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

博士論文

[2013年9月] Xiaoying Guo, Modeling the perception of visual complexity of texture images and painting images

[2012年6月] Muthu Subash KAVITHA, Automatic system for diagnosing osteoporosis based on dental panoramic radiographs using statistical classification techniques (歯科パノラマX線写真にもとづく統計的分類技術を用いた骨粗鬆症自動診断システム)

修士論文

[2015年3月] 原島 やよい, Baof-of-Featuresによる画像認識のための特徴抽出手法の検討

[2015年3月] Xuezhen Li, Nonlinear Discriminant Analysis using K-Nearest-Neighbor Estimation

[2014年9月] Yilim Du, Sparse representation using kernel based auto associative memory

[2014年9月] Yuan Yi, SIFT Descriptor based on Complementary Color Space

[2014年3月] Pengliang Wu, Digital Photo Quality Assessment by Machine Learning Techniques

[2014年3月] Zhiming Gu, Person Reidentification Across Multiple Cameras

[2013年9月] Zhouxin Yang, Improvements of local descriptor in HOG/SIFT by BOF approach

[2013年9月] Zhibin Zhang, Pixel-Pair Features Selection for Vehicle Tracking

卒業論文

[2015年3月] 斉藤 幸子、「Support Vector Machineを用いた切り絵風画像生成」

[2015年3月] 徳田 博明、「異なる状況で撮影した画像中の人物が同じかどうかの判定法の性能評価」

[2014年3月] 野村 亮、「スペクトラム特徴を用いた機械学習による楽器音識別」

[2014年3月] 高橋 康平、「経験カーネル特徴に基づく識別に有効な特徴の再構成」

[2013年3月] 原嶋 やよい、「カラー特徴と形状特徴を用いた絵画の画像の自動判別」

[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

[2015年3月] 稲葉知彦、「Word2vecによる関連語検索」

[2013年3月] 高橋 康平、「次元圧縮によるカーネル関数を用いたサポートベクターマシンの汎化性能の向上」

[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

・野口 祥宏, 嶋田 敬士, マノジ ペレラ, 栗田 多喜夫, ``人物画像認識による来場者モニタリング,’’ 精密工学会誌, Vol.80, No.1, pp.89-93, 2014.

・田辺 和俊, 栗田 多喜夫, 西田 健次, 鈴木 孝弘、``サポートベクター回帰を用いた158カ国の国債格付けの再現,’’ 情報知識学会誌, Vol. 23 (2013) No. 1, pp. 70-91.

・X. Y. Guo, C. Muraki Asano, A. Asano, and T. Kurita, "Modeling the Perception of Visual Complexity in Texture Images," International Journal of Affective Engineering, vol. 12, no. 2, pp.223-231, 2013.

・Tanabe, Kazutoshi, Suzuki, Takahiro, Kurita, Takio, Nishida, Kenji, Lucic, Bono, Amic, Dragan, ``Improvement of carcinogenicity prediction performances based on sensitivity analysis in variable selection of SVM models,’’ the Journal of Chemical Information and Modeling (SAR QSAR Environ Res. 2013 Jan 25. DOI:10.1080/1062936X.2012.762425 [Epub ahead of print])

・Keiji Shimada, Yoshihiro Noguchi, and Takio Kuria, ``Fast and Robust Smile Intensity Estimation by Cascaded Support Vector Machines,''International Journal of Computer Theory and Engineering, vol.5, no.1, pp.24-30, 2013.

・Lei Yang, Akira Asano, Liang Li, Chie Muraki Asano, Takio Kurita, ``Multi-structural texture analysis using mathematical morphology, '' IEICE Trans. on Fundamentals of Electronics, Communications and Computer Sciences, Vol.E95-A, No.10, pp.1759-1767, 2012.10.

・Xinoying Guo, Chie Muraki Asano, Akira Asano, Takio Kurita, and Liang Li, `` Analysis of the texture characteristics associated with visual complexity perception, Optical Review, Vol.19, no.5, pp.306-314, 2012.10.

・Tsuchiya, C., Tanaka, S., Furusho, H., Nishida, K., and Kurita, T.: Real-Time Vehicle Detection using a Single Rear Camera for a Blind Spot Warning System, SAE International Journal of Passenger Cars - Electron. Electr. Syst. 5(1), pp.146-153, 2012. doi:10.4271/2012-01-0293

・Kenji Watanabe, Akinori Hidaka, Nobuyuki Otsu, and Takio Kurita, ``Automatic Analysis of Composite Physical Signals using Non-negative Factorization and Information Criterion,'' PLoS ONE,Vol.7, No.3, e32352, March 2012.

・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

・Zhibin Zhang, Zuezhen Li, Takio Kurita, and Shinya Tanaka, `` Pixel-Pair Features Selection for Vehicle Tracking,’’ The 2nd IAPR Asian Conference on Pattern Recognition (ACPR2013), November 5-8, 2013, Okinawa, Japan, pp.471-475, 2013.11.07.

・Zhouxin Yang, and Takio Kurita, `` Improvements to the descriptor of SIFT by BOF approaches,’’ The 2nd IAPR Asian Conference on Pattern Recognition (ACPR2013), November 5-8, 2013, Okinawa, Japan, pp.95-99, 2013.11.07.

・Takio Kurita, Kenji Watanabe, and Akinori Hidaka, `` Sparse Logistic Discriminant Analysis,’’ Prof. of IEEE International Conference on System, Man, and Cybernetics, October 13-16, 2013, Manchester, UK.

・Xiaoying GUO, Takio KURITA, Chie MURAKI ASANO, Akira ASANO, ``Visual complexity assessment of painiting images,’’ Proc. of ICIP2013.

・Zhouxin Yang, and Takio Kurita, ``BOG: an extension of HOG by interpreting it as bag of features,’’ Proc. of MAV2013 IAPR International Conference on Machine Vision Applications, May 20-23, 2013, Kyoto, JAPAN, pp.415-418, 2013.05.

・Xinoying Guo, Chie Muraki Asano, Akira Asano, Takio Kurita, ``Modeling Visual Complexity of Textures Associated with Texture Characteristics, 2012 International,'' Conference of Information Science and Computer Applications (ICISCA 2012), Bali Indonesia from 19 -20 November 2012. published in Advances in Information Technology and Applied Computing, (ISSN 2251-3418), Vol.1, pp.121-126, 2012.

・Takahishi Takeda, Toru Tamaki*, Bisser Raytchev, Kazufumi Kaneda, Takio Kurita, Shigeto Yoshida, Yoshito Takemura, Keiichi Onji, Rie Miyaki, Shinji Tanaka, ``Self-training with unlabeld regions for NBI image recognition,'' Prof. of 21st International Conference on Pattern Recognition (ICPR 2012) November 11-15, 2012. Tsukuba, Japan, pp.25-28.

・Akinori Hidaka and Takio Kurita, ``Sparse Discriminant Analysis Based on the Bayesian Posterior Probability Obtained by L1 Regression,'' Proc. of Joint IAPR International Workshops on Structural and Syntactic Pattern Recognition (SSPR 2012) and Statistical Techniques in Pattern Recognition (SPR 2012) Miyajima-Itsukushima, Hiroshima, 7th-9th November, 2012. pp.648-656.

・M.S.Kavitha, Takio Kurita, Akira Asano, and Akira Taguchi, ``Automatic Assessment of Mandibular Bone Using Support Vector Machine for the Diagnosis of Osteoporosis,'' Proc. of 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC2012), October 14-17, 2012, COEX, Seoul, Korea, pp.214-219, 2012.10.15.

・Kenji Nishida, Jun Fujiki, Takumi Kobayashi, Chikao Tsuchiya, Shinya Tanaka, and Takio Kurita, `` Road Region Detection by Spatio-Temporal Graph Segmentation of Optical Flows using On-Board Camera,'' Proc. of the IASTED International Conference on Signal Processing, Pattern Recognition and Applications (SPPRA2012), 778-022, 2012.06.18.

・Guo Xiaoyingm, Akira Asano, Chie Muraki Asano and Takio Kurita, ``Objective Analysis of Visual Complexity Perception to the Texture Images,'' International Conference on Kansei Engineering and Emotion Research, 22-25 May, 2012 Penghu, Taiwan, 2012. pp.216-224, 2012.05.23.

・Chikao Tsuchiya , Shinya Tanaka and Hiroyuki Furusho (Nissan), Kenji Nishida (AIST), Takio Kurita (Hiroshima University), ``Real-Time Vehicle Detection using a Single Rear Camera for a Blind Spot Warning System,'' SAE 2012 World Congress & Exhibition, 2012. Detroit. 2012.04.25.

・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).