Rchr
J-GLOBAL ID:201301025947214610
Update date: Nov. 12, 2024
Nishimoto Shinji
ニシモト シンジ | Nishimoto Shinji
Affiliation and department:
Job title:
Professor
Other affiliations (2):
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Osaka University
Graduate School of Medicine
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National Institute of Information and Communications Technology
Center for Information and Neural Networks (CiNet)
Research Manager
Homepage URL (2):
https://nishimotolab.org
,
https://www.fbs.osaka-u.ac.jp/en/research_group/detail/25
Research field (3):
Perceptual information processing
, Neuroscience - general
, Cognitive sciences
Research keywords (16):
Personal Brainomics
, semantic space
, predictive model
, encoding / decoding
, space-time receptive field
, energy model
, feature space
, Cerebral Cortex
, Cognitive Neurosciences
, attention
, Computational Neuroscience
, fMRI
, Electrophysiology
, Vision
, Neurophysiology
, Neuroscience
Research theme for competitive and other funds (16):
- 2023 - 2028 Explorations into the Neurocognitive Basis of Symbolic Processing: Focusing on the Mediation System between Form and Meaning of Human Language
- 2021 - 2024 Parallel processing strategy in mid-tier visual areas in primates
- 2018 - 2023 時の流れの神経基盤
- 2019 - 2023 香りの機能拡張によるヒューメインな社会の実現
- 2018 - 2023 (Neural representation and interaction)
- 2018 - 2023 Ikegaya Brain-AI Hybrid Project
- 2018 - 2020 脳機能データ解析における内因性および外因性信号の定量化技術の開発
- 2017 - 2020 Deeping Brain Decoding Technology and Development of its Application based on Understanding the Mechanism of Dealing with Multimodal Information in the Brain
- 2015 - 2020 Neural basis of mental images
- 2015 - 2019 Understanding of taste information processing in the central nerve system and the decoding of taste information
- 2014 - 2019 Creation of next-generation magnetic resonance brain function measurement technology to accelerate the brain research
- 2016 - 2018 Evaluation of abnormalities of brain semantic network in schizophrenia
- 2015 - 2018 Quantitative understanding of perceptual and cognitive representations
- 2014 - 2016 脳内表象の定量理解を介した自然知覚・認知・行動関連脳活動の解読
- 2014 - 2015 スパースモデリングを用いた大脳中次視覚野における自然視覚情報処理機構の解明
- 2013 - 2014 多様な認知機能を統合的に扱うための認知特徴空間の同定およびその皮質寄与分布の解明
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Papers (55):
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Ryusuke Hayashi, Shizuo Kaji, Yukiko Matsumoto, Satoshi Nishida, Shinji Nishimoto, Hidehiko Takahashi. Homogenization of word relationships in schizophrenia: Topological analysis of cortical semantic representations. Psychiatry and Clinical Neurosciences. 2024. 78. 11. 687-695
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Yuya Ikegawa, Ryohei Fukuma, Hidenori Sugano, Satoru Oshino, Naoki Tani, Kentaro Tamura, Yasushi Iimura, Hiroharu Suzuki, Shota Yamamoto, Yuya Fujita, et al. Text and image generation from intracranial electroencephalography using an embedding space for text and images. Journal of neural engineering. 2024
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Toshiki Okumura, Ikuhiro Kida, Atsushi Yokoi, Tomoya Nakai, Shinji Nishimoto, Kazushige Touhara, Masako Okamoto. Semantic context-dependent neural representations of odors in the human piriform cortex revealed by 7T MRI. Human Brain Mapping. 2024. 45. 6
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Naoko Koide-Majima, Shinji Nishimoto, Kei Majima. Mental image reconstruction from human brain activity: Neural decoding of mental imagery via deep neural network-based Bayesian estimation. Neural Networks. 2024. 170. 349-363
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Yu Takagi, Shinji Nishimoto. High-resolution image reconstruction with latent diffusion models from human brain activity. The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2023. 14453-14463
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MISC (18):
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Tomoya Nakai, Rieko Kubo, Shinji Nishimoto. Cortical representational geometry of diverse tasks reveals subject-specific and subject-invariant cognitive structures. bioRxiv. 2024
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栁澤 琢史, 福間 良平, 西本 伸志, 菅野 秀宣, 田村 健太郎, 飯村 康司, 山本 祥太, 押野 悟, 谷 直樹, 神谷 之康, et al. 想起型Brain-Computer Interfaceの開発-Development of imagery-based Brain-Computer Interface-第61回日本定位・機能神経外科学会 優秀演題論文. 機能的脳神経外科 : 日本定位・機能神経外科学会機関誌 = Functional neurosurgery : official journal of the Japan Society for Stereotactic and Functional Neurosurgery / 日本定位・機能神経外科学会事務局 編. 2022. 61. 35-41
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Satoshi Nishida, Yukiko Matsumoto, Naganobu Yoshikawa, Shuraku Son, Akio Murakami, Ryusuke Hayashi, Shinji Nishimoto, Hidehiko Takahashi. Reduced intra- and inter-individual diversity of semantic representations in the brains of schizophrenia patients. 2020
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柳澤琢史, 柳澤琢史, 柳澤琢史, 福間良平, 福間良平, 西本伸志, 菅野秀宣, 田村健太郎, 飯村康司, 山本祥太, et al. Exploration of neural representation from epilepsy surgery. 日本てんかん外科学会プログラム・抄録集. 2020. 44th
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柳澤琢史, 柳澤琢史, 柳澤琢史, 福間良平, 福間良平, 西本伸志, 菅野秀宣, 田村健太郎, 飯村康司, 山本祥太, et al. 皮質脳波による視覚的意味内容のデコーディング. 日本ヒト脳機能マッピング学会プログラム・抄録集. 2020. 22nd
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Patents (10):
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想起画像推定装置、想起画像推定方法、制御プログラム、記録媒体
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情報検索方法、情報検索装置、コンピュータプログラム
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推定システム、及び推定方法
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脳活動予測装置、知覚認知内容推定システム、及び脳活動予測方法
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通过脑活动的解析推测感知语义内容的推测方法
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Books (1):
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Visual Population Codes
The MIT Press 2011 ISBN:9780262016247
Lectures and oral presentations (16):
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あすを創るニューロサイエンス 想起型Brain-Computer Interfaceの開発
(日本定位・機能神経外科学会プログラム・抄録集 2022)
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Encoding and decoding of brain activity: concepts, potential applications, and challenges
(Tech Summit at Singapore 2019)
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Modeling internal representations in the brain
(8th International Max Planck Research School on Neuroscience of Communication 2018)
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Linking neuroscience and machine learning via latent features of natural stimuli
(Gatsby-Kakenhi Joint Workshop at University College London 2017)
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Modeling and decoding of brain activity during natural vision
(ABC Colloquium at University of Amsterdam 2016)
more...
Works (6):
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Extracellular recordings from area MT of awake macaques in response to naturalistic movies. CRCNS.org
Nishimoto S, Gallant JL 2018 -
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motion_energy_matlab
Nishimoto S, Lescroart M 2017 -
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Gallant Lab Natural Movie 4T fMRI Data
Nishimoto S, Vu AT, Naselaris T, Benjamini Y, Yu B, Gallant JL 2014 -
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pycortex: A brain viewer on category representation; attentional modulation
Gao J, Cukur T, Nishimoto S, Huth AG, Gallant JL 2013 -
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pycortex: A brain viewer on category representation
Gao J, Huth AG, Nishimoto S, Vu AT, Gallant JL 2012 -
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Education (3):
- 2002 - 2005 Osaka University Graduate School of Engineering Science
- 2000 - 2002 Osaka University Graduate Schoolf of Engineering Science Biophysical Engineering
- 1997 - 2000 Osaka University School of Engineering Science Biophysical Engineering
Professional career (2):
Work history (8):
- 2021 - 現在 (adjunct) National Institute of Information and Communications Technology Center for Information and Neural Networks (CiNet) Guest Researcher
- 2021 - 現在 Osaka University Graduate School of Frontier Biosciences Professor
- 2015 - 現在 (adjunct) Osaka University Graduate School of Medicine Guest Professor
- 2013 - 2021 (adjunct) Osaka University Graduate School of Frontier Biosciences Guest Associate Professor
- 2013 - 2021 National Institute of Information and Communications Technology Center for Information and Neural Networks Senior Researcher
- 2010 - 2013 University of California, Berkeley Helen Wills Neuroscience Institute Associate Specialist
- 2005 - 2010 University of California, Berkeley Helen Wills Neuroscience Institute Postdoctoral Fellow
- 2005 - 2005 Osaka University Graduate School of Frontier Biosciences Postdoctoral Fellow
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Awards (10):
- 2023 - Osaka University Distinguished Professor
- 2023 - JSPS JSPS Prize
- 2021 - Algonauts Challenge 2021 3rd place winner
- 2020 - 人工知能学会 全国大会優秀賞
- 2018 - Japanese Neural Network Society (Excellent Research Prize)
- 2017 - The New Technology Development Foundation The Ichimura Prize in Science for Distinguished Achievement
- 2016 - National Institute of Information and Communications Technology Distinguished Achievement Prize
- 2015 - The Institute of Image Information and Television Engineers Distinguished Movie Contents Prize
- 2012 - Netexplo NETEXPLO 100 2012
- 2011 - Time Magazine The 50 best inventions in 2011
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Association Membership(s) (4):
THE JAPAN NEUROSCIENCE SOCIETY
, Society for Neuroscience
, The Japanese Society for Artificial Intelligence
, Japanese Neural Network Society
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