SHIRAHAMA Kimiaki
Faculty of Science and Engineering Department of Information Systems Design
Professor
Last Updated :2025/04/30

Researcher Profile and Settings

Research Interests

  • Sensor-based Human Activity Recognition
  • Data Mining
  • Machine Learning
  • Multimedia Information Processing

Research Areas

  • Informatics / Database science / Big Data Analysis
  • Informatics / Perceptual information processing / Sensor Fusion
  • Informatics / Perceptual information processing / Visual Media Processing
  • Informatics / Database science / Information Retrieval
  • Informatics / Database science / Multimedia Information Processing

Research Experience

  • Doshisha University, Faculty of Science and Engineering Department of Information Systems Design, Professor, 2025/04 - Today
  • Doshisha University, Faculty of Science and Engineering Department of Information Systems Design, Associate Professor, 2023/04 - 2025/03
  • Kindai University, Faculty of Informatics Department of Informatics, Associate Professor, 2022/04 - 2023/03
  • Kindai University, Department of Informatics, Associate Professor, 2018/04 - 2022/03
  • University of Siegen, Pattern Recognition Group, Experienced Postdoc Researcher, 2015/06 - 2018/03
  • Japan Society for the Promotion of Science (JSPS), JSPS Postdoctoral Fellowships for Research Abroad, 2013/06 - 2015/05
  • Muroran Institute of Technology, College of Information and Systems, Assistant Professor, 2012/04 - 2014/03
  • Kobe University, Graduate School of Economics, Assistant Professor, 2007/10 - 2012/03

Education

  • Kobe University, Graduate School of Engineering, Doctor Course (External Student), 2009/10 - 2011/03
  • Kobe University, Graduate School of Science and Technology, Doctor Course, 2005/04 - 2007/09
  • Kobe University, Graduate School of Science and Technology, Master Course, 2003/04 - 2005/03
  • Kobe University, Faculty of Engineering, Department of Computer Science and Systems Engineering, 1998/04 - 2003/03

Degree

  • Doctor of Engineering, Kobe University, Mar. 2011

Association Memberships

  • Institute of Electrical and Electronics Engineers (IEEE), Apr. 2024, 9999
  • ACM Special Interest Group on Multimedia (SIGMM), Apr. 2011, 9999
  • ACM Special Interest Group on Knowledge Discovery and Data Mining (SIGKDD), Jun. 2010, 9999
  • THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS, Mar. 2009, 9999
  • INFORMATION PROCESSING SOCIETY OF JAPAN, Mar. 2008, 9999
  • THE INSTITUTE OF IMAGE INFORMATION AND TELEVISION ENGINEERS, Sep. 2006, 9999

Committee Memberships

  • 事前書面審査員, 2023/04 - Today, 国立研究開発法人新エネルギー・産業技術総合開発機構(NEDO), Society
  • Program committee, 2023 - Today, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Society
  • Program committee, 2023 - Today, International Workshop on Sensor-Based Activity Recognition and Artificial Intelligence (iWOAR), Society
  • Program committee, 2019 - Today, ACM International Conference on Multimedia in Asia (MM Asia), Society
  • Program committee, 2019 - Today, ACM International Conference on Multimedia (MM), Society
  • Program Committee, 2018 - Today, International Conference on Information Technology in Biomedicine (ITIB), Society
  • Publicity chair, 2022 - 2022, The Ninth ACIS International Virual Conference on Applied Computing & Information Technology (ACIT 2022), Society
  • Publicity chair, 2019 - 2019, The Sixth International Conference on Computational Science/Intelligence and Applied Informatics (CSII 2019), Society
  • Program Committee, 2016 - 2016, The 15th IEEE/ACIS International Conference on Computer and Information Science (ICIS 2016), Society
  • Technical Program Committee, 2015 - 2016, International Conferences on Advances in Multimedia (MMEDIA), Society
  • Program Committee, 2012 - 2012, The 2010 International Conference on Science & Social Science Research (CSSR 2010), Society

Awards

  • Top performance at TRECVID 2023 Medical Instructional Question Generation (MIQG) task
    Nov. 2023, National Institute of Standards and Technology (NIST)
  • CBM Honors Paper 2018
    May 2019, Computers in Biology and Medicine journal, A general framework for sensor-based human activity recognition
  • Second place at TRECVID 2016 Ad-hoc Video Search (AVS) task (manually-assisted)
    Nov. 2016, National Institute of Standards and Technology (NIST)
  • Top paper
    Apr. 2015, International Academy, Research, and Industry Association (IARIA), Empowering Semantic Indexing with Focus of Attention
  • Top paper
    Apr. 2014, The Forth ACM International Conference on Multimedia Retrieval (ICMR 2014), Multimedia Event Detection Using Hidden Conditional Random Fields
  • Student Honorable Mention
    Dec. 2012, IEICE Data Engineering Work Group, Online Video Annotation Game with Active Learning and Tag Ranking
  • Top performance at TRECVID 2012 Semantic Indexing (lite) task
    Nov. 2012, National Institute of Standards and Technology (NIST)

Published Papers

  • A Hierarchical Multitask Learning Approach for the Recognition of Activities of Daily Living Using Data from Wearable Sensors
    Muhammad Adeel Nisar; Kimiaki Shirahama; Muhammad Tausif Irshad; Xinyu Huang; Marcin Grzegorzek
    Sensors, MDPI AG, 23(19) 8234 - 8234, 03 Oct. 2023, Scientific journal
  • Embedding-Based Music Emotion Recognition Using Composite Loss
    Naoki Takashima; Frédéric Li; Marcin Grzegorzek; Kimiaki Shirahama
    IEEE Access, Institute of Electrical and Electronics Engineers (IEEE), 11 36579 - 36604, Apr. 2023, Scientific journal
  • Sleep Stage Classification in Children Using Self-Attention and Gaussian Noise Data Augmentation
    Xinyu Huang; Kimiaki Shirahama; Muhammad Tausif Irshad; Muhammad Adeel Nisar; Artur Piet; Marcin Grzegorzek
    Sensors, MDPI AG, 23(7) 3446 - 3446, 25 Mar. 2023, Scientific journal
  • Explainable Artificial Intelligence (XAI) in Pain Research: Understanding the Role of Electrodermal Activity for Automated Pain Recognition
    Philip Gouverneur; Frédéric Li; Kimiaki Shirahama; Luisa Luebke; Wacław M. Adamczyk; Tibor M. Szikszay; Kerstin Luedtke; Marcin Grzegorzek
    Sensors, MDPI AG, 23(4) 1959 - 1959, 09 Feb. 2023, Scientific journal
  • Segmentation of weakly visible environmental microorganism images using pair-wise deep learning features
    Frank Kulwa; Chen Li; Marcin Grzegorzek; Md Mamunur Rahaman; Kimiaki Shirahama; Sergey Kosov
    Biomedical Signal Processing and Control, Elsevier BV, 79 104168 - 104168, Jan. 2023, Scientific journal
  • A new pairwise deep learning feature for environmental microorganism image analysis
    Frank Kulwa; Chen Li; Jinghua Zhang; Kimiaki Shirahama; Sergey Kosov; Xin Zhao; Tao Jiang; Marcin Grzegorzek
    Environmental Science and Pollution Research, Springer Science and Business Media LLC, 29(34) 51909 - 51926, Jul. 2022, Scientific journal
  • Generic Itemset Mining Based on Reinforcement Learning
    Kazuma Fujioka; Kimiaki Shirahama
    IEEE Access, Institute of Electrical and Electronics Engineers ({IEEE}), 10 5824 - 5841, Jan. 2022, Scientific journal
  • LCU-Net: A novel low-cost U-Net for environmental microorganism image segmentation
    Jinghua Zhang; Chen Li; Sergey Kosov; Marcin Grzegorzek; Kimiaki Shirahama; Tao Jiang; Changhao Sun; Zihan Li; Hong Li
    Pattern Recognition, Elsevier BV, 115 107885 - 107885, Jul. 2021, Scientific journal
  • Cross-Modal Music-Emotion Retrieval Using DeepCCA
    Naoki Takashima; Frédéric Li; Marcin Grzegorzek; Kimiaki Shirahama
    Advances in Intelligent Systems and Computing, Springer International Publishing, 133 - 145, 2021, In book
  • Sleep stage classification for child patients using DeConvolutional Neural Network
    Xinyu Huang; Kimiaki Shirahama; Frédéric Li; Marcin Grzegorzek
    Artificial Intelligence in Medicine, Elsevier BV, 110 101981 - 101981, Nov. 2020, Scientific journal
  • Person recognition using Wi-Fi channel state information in an indoor environment
    Taishin Mabuchi; Yoshiaki Taniguchi; Kimiaki Shirahama
    Proceedings of IEEE ICCE-TW 2020, Sep. 2020, International conference proceedings
  • Deep Transfer Learning for Time Series Data Based on Sensor Modality Classification
    Frédéric Li; Kimiaki Shirahama; Muhammad Adeel Nisar; Xinyu Huang; Marcin Grzegorzek
    Sensors, MDPI AG, 20(15) 4271 - 4271, 31 Jul. 2020, Scientific journal
  • Rank Pooling Approach for Wearable Sensor-Based ADLs Recognition
    Muhammad Adeel Nisar; Kimiaki Shirahama; Frédéric Li; Xinyu Huang; Marcin Grzegorzek
    Sensors, MDPI AG, 20(12) 3463 - 3463, 19 Jun. 2020, Scientific journal
  • A Polar Model for Fast Object Tracking in 360-degree Camera Images
    Ahmad Delforouzi; Seyed Amir; Hossein Tabatabaei; Kimiaki Shirahama; Marcin Grzegorzek
    Multimedia Tools and Applications, 78(7) 9275 - 9297, Apr. 2019, Scientific journal
  • Labeling of Partially Occluded Regions via the Multi-Layer CRF
    Sergey Kosov; Kimiaki Shirahama; Marcin Grzegorzek
    Multimedia Tools and Applications, 78(2) 2551 - 2569, Jan. 2019, Scientific journal
  • Example-based 3D Trajectory Extraction of Objects from 2D Videos
    Zeyd Boukhers; Kimiaki Shirahama; Marcin Grzegorzek
    IEEE Transactions on Circuits and Systems for Video Technology, 28(9) 2246 - 2260, Sep. 2018, Scientific journal
  • Less Restrictive Camera Odometry Estimation from Monocular Camera
    Zeyd Boukhers; Kimiaki Shirahama; Marcin Grzegorzek
    Multimedia Tools and Applications, 77(13) 16199 - 16222, Jul. 2018, Scientific journal
  • Environmental Microorganism Classification Using Conditional Random Fields and Deep Convolutional Neural Networks
    Sergey Kosov; Kimiaki Shirahama; Chen Li; Marcin Grzegorzek
    Pattern Recognition, 77 248 - 261, May 2018, Scientific journal
  • A General Framework for Sensor-based Human Activity Recognition
    Lukas Köping; Kimiaki Shirahama; Marcin Grzegorzek
    Computers in Biology and Medicine, 95(1) 248 - 260, Apr. 2018, Scientific journal
  • Codebook-based Electrooculography Data Analysis towards Cognitive Activity Recognition
    Przemysław Łagodziński; Kimiaki Shirahama; Marcin Grzegorzek
    Computers in Biology and Medicine, 95(1) 277 - 287, Apr. 2018, Scientific journal
  • Comparison of Feature Learning Methods for Human Activity Recognition Using Wearable Sensors
    Kimiaki Shirahama
    Sensors, {MDPI} {AG}, 18(3) 679 - 679, 24 Feb. 2018, Scientific journal
  • Content-based Image Retrieval of Environmental Microorganisms Using Double-stage Optimisation-based Fusion
    Yanling Zou; Chen Li; Kimiaki Shirahama; Tao Jiang; Marcin Grzegorzek
    Information Engineering Express (IEE), 3(4) 43 - 53, Dec. 2017, Scientific journal
  • On the Generality of Codebook Approach for Sensor-Based Human Activity Recognition
    Kimiaki Shirahama; Marcin Grzegorzek
    ELECTRONICS, MDPI AG, 6(2) Article No. 44 , Jun. 2017, Scientific journal
  • Classification of Physiological Data for Emotion Recognition
    Philip Gouverneur; Joanna Jaworek-Korjakowska; Lukas Köping; Kimiaki Shirahama; Pawel Kleczek; Marcin Grzegorzek
    Proceedings of The 16th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2017), 619 - 627, Jun. 2017, International conference proceedings
  • Automatic Detection of Blue-whitish Veil as the Primary Dermoscopic Feature
    Joanna Jaworek-Korjakowska; Pawel Kleczek; Kimiaki Shirahama; Marcin Grzegorzek
    Proceedings of The 16th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2017), 649 - 657, Jun. 2017, International conference proceedings
  • Evaluating contour segment descriptors
    Cong Yang; Oliver Tiebe; Kimiaki Shirahama; Ewa Lukasik; Marcin Grzegorzek
    MACHINE VISION AND APPLICATIONS, SPRINGER, 28(3-4) 373 - 391, May 2017, Scientific journal
  • Curriculum Learningを用いたネットワーク群による効率的な大規模動画像検索
    松本泰幸; 篠崎隆志; 白浜公章; 上原邦昭
    情報処理学会研究報告, CVIM-206(2), 2017, Symposium
  • Shape-based object matching using interesting points and high-order graphs
    Cong Yang; Christian Feinen; Oliver Tiebe; Kimiaki Shirahama; Marcin Grzegorzek
    PATTERN RECOGNITION LETTERS, ELSEVIER SCIENCE BV, 83(3) 251 - 260, Nov. 2016, Scientific journal
  • Codebook Approach for Sensor-based Human Activity Recognition
    Kimiaki Shirahama; Lukas Köping; Marcin Grzegorzek
    Proceedings of The 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2016 extended abstract), 197 - 200, Sep. 2016, International conference proceedings
  • Object matching with hierarchical skeletons
    Cong Yang; Oliver Tiebe; Kimiaki Shirahama; Marcin Grzegorzek
    PATTERN RECOGNITION, ELSEVIER SCI LTD, 55 183 - 197, Jul. 2016, Scientific journal
  • Environmental microbiology aided by content-based image analysis
    Chen Li; Kimiaki Shirahama; Marcin Grzegorzek
    PATTERN ANALYSIS AND APPLICATIONS, SPRINGER, 19(2) 531 - 547, May 2016, Scientific journal
  • Kobe University, NICT and university of Siegen on the TRECVID 2016 AVS task
    Yasuyuki Matsumoto; Takashi Shinozaki; Kimiaki Shirahama; Marcin Grzegorzek; Kuniaki Uehara
    2016 TREC Video Retrieval Evaluation, TRECVID 2016, National Institute of Standards and Technology (NIST), 2016, International conference proceedings
  • Polar Object Tracking in 360-Degree Camera Images
    Ahmad Delforouzi; Seyed Amir Hossein Tabatahaei; Kimiaki Shirahama; Marcin Grzegorzek
    PROCEEDINGS OF 2016 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA (ISM), IEEE, 347 - 352, 2016, International conference proceedings
  • Towards large-scale multimedia retrieval enriched by knowledge about human interpretation
    Kimiaki Shirahama; Marcin Grzegorzek
    MULTIMEDIA TOOLS AND APPLICATIONS, SPRINGER, 75(1) 297 - 331, Jan. 2016, Scientific journal
  • Unknown Object Tracking in 360-Degree Camera Images
    Ahmad Delforouzi; Seyed Amir Hossein Tabatabaei; Kimiaki Shirahama; Marcin Grzegorzek
    2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), IEEE COMPUTER SOC, 1798 - 1803, 2016, International conference proceedings
  • Multiple Human Detection in Depth Images
    Muhammad Hassan Khan; Kimiaki Shirahama; Muhammad Shahid Farid; Marcin Grzegorzek
    2016 IEEE 18TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), IEEE, 1 - 6, 2016, International conference proceedings
  • Convoy Detection in Crowded Surveillance Videos
    Zeyd Boukhers; Yicong Wang; Kimiaki Shirahama; Kuniaki Uehara; Marcin Grzegorzek
    Human Behavior Understanding, SPRINGER INT PUBLISHING AG, 9997 137 - 147, 2016, International conference proceedings
  • STEM CELL MICROSCOPIC IMAGE SEGMENTATION USING SUPERVISED NORMALIZED CUTS
    Xinyu Huang; Chen Li; Minmin Shen; Kimiaki Shirahama; Johanna Nyffeler; Marcel Leist; Marcin Grzegorzek; Oliver Deussen
    2016 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), IEEE, 4140 - 4144, 2016, International conference proceedings
  • ENVIRONMENTAL MICROORGANISM IMAGE RETRIEVAL USING MULTIPLE COLOUR CHANNELS FUSION AND PARTICLE SWARM OPTIMISATION
    Yanling Zou; Chen Li; Kimiaki Shirahama; Tao Jiang; Marcin Grzegorzek
    2016 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), IEEE, 2475 - 2479, 2016, International conference proceedings
  • Content-Based Microscopic Image Retrieval of Environmental Microorganisms Using Multiple Colour Channels Fusion
    Yanling Zou; Chen Li; Kimiaki Shirahama; Florian Schmidt; Tao Jiang; Marcin Grzegorzek
    COMPUTER AND INFORMATION SCIENCE, SPRINGER INT PUBLISHING AG, 656 119 - 130, 2016, International conference proceedings
  • Emotion Recognition Based on Physiological Sensor Data Using Codebook Approach
    Kimiaki Shirahama; Marcin Grzegorzek
    INFORMATION TECHNOLOGIES IN MEDICINE (ITIB 2016), VOL 2, SPRINGER-VERLAG BERLIN, 472 27 - 39, 2016, International conference proceedings
  • Environmental Microbiological Content-Based Image Retrieval System Using Internal Structure Histogram
    Yan Ling Zou; Chen Li; Zeyd Boukhers; Kimiaki Shirahama; Tao Jiang; Marcin Grzegorzek
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER RECOGNITION SYSTEMS, CORES 2015, SPRINGER-VERLAG BERLIN, 403 543 - 552, 2016, International conference proceedings
  • Semantic Indexing based on Focus of Attention Extended by Weakly Supervised Learning
    Kimiaki Shirahama; Tadashi Matsumura; Marcin Grzegorzek; Kuniaki Uehara
    International Journal on Advances in Software, 8(3-4) 410 - 419, Dec. 2015, Scientific journal
  • Interactive tracking of insect posture
    Minmin Shen; Chen Li; Wei Huang; Paul Szyszka; Kimiaki Shirahama; Marcin Grzegorzek; Dorit Merhof; Oliver Duessen
    PATTERN RECOGNITION, ELSEVIER SCI LTD, 48(11) 3560 - 3571, Nov. 2015, Scientific journal
  • Environmental Microorganism Classification Using Sparse Coding and Weakly Supervised Learning
    Chen Li; Kimiaki Shirahama; Marcin Grzegorzek
    Proceedings of The Second International Workshop on Environmental Multimedia Retrieval (EMR 2015), 9 - 14, Jun. 2015, International conference proceedings
  • Empowering Semantic Indexing with Focus of Attention
    Kimiaki Shirahama; Tadashi Matsumura; Marcin Grzegorzek; Kuniaki Uehara
    Proceedings of The Seventh International Conferences on Advances in Multimedia (MMEDIA 2015), 33 - 36, Apr. 2015, International conference proceedings
  • Weakly supervised detection of video events using hidden conditional random fields
    Kimiaki Shirahama; Marcin Grzegorzek; Kuniaki Uehara
    International Journal of Multimedia Information Retrieval, Springer London, 4(1) 17 - 32, 01 Mar. 2015, Scientific journal
  • Human-Machine Cooperation in Large-Scale Multimedia Retrieval: A Survey
    Kimiaki Shirahama; Marcin Grzegorzek; Bipin Indurkhya
    Journal of Problem Solving, 3(1) 36 - 63, Feb. 2015, Scientific journal
  • University of Siegen, Kobe University and NICT at TRECVID 2015 SIN and Med tasks
    Kimiaki Shirahama; Takashi Shinozaki; Yasuyuki Matsumoto; Marcin Grzegorzek; Kuniaki Uehara
    2015 TREC Video Retrieval Evaluation, TRECVID 2015, National Institute of Standards and Technology (NIST), 2015, International conference proceedings
  • Application of content-based image analysis to environmental microorganism classification
    Chen Li; Kimiaki Shirahama; Marcin Grzegorzek
    BIOCYBERNETICS AND BIOMEDICAL ENGINEERING, PWN-POLISH SCIENTIFIC PUBL, 35(1) 10 - 21, 2015, Scientific journal
  • Extracting 3D Trajectories of Objects from 2D Videos using Particle Filter
    Zeyd Boukhers; Kimiaki Shirahama; Frederic Li; Marcin Grzegorzek
    ICMR'15: PROCEEDINGS OF THE 2015 ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA RETRIEVAL, ASSOC COMPUTING MACHINERY, 83 - 90, 2015, International conference proceedings
  • Shape-based Object Matching Using Point Context
    Cong Yang; Christian Feinen; Oliver Tiebe; Kimiaki Shirahama; Marcin Grzegorzek
    ICMR'15: PROCEEDINGS OF THE 2015 ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA RETRIEVAL, ASSOC COMPUTING MACHINERY, 519 - 522, 2015, International conference proceedings
  • Object Detection and Depth Estimation for 3D Trajectory Extraction
    Zeyd Boukhers; Kimiaki Shirahama; Frederic Li; Marcin Grzegorzek
    2015 13TH INTERNATIONAL WORKSHOP ON CONTENT-BASED MULTIMEDIA INDEXING (CBMI), IEEE, 1 - 6, 2015, International conference proceedings
  • Hybrid negative example selection using visual and conceptual features
    Kimiaki Shirahama; Yuta Matsuoka; Kuniaki Uehara
    MULTIMEDIA TOOLS AND APPLICATIONS, SPRINGER, 71(3) 967 - 989, Aug. 2014, Scientific journal
  • Shape-Based Classification of Environmental Microorganisms
    Cong Yang; Chen Li; Oliver Tiebe; Kimiaki Shirahama; Marcin Grzegorzek
    2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), IEEE COMPUTER SOC, 3374 - 3379, 2014, International conference proceedings
  • Multimedia event detection using hidden conditional random fields
    Kimiaki Shirahama; Marcin Grzegorzek; Kuniaki Uehara
    ICMR 2014 - Proceedings of the ACM International Conference on Multimedia Retrieval 2014, Association for Computing Machinery, 9 - 16, 2014, International conference proceedings
  • A Multi-Stage Approach for Automatic Classification of Environmental Microorganisms
    Chen Li; Kimiaki Shirahama; Joanna Czajkowska; Marcin Grzegorzek; Fangshu Ma; Beihai Zhou
    Proceedings of The 2013 International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV 2013), 364 - 370, Jul. 2013, International conference proceedings
  • Video Retrieval by Learning Uncertainties in Concept Detection from Imbalanced Annotation Data
    Kimiaki Shirahama; Kenji Kumabuchi; Kuniaki Uehara
    Proceedings of The Fifth International Conferences on Advances in Multimedia (MMEDIA 2013), 19 - 24, Apr. 2013, International conference proceedings
  • University of Siegen, Kobe University and Muroran institute of technology at TRECVID 2013 multimedia event detection
    Kimiaki Shirahama; Chen Li; Marcin Grzegorzek; Kuniaki Uehara
    2013 TREC Video Retrieval Evaluation, TRECVID 2013, National Institute of Standards and Technology (NIST), 2013, International conference proceedings
  • Fast and exact processing of large-scale video data based on matrix operation
    Kimiaki Shirahama; Kuniaki Uehara
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 67(7) J241 - J251, 2013, Scientific journal
  • CLASSIFICATION OF ENVIRONMENTAL MICROORGANISMS IN MICROSCOPIC IMAGES USING SHAPE FEATURES AND SUPPORT VECTOR MACHINES
    Chen Li; Kimiaki Shirahama; Marcin Grzegorzek; Fangshu Ma; Beihai Zhou
    2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), IEEE, 2435 - 2439, 2013, International conference proceedings
  • Video Retrieval by Managing Uncertainty in Concept Detection using Dempster-Shafer Theory
    Kimiaki Shirahama; Kenji Kumabuchi; Kuniaki Uehara
    Proceedings of The Fourth International Conferences on Advances in Multimedia (MMEDIA 2012), 71 - 74, Apr. 2012, International conference proceedings
  • Event retrieval in video archives using rough set theory and partially supervised learning
    Kimiaki Shirahama; Yuta Matsuoka; Kuniaki Uehara
    MULTIMEDIA TOOLS AND APPLICATIONS, SPRINGER, 57(1) 145 - 173, Mar. 2012, Scientific journal
  • Kobe university and muroran institute of technology at TRECVID 2012 semantic indexing task
    Kimiaki Shirahama; Kuniaki Uehara
    2012 TREC Video Retrieval Evaluation Notebook Papers, National Institute of Standards and Technology, 2012, International conference proceedings
  • Kobe university and muroran institute of technology at TRECVID 2012 semantic indexing task - fast and exact processing of large-scale video data based on matrix operation
    Kimiaki Shirahama; Kuniaki Uehara
    2012 TREC Video Retrieval Evaluation Notebook Papers, National Institute of Standards and Technology, 2012, International conference proceedings
  • Query by example by extracting inductive query definitions using rough set theory
    Kimiaki Shirahama; Yuta Matsuoka; Kuniaki Uehara
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 66(5) J124 - J135, 2012, Scientific journal
  • Examining the applicability of virtual reality technique for video retrieval
    Kimiaki Shirahama; Kuniaki Uehara; Marcin Grzegorzek
    Proceedings - International Workshop on Content-Based Multimedia Indexing, 211 - 216, 2012, International conference proceedings
  • Constructing and Utilizing Video Ontology for Accurate and Fast Retrieval
    Kimiaki Shirahama; Kuniaki Uehara
    International Journal of Multimedia Data Engineering and Management (IJMDEM), 2(4) 59 - 75, Dec. 2011, Scientific journal
  • Kobe University at TRECVID 2011 Semantic Indexing and Multimedia Event Detection
    Kimiaki Shirahama; Lin Yanpeng; Kuniaki Uehara
    2011 TREC Video Retrieval Evaluation Notebook Papers, National Institute of Standards and Technology, 2011, International conference proceedings
  • Intelligent Video Processing Using Data Mining Techniques
    Kimiaki Shirahama
    Graduate School of Engineering, Kobe University, Jan. 2011, Doctoral thesis
  • Utilizing Video Ontology for Fast and Accurate Query-by-Example Retrieval
    Kimiaki Shirahama; Kuniaki Uehara
    FIFTH IEEE INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC 2011), IEEE COMPUTER SOC, 395 - 402, 2011, International conference proceedings
  • Effectiveness of video ontology in query by example approach
    Kimiaki Shirahama; Kuniaki Uehara
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 6890 49 - 58, 2011, International conference proceedings
  • Query by virtual example: Video retrieval using example shots created by virtual reality techniques
    Kimiaki Shirahama; Kuniaki Uehara
    Proceedings - 6th International Conference on Image and Graphics, ICIG 2011, 829 - 834, 2011, International conference proceedings
  • Video Event Retrieval from a Small Number of Examples Using Rough Set Theory
    Kimiaki Shirahama; Yuta Matsuoka; Kuniaki Uehara
    ADVANCES IN MULTIMEDIA MODELING, PT I, SPRINGER-VERLAG BERLIN, 6523 96 - +, 2011, International conference proceedings
  • Query by few video examples using rough set theory and partially supervised learning
    Kimiaki Shirahama; Yuta Matsuoka; Kuniaki Uehara
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 6725 190 - 191, 2011, International conference proceedings
  • Video Retrieval from Few Examples Using Ontology and Rough Set Theory
    Kimiaki Shirahama; Kuniaki Uehara
    Proceedings of The Second Workshop on Semantic Multimedia Database Technologies (SMDT 2010), 5 - 16, Dec. 2010, International conference proceedings
  • Query by example for large-scale video data by parallelizing rough set theory based on MapReduce
    Kimiaki Shirahama; Yanpeng Lin; Yuta Matsuoka; Kuniaki Uehara
    CSSR 2010 - 2010 International Conference on Science and Social Research, 390 - 395, 2010, International conference proceedings
  • Example-based event retrieval in video archive using rough set theory and video ontology
    Kimiaki Shirahama; Kuniaki Uehara
    Proceedings of the 10th International Workshop on Multimedia Data Mining, MDMKDD '10, Article No. 6 , 2010, International conference proceedings
  • Query-based Video Event Definition Using Rough Set Theory and Video Prototypes
    Kimiaki Shirahama; Chieri Sugihara; Kuniaki Uehara
    IMAGING AND PRINTING IN A WEB 2.0 WORLD; AND MULTIMEDIA CONTENT ACCESS: ALGORITHMS AND SYSTEMS IV, SPIE-INT SOC OPTICAL ENGINEERING, 7540 7540B-41 , 2010, International conference proceedings
  • Query-Based Video Event Definition Using Rough Set Theory and High-Dimensional Representation
    Kimiaki Shirahama; Chieri Sugihara; Kuniaki Uehara
    ADVANCES IN MULTIMEDIA MODELING, PROCEEDINGS, SPRINGER-VERLAG BERLIN, 5916 358 - +, 2010, International conference proceedings
  • Kobe University at TRECVID 2009 search task
    Kimiaki Shirahama; Chieri Sugihara; Yuta Matsuoka; Kana Matsumura; Kuniaki Uehara
    2009 TREC Video Retrieval Evaluation Notebook Papers, National Institute of Standards and Technology, 2009, International conference proceedings
  • Mining Event Definitions from Queries for Video Retrieval on the Internet
    Kimiaki Shirahama; Chieri Sugihara; Kana Matsumura; Yuta Matsuoka; Kuniaki Uehara
    2009 IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW 2009), IEEE, 176 - +, 2009, International conference proceedings
  • Query-based video event definition using rough set theory
    Kimiaki Shirahama; Chieri Sugihara; Yuta Matsuoka; Kuniaki Uehara
    1st ACM International Workshop on Events in Multimedia - EiMM'09, Co-located with the 2009 ACM International Conference on Multimedia, MM'09, 9 - 15, 2009, International conference proceedings
  • A Novel Topic Extraction Method based on Bursts in Video Streams
    Kimiaki Shirahama; Kuniaki Uehara
    International Journal of Hybrid Information Technology (IJHIT), 1(3) 21 - 32, Jul. 2008, Scientific journal
  • TRECVID 2008 NOTEBOOK PAPER: Interactive search using multiple queries and rough set theory
    Akihito Mizui; Kimiaki Shirahama; Kuniaki Uehara
    2008 TREC Video Retrieval Evaluation Notebook Papers, National Institute of Standards and Technology, 2008, International conference proceedings
  • Query by shots: Retrieving meaningful events using multiple queries and rough set theory
    Kimiaki Shirahama; Kuniaki Uehara
    Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 43 - 52, 2008, International conference proceedings
  • A novel topic extraction method based on bursts in video streams
    Kimiaki Shirahama; Kuniaki Uehara
    MUE: 2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND UBIQUITOUS ENGINEERING, PROCEEDINGS, IEEE COMPUTER SOC, 249 - 252, 2008, International conference proceedings
  • Video Data Mining: Discovering Topics by Burst Detection in Video Streams
    Kimiaki Shirahama; Kuniaki Uehara
    Proceedings of ICDM 2007 Workshop on Knowledge Discovery and Data Mining from Multimedia Data and Multimedia Applications (KDM 2007), 57 - 62, Oct. 2007, International conference proceedings
  • 6-4 Discovering Topics in Video by Continuous-time Burst Detection
    SHIRAHAMA Kimiaki; UEHARA Kuniaki
    PROCEEDINGS OF THE ITE ANNUAL CONVENTION, The Institute of Image Information and Television Engineers, 2007 _6 - 4-1_-_6-4-2_, 2007
  • A time-constrained sequential pattern mining for extracting semantic events in videos
    Kimiaki Shirahama; Koichi Ideno; Kuniaki Uehara
    Multimedia Data Mining and Knowledge Discovery, Springer London, 404 - 426, 2007, In book
  • Content-based video retrieval using video ontology
    Kimiaki Shirahama; Kazuyuki Otaka; Kuniaki Uehara
    ISM WORKSHOPS 2007: NINTH IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA - WORKSHOPS, PROCEEDINGS, IEEE COMPUTER SOC, 283 - 288, 2007, International conference proceedings
  • Extracting semantic patterns in video using time-constrained sequential pattern mining
    Kimiaki Shirahama; Koichi Ideno; Kuniaki Uehara
    Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 60(9) 1473 - 1482, Sep. 2006, Scientific journal
  • 7-4 Evaluation of Content-based Video Retrieval Using Semantic Patterns
    Otaka Kazuyuki; Shirahama Kimiaki; Uehara Kuniaki
    PROCEEDINGS OF THE ITE WINTER ANNUAL CONVENTION, The Institute of Image Information and Television Engineers, 2006 _7 - 4-1_, 2006
  • 7-3 Ontology-based automatic annotation for semantic video retrieval
    IDENO Koichi; SHIRAHAMA Kimiaki; UEHARA Kuniaki
    PROCEEDINGS OF THE ITE WINTER ANNUAL CONVENTION, The Institute of Image Information and Television Engineers, 2006 _7 - 3-1_, 2006
  • Video data mining: Mining semantic patterns with temporal constraints from movies
    Kimiaki Shirahama; K Ideno; K Uehara
    ISM 2005: SEVENTH IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA, PROCEEDINGS, IEEE COMPUTER SOC, 598 - 604, 2005, International conference proceedings
  • Mining semantic structures in movies
    Kimiaki Shirahama; Y Matsuo; K Uehara
    APPLICATIONS OF DECLARATIVE PROGRAMMING AND KNOWLEDGE MANAGEMENT, SPRINGER-VERLAG BERLIN, 3392 116 - 133, 2005, Scientific journal
  • Video data mining: Rhythms in a movie
    Kimiaki Shirahama; K Iwamoto; K Uehera
    2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, IEEE, 1463 - 1466, 2004, International conference proceedings
  • Extracting Alfred Hitchcock's Know-How by Applying Data Mining Technique
    Kimiaki Shirahama; Yuya Matsuo; Kuniaki Uehara
    Proceedings of The First International Workshop on Objects Models and Multimedia Technologies (OMMT 2003), 43 - 54, Aug. 2003, International conference proceedings
  • Video Data Mining: Extracting Cinematic Rules from Movie
    Yuya Matsuo; Kimiaki Shirahama; Kuniaki Uehara
    Proceedings of The Forth International Workshop on Multimedia Data Mining (MDM/KDD 2003), 18 - 27, Aug. 2003, International conference proceedings

MISC

  • Analyzing Economic Data Using Value-Based and Shape-Based Time-Series Similarity Measures
    SHIRAHAMA KIMIAKI
    Journal of economics and business administration, Kobe University, 204(5) 71 - 79, Nov. 2011, Report research institution
  • 時系列間の類似度測定に基づく経済データからの知識発見
    白浜 公章
    国民経済雑誌, 200(6) 125 - 140, Dec. 2009, Report research institution

Books etc

  • Multimedia Data Mining and Knowledge Discovery (Valery A. Petrushin and Latifur Khan eds.)
    Kimiaki Shirahama; Kenji Kumabuchi; Marcin Grzegorzek; Kuniaki Uehara
    Springer International Publishing, Apr. 2015, Joint work, Multimedia Data Mining and Analytics: Disruptive Innovation (Aaron K. Baughman, Jiang Gao, Jia-Yu Pan and Valery Petrushin eds.)
  • A Time-constrained Sequential Pattern Mining for Extracting Semantic Events in Videos
    Kimiaki Shirahama; Koichi Ideno; Kuniaki Uehara
    Springer, Dec. 2006, Joint work, Multimedia Data Mining and Knowledge Discovery (Valery A. Petrushin and Latifur Khan eds.)
  • Mining Semantic Structures in Movies
    Kimiaki Shirahama; Yuya Matsuo; Kuniaki Uehara
    Springer, Apr. 2005, Contributor, Applications of Declarative Programming and Knowledge Management Lecture Notes in Artificial Intelligence (D. Seipel, M. Hanus, U. Geske and O. Bartenstein eds.)

Presentations

  • Doshisha University, Universität zu Lübeck and German Research Center for Artificial Intelligence at TRECVID 2024: QFISC Task
    Zihao Chen; Falco Lentzsch; Nele S. Brügge; Frédéric Li; Miho Ohsaki; Heinz Handels; Marcin Grzegorzek; Kimiaki Shirahama
    The Thirty-Third Text REtrieval Conference (TREC 2024), 21 Nov. 2024, 18 Nov. 2024, 22 Nov. 2024, Oral presentation
  • オートエンコーダと閾値ベース分類器による脳動脈閉塞推定
    藤澤璃子; 大園健史; 大崎美穂; 白浜公章; 松川真美; 小林恭代; 斎藤こずえ; 山上 宏
    第23回情報科学技術フォーラ ム(FIT2024), 05 Sep. 2024, 04 Sep. 2024, 06 Sep. 2024, Oral presentation
  • Human Activity Recognition Framework Based on Generative Imputation of Missing Modalities
    Xiaolong Guan; Kimiaki Shirahama; Miho Ohsaki
    The 38th Annual Conference of the Japanese Society for Artificial Intelligence, 2024, 31 May 2024, 28 May 2024, 31 May 2024, Oral presentation
  • Cerebral Artery Occlusion Inference Using Pulse Waves: Selection of Autoencoder for Occlusion Existence Classification
    Kenshi Ohzono; Riko Fujisawa; Miho Ohsaki; KImiaki Shirahama; Mami Matsukawa; Yasuyo Kobayashi; Kozue Saito; Hiroshi Yamagami
    The 38th Annual Conference of the Japanese Society for Artificial Intelligence, 2024, 31 May 2024, 28 May 2024, 31 May 2024, Oral presentation
  • CELP音声合成器とプロトタイプ分類器に基づく音声認識手法の小規模データに対する性能評価:子供音声への適用
    樋口 英輔; 大崎 美穂; 白浜 公章
    2024年電子情報通信学会総合大会 情報・システムソサイエティ特別企画 ジュニア&学生ポスターセッション, 07 Mar. 2024, 04 Mar. 2024, 08 Mar. 2024, Poster presentation
  • Model-based Reinforcement Learning by Predicting Various States through Latent Variable Editing
    Yuta Horiuchi; Hisashi Handa; Kimihiro Mizutani; Kimiaki Shirahama
    The 2024 IEICE General Conference, 07 Mar. 2024, 04 Mar. 2024, 08 Mar. 2024, Oral presentation
  • Application of an Image Generative Model to the Visualization of Person’s Emotion Change in a Movie
    Shota Mizuno; Hisashi Handa; Hitoshi Habe; Miho Ohsaki; Kimiaki Shirahama
    The 2024 IEICE General Conference, 06 Mar. 2024, 04 Mar. 2024, 08 Mar. 2024, Oral presentation
  • Improving Counterfactual Image Generation Using Perceptual Loss
    Keigo Matsumura; Hisashi Handa; Yukihiro Hamasuna; Miho Ohsaki; Kimiaki Shirahama
    The 2024 IEICE General Conference, 06 Mar. 2024, 04 Mar. 2024, 08 Mar. 2024, Oral presentation
  • Counterfactual Image Generation by Detecting Question-critical Regions with Attention Mechanism
    Keigo Matsumura; Kimiaki Shirahama
    メディア工学研究会, 14 Dec. 2023, 14 Dec. 2023, 15 Dec. 2023, Oral presentation
  • Doshisha University, Universität zu Lübeck and German Research Center for Artificial Intelligence at TRECVID 2023: MIQG Task
    Zihao Chen; Frédéric Li; Marc S. Seibel; Nele S. Brügge; Miho Ohsaki; Heinz Handels; Marcin Grzegorzek; Kimiaki Shirahama
    TREC Video Retrieval Evaluation (TRECVID) 2023 Workshop, 15 Nov. 2023, 13 Nov. 2023, 15 Nov. 2023, Oral presentation
  • Improving Model-based Reinforcement Learning through the Prediction of Diverse State Transitions
    Yuta Horiuchi; Kimiaki Shirahama
    2023 年度情報処理学会関西支部 支部大会, 24 Sep. 2023, 24 Sep. 2023, 24 Sep. 2023, Oral presentation
  • Domain Adaptation for Japanese Sentence Embedding Models with Contrastive Learning
    Zihao Chen; Hisashi Handa; Kimiaki Shirahama
    The 2023 IEICE General Conference, 08 Mar. 2023, 07 Mar. 2023, 10 Mar. 2023, Oral presentation
  • Kindai University, Osaka Gakuin University and Osaka University at TRECVID 2022 AVS Task
    Kimiaki Shirahama; Kazuma Fujioka; Taichi Shinno; Takashi Matsubara; Kuniaki Uehara
    TREC Video Retrieval Evaluation (TRECVID) 2022 Workshop, 06 Dec. 2022, 06 Dec. 2022, 09 Dec. 2022, Oral presentation
  • StyleGAN3を用いた表情生成と感情因子の抽出
    水野翔太; 白浜公章
    計測自動制御学会 システム・情報部門学術講演会2022(SSI 2022), 27 Nov. 2022, 25 Nov. 2022, 27 Nov. 2022
  • Retrieval of Similar Questions from QAbot Data based on Transformer Language Model
    Zihao Chen; Hisashi Handa; Kimiaki Shirahama
    Educational Technology in July 2022 (2022-07-ET), 09 Jul. 2022, 09 Jul. 2022, 09 Jul. 2022, Oral presentation
  • 埋め込みに基づく双方向音楽感情認識
    高島直生; Frédéric Li; Marcin Grzegorzek; 白浜公章
    2022年電子情報通信学会総合大会, 16 Mar. 2022, 15 Mar. 2022, 18 Mar. 2022, Oral presentation
  • Kindai University and Osaka Gakuin University and Osaka University at TRECVID 2021 AVS Task
    Kimiaki Shirahama; Takumi Sato; Norihiro Yamawaki; Takashi Matsubara; KuniakiUehara
    TREC Video Retrieval Evaluation (TRECVID) 2021 Workshop, 07 Dec. 2021, 10 Dec. 2021, Others
  • 強化学習を用いた映像フレームに対する記憶メカニズムの獲得
    西本光希; 白浜公章
    映像表現&コンピュータグラフィックス研究会(AIT), 27 Oct. 2021, 27 Oct. 2021, 28 Oct. 2021, Oral presentation
  • 個人差を考慮したスライドに対する瞬き率推定
    西本光希; 佐々木海斗; 白浜公章
    2021年電子情報通信学会総合大会, Mar. 2021, Mar. 2021, Mar. 2021
  • マルチタスク学習を用いたセンサデータからの行動認識
    向井大貴; 野見山哲平; 白浜公章
    2021年電子情報通信学会総合大会, Mar. 2021, Mar. 2021, Mar. 2021
  • クエリの句構造と物体領域の対応づけによる映像検索
    宇津木駿介; 白浜公章
    2021年電子情報通信学会総合大会, Mar. 2021, Mar. 2021, Mar. 2021
  • Kindai University and Osaka Gakuin University at TRECVID 2020 AVS and ActEV Tasks
    Daiki Mukai; Ryosuke Utsunomiya; Shunsuke Utsuki; Kimiaki Shirahama; Takashi Matsubara; Kuniaki Uehara
    TREC Video Retrieval Evaluation (TRECVID) 2020 Workshop, 09 Dec. 2020, 08 Dec. 2020, 11 Dec. 2020, Poster presentation
  • A study on estimation of person using Wi-Fi channel state information
    Taishin Mabuchi; Yoshiaki Taniguchi; Kimiaki Shirahama
    Proceedings of the 82nd National Convention of IPSJ, Mar. 2020, Mar. 2020, Mar. 2020
  • Kindai University and Kobe University at TRECVID 2019 AVS Task
    Kimiaki Shirahama; Daichi Sakurai; Takashi Matsubara; Kuniaki Uehara
    TREC Video Retrieval Evaluation (TRECVID) 2019 Workshop, 13 Nov. 2019, 12 Nov. 2019, 13 Nov. 2019, Poster presentation
  • Kobe University and Kindai University at TRECVID 2018 AVS Task
    Kimiaki Shirahama; He Zhenying; Kuniaki Uehara
    TREC Video Retrieval Evaluation (TRECVID) 2018 Workshop, 14 Nov. 2018, Poster presentation
  • Recognition of Activities of Daily Living: How to Extract High-level Activities from Raw Sensor Data
    Kimiaki Shirahama
    The Sixth International Conference on Information Technology in Biomedicine (ITIB 2018), 18 Jun. 2018, Invited oral presentation
  • Kobe University, NICT and University of Siegen at TRECVID 2017 AVS Tas
    Zhenying He; Takashi Shinozaki; Kimiaki Shirahama; Marcin Grzegorzekz; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2017 Workshop, 14 Nov. 2017, Poster presentation
  • Codebook Approach for Physiological and Behavioural Data Analysis
    Kimiaki Shirahama; Marcin Grzegorzek
    The Seventh International Week "Internet Communication Management", 26 Apr. 2017, Invited oral presentation
  • Curriculum Learningを用いた ネットワーク群による効率的な大規模動画像検索
    松本泰幸; 篠崎隆志; 白浜公章; 上原邦昭
    研究報告コンピュータビジョンとイメージメディア(CVIM), 09 Mar. 2017, Oral presentation
  • Kobe University, NICT and University of Siegen at TRECVID 2016 AVS Task
    Yasuyuki Matsumoto; Takashi Shinozaki; Kimiaki Shirahama; Marcin Grzegorzek; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2016 Workshop, 14 Nov. 2016, Oral presentation
  • Multimedia Sensing: Extracting High-level Semantic Information from Low-level Multimedia Data
    Kimiaki Shirahama
    The Seventh Kobe University Brussels European Centre Symposium, 08 Nov. 2016, Invited oral presentation
  • University of Siegen, Kobe University and NICT at TRECVID 2015 SIN and MED Tasks
    Kimiaki Shirahama; Takashi Shinozaki; Yasuyuki Matsumoto; Marcin Grzegorzek; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2015 Workshop, 17 Nov. 2015, Poster presentation
  • University of Siegen, Kobe University, and Muroran Institute of Technology at TRECVID 2013 Multimedia Event Detection
    Kimiaki Shirahama; Chen Li; Marcin Grzegorzek; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2013 Workshop, 21 Nov. 2013, Poster presentation
  • Efficient Saliency Detection Using Weakly Supervised Learning and Its Application to Video Classification
    松村 憲; 白浜 公章; 上原 邦昭
    電子情報通信学会技術研究報告 : 信学技報, 18 Feb. 2013, 18 Feb. 2013, 18 Feb. 2013, 電子情報通信学会
  • 弱教師あり学習による効率的な注目領域の検出と映像分類への応用
    松村憲; 白浜公章; 上原邦昭
    電子情報通信学会技術研究報告, 18 Feb. 2013, Oral presentation
  • Efficient Saliency Detection Using Weakly Supervised Learning and Its Application to Video Classification
    松村 憲; 白浜 公章; 上原 邦昭
    映像情報メディア学会技術報告 = ITE technical report, Feb. 2013, Feb. 2013, Feb. 2013, 映像情報メディア学会
  • Online Video Annotation Game with Active Learning and Tag Ranking
    WATANABE Yui; SHIRAHAMA Kimiaki; UEHARA Kuniaki
    IEICE technical report. Data engineering, 12 Dec. 2012, 12 Dec. 2012, 12 Dec. 2012, The Institute of Electronics, Information and Communication Engineers
  • 能動学習とタグ推薦を用いたオンライン映像アノテーションゲーム
    渡邊結衣; 白浜公章; 上原邦昭
    電子情報通信学会データ工学研究会, 12 Dec. 2012, Oral presentation
  • Online Video Annotation Game with Active Learning and Tag Ranking
    渡邊 結衣; 白浜 公章; 上原 邦昭
    研究報告データベースシステム(DBS), 05 Dec. 2012, 05 Dec. 2012, 05 Dec. 2012
  • Kobe University and Muroran Institute of Technology at TRECVID 2012 Semantic Indexing Task
    Kimiaki Shirahama; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2012 Workshop, 26 Nov. 2012, Oral presentation
  • バーチャルリアリティ技術を用いた映像例示型検索の性能評価
    白浜公章; 河村智美; 上原邦昭
    電子情報通信学会技術研究報告, 29 Mar. 2012, Oral presentation
  • Evaluating the Effectiveness of Virtual Reality Technique for Query-by-Example Video Retrieval
    SHIRAHAMA Kimiaki; KOUMURA Tomomi; UEHARA Kuniaki
    Technical report of IEICE. PRMU, 22 Mar. 2012, 22 Mar. 2012, 22 Mar. 2012, The Institute of Electronics, Information and Communication Engineers
  • Kobe University at TRECVID 2011 Semantic Indexing and Multimedia Event Detection
    Kimiaki Shirahama; Lin Yanpeng; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2011 Workshop, 06 Dec. 2011, Poster presentation
  • Query by Virtual Example: 映像検索モデル構築のためのバーチャルリアリティ技術による仮想サンプル映像の生成
    白浜公章; 上原邦昭
    電子情報通信学会技術研究報告, 05 Sep. 2011, Oral presentation
  • Query by Virtual Example : Utilizing Virtual Reality Techniques to Create Virtual Examples for Constructing Video Retrieval Models
    SHIRAHAMA Kimiaki; UEHARA Kuniaki
    IEICE technical report, 29 Aug. 2011, 29 Aug. 2011, 29 Aug. 2011, The Institute of Electronics, Information and Communication Engineers
  • Query by Virtual Example: Utilizing Virtual Reality Techniques to Create Virtual Examples for Constructing Video Retrieval Models
    白浜 公章; 上原 邦昭
    研究報告コンピュータビジョンとイメージメディア(CVIM), 29 Aug. 2011, 29 Aug. 2011, 29 Aug. 2011
  • ラフ集合理論に基づく少数のサンプル映像からの多様性に対応可能な検索ルール抽出手法
    白浜公章; 松岡悠太; 上原邦昭
    電子情報通信学会技術研究報告, 27 Feb. 2011, Oral presentation
  • 映像例示型検索における高次元特徴量に対する負例選択
    松岡悠太; 白浜公章; 上原邦昭
    電子情報通信学会技術研究報告, 17 Feb. 2011, Oral presentation
  • Negative Selection for High Dimensional Feature in Video Retrieval with Query-by-Example Method
    MATSUOKA Yuta; SHIRAHAMA Kimiaki; UEHARA Kuniaki
    IEICE technical report, 10 Feb. 2011, 10 Feb. 2011, 10 Feb. 2011, The Institute of Electronics, Information and Communication Engineers
  • Retrieving a Large Variety of Videos from a Small Number of Example Videos based on Rough Set Theory
    SHIRAHAMA Kimiaki; MATSUOKA Yuta; UEHARA Kuniaki
    IEICE technical report, 10 Feb. 2011, 10 Feb. 2011, 10 Feb. 2011, The Institute of Electronics, Information and Communication Engineers
  • Kobe University at TRECVID 2009 Search Task
    Kimiaki Shirahama; Chieri Sugihara; Yuta Matsuoka; Kana Matsumura; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2009 Workshop, 16 Nov. 2009, Oral presentation
  • ラフ集合理論を用いたクエリー映像からイベント検索モデルの導出\n
    杉原ちえり; 白浜公章; 上原邦昭
    平成21年度情報処理学会関西支部支部大会講演論文集, 29 Sep. 2009, 29 Sep. 2009, 29 Sep. 2009
  • ラフ集合理論を用いたクエリー映像からのイベント検索モデルの導出
    杉原ちえり; 白浜公章; 上原邦昭
    平成21年度情報処理学会関西支部大会, 29 Sep. 2009, Oral presentation
  • 多重対応分析を利用した特徴量選択による映像検索精度の改善
    水井章人; 白浜公章; 上原邦昭
    2009年電子情報通信学会総合大会, 19 Mar. 2009, Oral presentation
  • 映像検索精度改善のためのMPEG-7準拠の特徴量の導入
    松岡悠太; 白浜公章; 上原邦昭
    2009年電子情報通信学会総合大会, 18 Mar. 2009, Oral presentation
  • 部分教師付き学習を用いた映像検索
    松村佳奈; 白浜公章; 上原邦昭
    2009年電子情報通信学会総合大会, 18 Mar. 2009, Oral presentation
  • SIFT特徴量を用いた映像キーフレームの分類
    杉原ちえり; 白浜公章; 上原邦昭
    2009年電子情報通信学会総合大会, 17 Mar. 2009, Oral presentation
  • D-12-37 Improvement of Video Retrieval based on Feature Selection using Multiple Correspondence Analysis
    Mizui Akihito; Shirahama Kimiaki; Uehara Kuniaki
    Proceedings of the IEICE General Conference, 04 Mar. 2009, 04 Mar. 2009, 04 Mar. 2009, The Institute of Electronics, Information and Communication Engineers
  • D-12-3 Improvement of Video Retrieval Using MPEG-7 Compliant Features
    Matuoka Yuuta; Shirahama Kimiaki; Uehara Kuniaki
    Proceedings of the IEICE General Conference, 04 Mar. 2009, 04 Mar. 2009, 04 Mar. 2009, The Institute of Electronics, Information and Communication Engineers
  • D-12-4 Video Retrieval using Partially Supervised Learning
    Matsumura Kana; Shirahama Kimiaki; Uehara Kuniaki
    Proceedings of the IEICE General Conference, 04 Mar. 2009, 04 Mar. 2009, 04 Mar. 2009, The Institute of Electronics, Information and Communication Engineers
  • D-12-61 Classification of Video Keyframes with SIFT algorithm
    Sugihara Chieri; Shirahama kimiaki; Uehara Kuniaki
    Proceedings of the IEICE General Conference, 04 Mar. 2009, 04 Mar. 2009, 04 Mar. 2009, The Institute of Electronics, Information and Communication Engineers
  • Topic Extraction in Videos Based on Burst Detection
    SHIRAHAMA Kimiaki; UEHARA Kuniaki
    IPSJ SIG Notes, 26 Feb. 2009, 26 Feb. 2009, 26 Feb. 2009, Information Processing Society of Japan (IPSJ)
  • TRECVID 2008 NOTEBOOK PAPER: Interactive Search Using Multiple Queries and Rough Set Theory
    Akihito Mizui; Kimiaki Shirahama; Kuniaki Uehara
    Proceedings of TREC Video Retrieval Evaluation (TRECVID) 2008 Workshop, 17 Nov. 2008, Poster presentation
  • Characteristics of Textual Information in Video Data from the Perspective of Natural Language Processing
    Kimiaki Shirahama; Akihito Mizui; Kuniaki Uehara
    Proceedings of NSF Sponsored Symposium on Semantic Knowledge Discovery, Organization and Use, 15 Nov. 2008, Poster presentation
  • 映像ストリームにおけるバースト検出に基づくトピック発見
    白浜公章; 上原邦昭
    第70回情報処理学会全国大会, 14 Mar. 2008, Oral presentation
  • Topic Extraction based on Burst Detection in Video Streams
    SHIRAHAMA Kimiaki; UEHARA Kuniaki
    全国大会講演論文集, 13 Mar. 2008, 13 Mar. 2008, 13 Mar. 2008
  • 連続時間軸上でのバースト検出による映像からのトピック発見
    白浜公章; 上原邦昭
    2007年映像情報メディア学会年次大会, 29 Aug. 2007, Oral presentation
  • ビデオオントロジーを用いた意味内容に基づく映像アーカイブ検索
    大高一将; 白浜公章; 上原邦昭
    2007年映像情報メディア学会年次大会, 29 Aug. 2007, Oral presentation
  • 映像検索のためのビデオオントロジーに基づいた自動アノテーション
    出野構一; 白浜公章; 上原邦昭
    2006年映像情報メディア学会冬季大会, 12 Dec. 2006, Oral presentation
  • 意味的なパターンを用いた内容に基づく映像検索の評価
    大高一将; 白浜公章; 上原 邦昭
    2006年映像情報メディア学会冬季大会, 12 Dec. 2006, Oral presentation

Research Projects

  • Development of Multimodal Data Retrieval Engine Based on Human Cognitive System
    上原 邦昭; 白浜 公章; 松原 崇
    データ駆動型のマルチモーダルデータ検索エンジンは,ブラックボックス的に獲得された埋め込みと呼ばれる符号の間で,類似関係を学習することで実現されている.しかしこのようなアプローチでは性能の大部分をデータ量に依存し,意味の曖昧性や包含関係や複合概念を扱うことができないという問題がある.本年度はこの埋め込みについて,情報抽出の高度化と出力結果の理解という2つの視点から研究を行った.情報抽出の高度化に関しては知識グラフデータへの適応というトップダウンなテーマと,深層生成モデルによる教師なし特徴抽出,少数データのへの適応というボトムアップなテーマに分けられ,1本の原著論文と1本の国際会議論文が採択された.また効率化のためにネットワーク構造の調整にも取り組み,1本の国際会議論文が採択された.出力結果の理解という視点では,公平性や較正度の評価に取り組み,基礎的な研究成果を得ることができた.
    さらに,人間の注意機構を考慮した映像検索手法を開発した.具体的には,人間は,テキスト形式のクエリに映像が適合するか吟味する際に,クエリに含まれる各単語ごとに映像中の特定の領域に注意を向けながら,両者が概念的に対応しているかどうか逐次的に検証している.この点に着目して,単語と映像中の領域の対応関係を取りながら,クエリに適合する映像を検索する手法を開発した.本手法の有効性を検証するために,映像解析に関する国際競争型ワークショップTRECVID 2019に参加した.特に,100万本以上の映像の中から,「人がツールを使って何かを切っている」,「日中に走行しているトラック」といったクエリに適合する映像を検索するアドホック映像部門で本手法の性能を評価した.結果として,参加した9つの研究機関の中で,アリババ,中国人民大学,ソフトバンクと早稲田大の合同チーム,モナシュ大学に続く,5位の成績を収めることができた., Japan Society for the Promotion of Science, Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (B), 2019/04 -2023/03, Grant-in-Aid for Scientific Research (B)
  • Building a Video Search Engine based on the Perception of Spatio-temporal Relations
    Shirahama Kimiaki
    This project addresses three main topics, 1) Video retrieval by considering spatio-temporal relations among objects, 2) Extraction of temporal features in a video by considering the continuities of semantic contents and 3) Learning a model that captures human memory mechanism for frames in a video. In particular, regarding the third topic, a reinforcement learning method has been developed to train a model that is based on a memory defined as a finite external storage and can update it so as to achieve the optimal understanding of contents in a video. In addition, this method has been extended to the data mining field, where a dataset containing a large number of items is targeted, and a model is trained to update a set of items in order to form statistically characteristic sets., Japan Society for the Promotion of Science, Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (C), 2019/04 -2022/03, Grant-in-Aid for Scientific Research (C), Kindai University
  • Cognitive Village: Adaptively Learning Technical Support System for Elderly
    Marcin Grzegorzek
    Bundesministerium für Bildung und Forschung (BMBF), Adaptive Learning System: For an Intuitive Interaction between Human and Complex Techniques, 2015/09 -2018/08, Competitive research funding
  • Development of Video Retrieval Engine by Using a Large-scale Video Corpus
    SHIRAHAMA KIMIAKI
    Japan Society for the Promotion of Science (JSPS), Grant-in-Aid for Scientific Research (B), 2014/04 -2016/03, Principal investigator, Competitive research funding
  • High-level Motion Recognition Using Virtual Examples Created by Virtual Reality Technique
    SHIRAHAMA KIMIAKI
    Japan Society for the Promotion of Science (JSPS), JSPS Postdoctoral Fellowships for Research Abroad, 2013/06 -2015/05, Principal investigator, Competitive research funding
  • Video Retrieval System based on Machine Learning
    UEHARA KUNIAKI
    Japan Society for the Promotion of Science (JSPS), Grant-in-Aid for Scientific Research (B), 2011/04 -2013/03, Competitive research funding
  • Gesture-based Video Archive Retrieval Using Mixed Reality Technique
    SHIRAHAMA KIMIAKI
    Ministry of Internal affairs and Communications, Strategic Information and Communications R&D Promotion Programme (SCOPE), 2009/04 -2012/03, Principal investigator, Competitive research funding
  • Second-generation Video Mining: Extracting Patterns for Exhaustive Retrieval of Events in Video Archive
    SHIRAHAMA KIMIAKI
    In this research, by applying data mining technique to video processing, we have explored three approaches for efficiently retrieving events of interest in a video archive. In the first one, we use rough set theory to extract combinations of features (e.g. color, edge, motion etc.) specific to events as patterns. In the second approach, we organize various concepts (e.g. Person, Car, Building etc.) into a video ontology. It is used to improve the event retrieval performance. In the final approach, we extract impressive topics in a video by detecting abnormal editing patterns., Japan Society for the Promotion of Science (JSPS), Grant-in-Aid for Young Scientists (B), 2008/03 -2010/03, Principal investigator, Competitive research funding, Grant-in-Aid for Young Scientists (B), Kobe University

Teaching Experience

  • Advanced Pattern Recognition
    International Science and Technology Course, Doshisha University
  • 人工知能
    同志社大学 理工学部 情報システムデザイン学科
  • 情報システム演習実験III
    同志社大学 理工学部 情報システムデザイン学科
  • 情報システム概論
    同志社大学 理工学部 情報システムデザイン学科
  • マルチメディア信号処理
    同志社大学 理工学部 情報システムデザイン学科
  • ソフトウェア工学
    同志社大学 理工学部 情報システムデザイン学科
  • 情報システム開発技法
    同志社大学 理工学部 情報システムデザイン学科
  • 情報処理実習2
    近畿大学 情報学部
  • 計測・情報システム専門基礎
    近畿大学 大学院 総合理工学研究科
  • 機械学習
    近畿大学 理工学部 情報学科
  • ディジタル信号処理
    近畿大学 理工学部 情報学科
  • プログラミング実習II
    近畿大学 理工学部 情報学科
  • マルチメディア理解特論
    近畿大学 大学院 総合理工学研究科
  • 情報実習I
    近畿大学 理工学部 情報学科
  • 情報処理実習II
    近畿大学 理工学部 情報学科
  • 情報処理実習I
    近畿大学 理工学部 情報学科
  • プログラミング実習I
    近畿大学 理工学部 情報学科
  • 情報実習II
    近畿大学 理工学部 情報学科
  • Multimedia Retrieval
    ドイツ ジーゲン大学 電子情報学科
  • オブジェクト指向言語
    室蘭工業大学 情報電子工学系学科
  • 情報工学PBL:システム開発演習
    室蘭工業大学 情報電子工学系学科
  • 情報工学演習A
    室蘭工業大学 情報電子工学系学科(夜間主)
  • 情報リテラシー演習
    室蘭工業大学 情報電子工学系学科
  • 情報基礎
    神戸大学 経済学部
  • 電気電子システム実験4
    大阪工業大学 工学部 電気電子システム工学科