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J-GLOBAL ID：202201005154713347   Update date: Feb. 01, 2024

Fujita Haruhiro

フジタ ハルヒロ | Fujita Haruhiro
Affiliation and department：
Nigata University of International and Information Studies Faculty of Business and Informatics

About Nigata University of International and Information Studies Faculty of Business and Informatics


Job title： Professor
Research field  (4)： Mathematical informatics ,  Intelligent informatics ,  Archaeology ,  Cultural properties
Research keywords  (5)： Multimodal AI ,  Fine-Tuning by Large Language Model ,  Fusion of AI and formalism ,  3D Deep Clustering Analyses ,  3D Convolutional Deep Learning
Research theme for competitive and other funds  (11)：
  • 2023 - 2026 Challenge to data-driven research foundation that fuses formalism and AI
  • 2022 - 2026 Creating a Technological Infrastructure for the Digital Restoration of Cultural Properties Using Statistical Image Processing and Deep Learning
  • 2022 - 2025 Establishing a technical basis for statistical image processing and deep learning for the digital restoration of cultural heritage.
  • 2022 - 2025 Verification of Sueki potteries' types and dating criteria by deep learning cluster analyses of 3D-RGB data
  • 2019 - 2024 Establishment of research base for preservation and public utilization of prehistoric mural paintings as human heritage.
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Papers (14)：
  • Miyao Toru, Fujita Haruhiro, Itagaki Masatoshi, Ichikawa Kenta, Nagumo Ayaka, Kawano Kazutaka. Voxel programing for 3D-RGB Jomon Potteries' deep learning cluster analyses and evaluation on 3D-data resolutions. 46th Conference Proceedings of Japan Society of Archaeological Informatics. 2023. 26. 66-71
  • Yamamoto Ryo, Fujita Haruhiro, Kawahara Kazuyoshi, Ichikawa Kenta, Nagumo Ayaka. Development of a Multi-head Multi-task 3D-2D-CNN model of Sue-wares. 46th Conference Proceedings of Japan Society of Archaeological Informatics. 2022. 27. 62-65
  • Fujita Haruhiro, Yamamoto Ryo, Kawahara Kazuyoshi, Ichikawa Kenta, Nagumo Ayaka. Development of a pseudo label supervised classification + cluster model of Sue-wares and visualization model recognition by Grad-CAM of. 46th Conference Proceedings of Japan Society of Archaeological Informatics. 2022. 27. 55-61
  • Kawahara Kazuyoshi, Fujita Haruhiro. Masking Processes of Reconstructed Parts of 3D Measured Jomon Potteries. Proceedings of 1st Workshop of Deep Learning in Archaeology and Cultural Properties. 2021
  • Fujita Haruhiro, Yamamoto Ryo, Itagaki Masatoshi, Ichikawa Kenta, Miyao Toru, Kawahara Kazutoshi. Verification of Types and Aging Criteria of Potteries by Deep Learning Cluster Analyses. Proceedings of 1st Workshop of Deep Learning in Archaeology and Cultural Properties. 2021
ｍore...
Books (2)：
  • The horizon of historical GIS: Toward Reconstruction of Topography, Environments and Regional Structures
    Bensei Publication 2012 ISBN:9784585220220
  • Revolution and Strategic Methods of Regional Agricultural Management
    Agroforestry Statistical Association 2007 ISBN:9784541033970
Lectures and oral presentations  (9)：
  • Digital Image Restoration of Cultural Properties by Statistical Image Processing (DStretch)and Deep Learning (CycleGAN)
    (47th Conference of Japan Association for Archaeoinformatics 2023)
  • Impact evaluation of voxel data resolution difference for Jomon pottery 3D deep learning cluster analysis
    (47th Conference of Japan Association for Archaeoinformatics 2023)
  • Trial of supervised classification of Sue potteries scan data with 3D-RGBA128*128*128 resolution Voxel data
    (47th Conference of Japan Association for Archaeoinformatics 2023)
  • A pseudo label supervised learning + deep clustering of 3D-RGBA 128*128*128 Voxel data and comparison with expert's type and aging classifications
    (47th Conference of Japan Association for Archaeoinformatics 2023)
  • Differentiations of Output Clusters and Archaeological Classifications of 3D-RGBA Deep Learning of Sue-wares
    (French Japanese Archaeological Workshop (Addendum of Second Workshop of Deep Learning in Archaeology and Cultural Properties) 2022)
ｍore...
Education (3)：
  • 1983 - 1989 The University of Queensland Department of Agriculture Doctoral Course
  • 1981 - 1983 Kyushu University Graduate School of Agriculture Animal Science
  • 1978 - 1981 University of Miyazaki Faculty of Agriculture Department of Grassland
Professional career (1)：
  • Doctor of Philosophy (The University of Queensland)
Work history (10)：
  • 2022/04 - 現在 Nigata University of International and Information Studies Faculty of Business and Informatics Professor
  • 2019/04 - 現在 Visiting Scientist of Tokyo National Museum
  • 2012/04 - 2022/03 Nigata University of International and Information Studies Faculty of Business and Informatics Professor
  • 2005/04 - 2012/03 Toyo University Graduate School of Regional Development Studies Professor
  • 2003/04 - 2012/03 Toyo University Faculty of Regional Development Studies Department of Tourism Professor
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Awards (1)：
  • 1999/04 - International Society of Photogrammetry and Remote Sensing The Best Scientific Achievements and Communication Development Milestones of earth monitoring and disaster warning working group of APAN on real time Asia Pacific disaster and food security networking
Association Membership(s) (2)：
にいがたGIS協議会 ,  Japan Association for Archaeoinformatics
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