Rchr
J-GLOBAL ID:201301094752852150   Update date: Feb. 01, 2024

Han Xian-Hua

ハン シェンファー | Han Xian-Hua
Affiliation and department:
Job title: Prof.
Homepage URL  (1): https://sites.google.com/view/mlp-lab/
Research field  (2): Intelligent informatics ,  Perceptual information processing
Research keywords  (1): Machine Learning, Pattern Recognition, Computer Vision
Research theme for competitive and other funds  (11):
  • 2020 - 2023 Integrated Model-Driven and Data-Driven Framework for Hyper-Spectral Image Super-Resolution
  • 2018 - 2021 Tensor Sparse Coding for Temporal and Spatial Feature Extraction and Classification of Liver Lesions in Multi-phase CT Images
  • 2018 - 2020 テンソルスパース表現による多時相CT画像の時空間特徴抽出と肝腫瘍性病変の診断支援
  • 2015 - 2018 Study on Image Representation Learning and Understanding based on Human's Perception Principle and Deep Statistical Analysis
  • 2014 - 2017 Localization and Alignment of Non-rigid Organs by Exhaustive Search of Position, Orientation,Scale and Deformation Parameters
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Papers (266):
  • Guoyu Tong, Huiyan Jiang, Tianyu Shi, Xian-Hua Han, Yu-Dong Yao. A Lightweight Network for Contextual and Morphological Awareness for Hepatic Vein Segmentation. IEEE Journal of Biomedical and Health Informatics. 2023. 27. 10. 4878-4889
  • He Li, Yutaro Iwamoto, Xianhua Han, Lanfen Lin, Akira Furukawa, Shuzo Kanasaki, Yen-Wei Chen 0001. 3D Multiple-Contextual ROI-Attention Network for Efficient and Accurate Volumetric Medical Image Segmentation. IEICE Transactions on Information & Systems. 2023. 106. 5. 1027-1037
  • Xinran Zhang, Xiaoyu Shi, Yutaro Iwamoto, Jingliang Cheng, Jie Bai, Guohua Zhao, Xian-Hua Han, Yen-Wei Chen 0001. IDH mutation status prediction by a radiomics associated modality attention network. The Visual Computer. 2023. 39. 6. 2367-2379
  • Tetsuo Inoshita, Yuto Namba, Yuichi Nakatani, Kenta Ishihara, Sachio Iwasaki, Kosuke Moriwaki, Xian-Hua Han. Exploring Cross Modality Feature Fusion for Activity Recognition at OpenPack Challenge 2022. PerCom Workshops. 2023. 262-263
  • Masato Tada, Xian-Hua Han. Bottleneck Transformer model with Channel Self-Attention for skin lesion classification. MVA. 2023. 1-5
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MISC (67):
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Patents (1):
  • 画像解析装置、画像登録装置および画像検索装置
Books (6):
  • Residual Sparse Autoencoders for Unsupervised Feature Learning and Its Application to HEp-2 Cell Staining Pattern Recognition
    Deep Learning in Healthcare, Chapter 11, Yen-Wei Chen and Jain, Lakhmi C. (Eds.), [Online First], Springer, 2020. DOI: 10.1007/978-3-030-32606-7_11 2020
  • Hyperspectral Image Super-Resolution Using Optimization and DCNN-Based Methods
    Processing and Analysis of Hyperspectral Data, Jie Chen (Eds.), [Online First], IntechOpen, DOI: 10.5772/intechopen.89243. 2020
  • High-Order Statistics of Micro-Texton for HEp-2 Staining Pattern Classification in 「Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging」
    Springer 出版 2018
  • Subspace Methods for Pattern Recognition in Intelligent Environment・Sparse Representation for Image Super-Resolution
    Springer 2014 ISBN:9783642548505
  • Adaptive Noise Reduction and Edge Enhancement in Medical Images by using ICA?Computational Intelligence in Biomedical Imaging
    Springer 2013 ISBN:9781461472445
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Lectures and oral presentations  (52):
  • 深層Residual Attention ネットワークを用いたスナップショット撮影からハイパースペクトル画像の復元
    (第19回情報科学技術フォーラム(FIT2020), H-006)
  • Deep Attention ConvLSTM-UNetを用いた画像の降雨ノイズ除去
    (第19回情報科学技術フォーラム(FIT2020), H-028)
  • 注目領域の自動学習ネットワークによる画像キャプションの自動生成
    (第23回 画像の認識・理解シンポジウム (MIRU2020))
  • 知覚損失学習を用いた単一画像の雨筋除去
    (第23回 画像の認識・理解シンポジウム (MIRU2020))
  • Multispectral and Hyperspectral Image Fusion with Deep Learned Prior
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Education (3):
  • 2002 - 2005 琉球大学大学院
  • 1999 - 2002 中国山東大学大学院
  • 1995 - 1999 中国重慶大学
Professional career (1):
  • 工学博士 (琉球大学)
Work history (7):
  • 2023/09 - 現在 Rikkyo University Graduate School of Artificial Intelligence and Science Prof.
  • 2017/03 - 2023/08 Yamaguchi University Associate Professor
  • 2016/04 - 2017/02 AIST Senior Researcher
  • 2013/04 - 2016/03 立命館大学 グローバルイノベーション研究機構 研究教員(准教授)
  • 2010/04 - 2013/03 立命館大学 グローバルイノベーション研究機構 ポストドクトラルフェロー
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Awards (1):
  • 2012/05 - 日本私立学校振興・共済事業団 学術研究振興基金(若手研究者奨励金)
Association Membership(s) (3):
ACM ,  IEEE ,  電子情報通信学会
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