広島大学大学院工学研究科情報工学専攻 栗田(パターン認識・機械学習)研究室

博士論文、修士論文、卒業論文等

卒業論文

[2012年3月] 間下 恭平、「Decremental SVMを用いたleave-one-out法によるSVMのパラメータ探索」

数理情報科学演習レポート

[2012年3月] 原嶋 やよい、「Bag of FeaturesとSVMを用いた写実的な絵画と抽象的な絵画の自動判別」

[2012年3月] 徳田 博明、「東日本大震災におけるがれき画像の識別」

発表論文

論文誌

・Kenji Watanabe, Akinori Hidaka, Nobuyuki Otsu, and Takio Kurita, ``Automatic Analysis of Composite Physical Signals using Non-negative Factorization and Information Criterion,'' PLoS ONE, (accepted).

・M. S. Kavitha, A. Asano, A. Taguchi, T. Kurita, and M. Sanada, Diagnosis of Osteoporosis on Dental Panoramic Radiographs using Support Vector Machine in Computer-Aided system, BMC Medical Imaging 2012, 12:1

・Tetsu Matsukawa, and Takio Kurita, ``Image representation for generic object recognition using higher-order local autocorrelation features on posterior probability images,'' Pattern Recognition (February 2012), 45 (2), pg. 707-719.

・Rameswar Debnath, Haruhisa Takahashi and Takio Kurita, "A comparison of SVM-based evolutionary methods for multicategory cancer diagnosis using microarray gene expression data," Journal of Systemics, Cybernatics and Informatics, vol. 9, no. 6, pp. 63-68, 2011.

・田辺和俊、栗田多喜夫、西田健次、鈴木孝弘、``サポートベクターマシンを用いた企業の信用格付けの予測,'' Journal of the Japan Society for Management Information, Vol.20, No.1, pp.23-38, 2011.06.

・K.Tanabe, B.Lucic, D.Amic, T.Kurita, M.Kaihara, N.Onodera, T.Suzuki ``Prediction of carcinogenicity for diverse chemicals based on substructure grouping and SVM modeling,'' Molecular Diversity, Vol.14, No.4, pp.789-802, 2010.11.

・T.Matsukawa and T.Kurita, ``Extraction of combined features from global/local statistics of visual words using relevant operations,'' IEICE Trans. On Information and Systems, Vol.E93-D, No.10, pp.2870-2871, 2010.10.

国際会議論文

・Akinori Hidaka, and Takio Kurita, ``Discriminant Kernels based Support Vector Machine,'' The First Asian Conference on Pattern Recognition (ACPR'11), November 28‐30, 2011, Beijing, China.

・Tetsu Matsukawa, and Takio Kurita, ``Discriminant Appearance Weighting for Action Recognition,'' The First Asian Conference on Pattern Recognition (ACPR'11), November 28‐30, 2011, Beijing, China.

・Kenji Nishida, and Takio Kurita, ``Ensemble Random-Subset SVM,'' the International Joint Conference on Computational Intelligence (NCTA2011), 24-26 October, 2011, Paris, France, pp.334-339, 2011.10.24.

・Yasuo Ogiuchi, Masakatsu Higashikubo, Yuuki Ono, Takio Kurita and Kenji Nishida,`` Robust and Precise Measurement Method of Vehicles ans Motorcycles for Cooperative Driving Safety Support System with Combination of HOG-SVM Detection and Discreminative Pixel-Pair Tracking,'' 18th ITS World Congress on Intelligent Transportation Systems, Orland, Oct.16-20, 2011.10.20.

・Xiaoying Guo, Chie Muraki Asano, Akira Asano and Takio Kurita, ``Visual Complexity Perception and Texture Image Characteristics,'' 2011 International Conference on Biometrics and Kansei Engineering (ICBAKE 2011), pp.260-265, Kagawa University, Kagawa, Japan, Sep.19-22, 2011.

・Kenji Nishida, Jun Fujiki and Takio Kurita, ``Multiple Random Subset-Kernel Learning,'' 14th International Conference on Computer Analysis of Images and Patterns (CAIP2011), Seville (Spain), 29-31 August 2011.

・Takio Kurita, ``Discriminant kernel derived from the optimum nonlinear discriminant analysis,'' Proceedings of International Joint Conference on Neural Networks (IJCNN2011), San Jose, California, USA, July 31 - August 5, 2011, pp.299-306. 2011.08.4.

・Kenji Nishida, Jun Fujiki, Chikao Tsuchiya, Shinya Tanaka, and Takio Kurita, ``Road Plane Detection using Differential Homography Estimated by Pair Feature Matching of Local Regions,'' the IASTED International Conference on Signal Processing, Pattern Recognition, and Applications (SPPRA2011), February 16 - 18, 2011 Innsbruck, Austria.

・Keiji Shimada, Yoshihiro Noguchi, Tetsu Matsukawa and Takio Kurita, `` Appearance-Based Smile Intensity Estimation by Cascaded Support Vector Machines,'' Proc. of The 2nd International Workshop on Video Event Categorization, Tagging and Retrieval, November 8-12, 2010, Queenstown, New Zealand.

・Tetsu Matsukawa and Takio Kurita,``Action recognition using three-way cross-correlations feature of local motion attributes,'' Proc. of Inter. Conf. on Pattern Recognition (ICPR2010), pp.1731-1734, 2010.08.

・Kenji Nishida, Takio Kurita, Yasuo Ogiuchi, and Masakatsu Higashikubo, `` Visual Tracking Algorithm using Pixel-Pair Feature,'' Proc. of Inter. Conf. on Pattern Recognition (ICPR2010), pp.1808-1811, 2010.08.

・Tetsu Matsukawa, and Takio Kurita, ``Scene classification using spatial relationship between local posterior probabilities,'' Proc. of International Conference on Computer Vision Theory and Applications (VISAPP2010), Vol.2, pp.325-332, 17-20 May, 2010. Angers, France.

・Rameswar Debnath and Takio Kurita, ``A comparison of evolutionary methods based on SVM error bound theories for multicategory microarray gene expression data,'' Proc. of the International Multi-Conference on Complexity, Informatics and Cybernatics, Florida, USA, April 6-9, pp.295-299, 2010 (Session's Best Paper Award).