
• [Presentation] Fast Training Algorithm by Particle Swarm Optimization for Rectangular Feature Based Boosted Detector (2008)
  • Author(s): 日高, 栗田
  • Organizer: Proc. of 14th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV2008),pp.88-93
  • Place of Presentation: Beppu, Oita, Japan.
  • Year and Date: 20080223-20080226
• [Presentation] Comparison of linear feature spaces for classication of face sequences in movie videos (2008)
  • Author(s): T.Kobayashi, A.Hidaka, T.Kurita
  • Organizer: Proc. of 14th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV2008), pp.70-75
  • Place of Presentation: Beppu, Oita, Japan.
  • Year and Date: 20080223-20080226
• [Presentation] 非隣接型矩形特徴を用いた物体検出 (2008)
  • Author(s): 日高, 栗田
  • Organizer: 電子情報通信学会パターン認識・メディア理解研究会,PRMU2008-68, pp.135-140
  • Place of Presentation: 慶應義塾大学
  • Year and Date: 2008-09-05
• [Presentation] Support Vector Machineを用いたAdaBoostの重み最適化 (2008)
  • Author(s): 松川, 栗田
  • Organizer: 電子情報通信学会パターン認識・メディア理解研究会,PRMU2008-66, pp.121-126
  • Place of Presentation: 慶應義塾大学
  • Year and Date: 2008-09-05