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Visualizing neural represeantation of mental imagery

Research Project

Project/Area Number 20H05705
Research Category

Grant-in-Aid for Scientific Research (S)

Allocation TypeSingle-year Grants
Review Section Broad Section J
Research InstitutionKyoto University

Principal Investigator

Kamitani Yukiyasu  京都大学, 情報学研究科, 教授 (50418513)

Co-Investigator(Kenkyū-buntansha) 阿部 修士  京都大学, 人と社会の未来研究院, 教授 (90507922)
柳澤 琢史  大阪大学, 大学院医学系研究科 神経情報学, 教授 (90533802)
塚本 光昭  株式会社国際電気通信基礎技術研究所, 脳情報通信総合研究所, 研究技術員 (00514481)
Project Period (FY) 2020-08-31 – 2025-03-31
Project Status Completed (Fiscal Year 2024)
Budget Amount *help
¥196,690,000 (Direct Cost: ¥151,300,000、Indirect Cost: ¥45,390,000)
Fiscal Year 2024: ¥38,610,000 (Direct Cost: ¥29,700,000、Indirect Cost: ¥8,910,000)
Fiscal Year 2023: ¥38,610,000 (Direct Cost: ¥29,700,000、Indirect Cost: ¥8,910,000)
Fiscal Year 2022: ¥38,610,000 (Direct Cost: ¥29,700,000、Indirect Cost: ¥8,910,000)
Fiscal Year 2021: ¥38,610,000 (Direct Cost: ¥29,700,000、Indirect Cost: ¥8,910,000)
Fiscal Year 2020: ¥42,250,000 (Direct Cost: ¥32,500,000、Indirect Cost: ¥9,750,000)
Keywords認知科学 / 神経科学 / イメージ / 錯視 / ブレイン・デコーディング / 深層ニューラルネットワーク / デコーディング / 夢
Outline of Research at the Start

イメージは心の状態を構成する重要な要素である。多様なイメージは脳内でどのように生成されるのであろうか? 従来の心理学や認知神経科 学では、心的イメージは間接的な行動指標によって計測され、具体的なイメージ内容を可視化して解析することは困難であった。申請者らは、 深層ニューラルネットワークを用いた脳情報デコーディングという独自の技術を世界に先駆けて開発し、知覚・想起イメージの一部の可視化に 成功している。本研究では、イメージの階層的情報処理という視点から上述の可視化アプローチを拡張し、多様なイメージが生成される脳部位 や情報処理方式を解明する。

Outline of Final Research Achievements

This research has established a technology for visualizing diverse mental images by integrating brain activity measurement and the latent representation of deep neural networks. Specifically, it has succeeded in reconstructing subjective perceptions as images, such as objects of attention or illusory perceptions that differ from physical stimuli. Furthermore, it has developed an inter-individual image reconstruction technique that eliminates the need for large amounts of training data for each subject. Exceeding initial expectations, the research also succeeded in extending this technology to modalities other than vision. Additionally, it has addressed the issue of "spurious reconstruction" seen with the use of generative AI by conducting theoretical analysis and building a framework to ensure reliability. These achievements open new avenues for objectively capturing human subjective experiences.

Academic Significance and Societal Importance of the Research Achievements

「心の中のイメージ」を、脳からAI(人工知能)を使って可視化する技術を確立した。これにより、注意を向けた対象や錯覚といった、本人にしか分からない主観的な「ものの見え方」を客観的に捉えることが可能になる 。この成果は、言葉で表せない感覚の共有や、精神・神経疾患の診断補助、新たな芸術表現を生み出すなど、幅広い応用が期待されるものである。

Assessment Rating
Interim Assessment

A: 順調に研究が進展しており、期待どおりの成果が見込まれる

Report

(10 results)
  • 2024 Annual Research Report   Final Research Report ( PDF )
  • 2023 Annual Research Report
  • 2022 Abstract (Interim Assessment) ( PDF )   Annual Research Report   Interim Assessment (Comments) ( PDF )
  • 2021 Annual Research Report
  • 2020 Abstract ( PDF )   Comments on the Screening Results ( PDF )   Annual Research Report
  • Research Products

    (123 results)

All 2025 2024 2023 2022 2021 2020 Other

All Journal Article (35 results) (of which Int'l Joint Research: 13 results,  Peer Reviewed: 23 results,  Open Access: 29 results) Presentation (78 results) (of which Int'l Joint Research: 22 results,  Invited: 36 results) Book (4 results) Remarks (6 results)

  • [Journal Article] Abnormal Synchronization Between Cortical Delta Power and Ripples in Hippocampal Sclerosis2025

    • Author(s)
      Iwata Takamitsu、Yanagisawa Takufumi、Fukuma Ryohei、Ikegaya Yuji、Oshino Satoru、Tani Naoki、Khoo Hui Ming、Sugano Hidenori、Iimura Yasushi、Suzuki Hiroharu、Kishima Haruhiko
    • Journal Title

      Annals of Clinical and Translational Neurology

      Volume: - Issue: 5 Pages: 986-997

    • DOI

      10.1002/acn3.70032

    • Related Report
      2024 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Image retrieval based on closed-loop visual?semantic neural decoding2024

    • Author(s)
      Fukuma Ryohei、Yanagisawa Takufumi、Sugano Hidenori、Tamura Kentaro、Oshino Satoru、Tani Naoki、Iimura Yasushi、Khoo Hui Ming、Suzuki Hiroharu、Yang Huixiang、Iwata Takamitsu、Nakajima Madoka、Nishimoto Shinji、Kamitani Yukiyasu、Kishima Haruhiko
    • Journal Title

      medRxiv

      Volume: -

    • DOI

      10.1101/2024.08.05.606113

    • Related Report
      2024 Annual Research Report
    • Open Access
  • [Journal Article] How emotion is experienced and expressed in multiple cultures: A large-scale experiment across North America, Europe, and Japan2024

    • Author(s)
      Alan S. Cowen, Jeffrey Brooks, Gautam Prasad, Misato Tanaka, Yukiyasu Kamitani, Vladimir Kirilyuk, Krishna Somandepalli, Brendan Jou, Florian Schrof, Hartwig Adam, Disa Sauter, Xia Fang, Kunalan Manokara, Panagiotis Tzirakis, Moses Oh, Dacher Keltner
    • Journal Title

      Frontiers

      Volume: 15 Pages: 1350631-1350631

    • DOI

      10.3389/fpsyg.2024.1350631

    • Related Report
      2024 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Hippocampal sharp-wave ripples correlate with periods of naturally occurring self-generated thoughts in humans2024

    • Author(s)
      Iwata Takamitsu、Yanagisawa Takufumi、Ikegaya Yuji、Smallwood Jonathan、Fukuma Ryohei、Oshino Satoru、Tani Naoki、Khoo Hui Ming、Kishima Haruhiko
    • Journal Title

      Nature Communications

      Volume: 15 Issue: 1 Pages: 1-12

    • DOI

      10.1038/s41467-024-48367-1

    • Related Report
      2024 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Text and image generation from intracranial electroencephalography using an embedding space for text and images2024

    • Author(s)
      Ikegawa Yuya、Fukuma Ryohei、Sugano Hidenori、Oshino Satoru、Tani Naoki、Tamura Kentaro、Iimura Yasushi、Suzuki Hiroharu、Yamamoto Shota、Fujita Yuya、Nishimoto Shinji、Kishima Haruhiko、Yanagisawa Takufumi
    • Journal Title

      Journal of Neural Engineering

      Volume: ‐ Issue: 3 Pages: 036019-036019

    • DOI

      10.1088/1741-2552/ad417a

    • Related Report
      2024 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A deep learning model for the detection of various dementia and MCI pathologies based on resting-state electroencephalography data: A retrospective multicentre study.2024

    • Author(s)
      Watanabe Y, Miyazaki Y, Hata M, Fukuma R, Aoki Y, Kazui H, Araki T, Taomoto D, Satake Y, Suehiro T, Sato S, Kanemoto H, Yoshiyama K, Ishii R, Harada T, Kishima H, Ikeda M, Yanagisawa T.
    • Journal Title

      Neural Netw

      Volume: 171 Pages: 242-250

    • DOI

      10.1016/j.neunet.2023.12.009

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] How emotion is experienced and expressed in multiple cultures: a large-scale experiment across North America, Europe, and Japan2024

    • Author(s)
      Alan S. Cowen, Jeffrey Brooks, Gautam Prasad, Misato Tanaka, Yukiyasu Kamitani, Vladimir Kirilyuk, Krishna Somandepalli, Brendan Jou, Florian Schroff, Hartwig Adam, Disa Sauter, Xia Fang, Kunalan Manokara, Panagiotis Tzirakis, Moses Oh, Dacher Keltner
    • Journal Title

      Frontiers

      Volume: 15

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] INTER-INDIVIDUAL AND INTER-SITE NEURAL CODE CONVERSION AND IMAGE RECONSTRUCTION WITHOUT SHARED STIMULI2024

    • Author(s)
      Haibao Wang, Jun Kai Ho, Fan L. Cheng, Shuntaro C. Aoki, Yusuke Muraki, Misato Tanaka, Yukiyasu Kamitani
    • Journal Title

      arXiv

      Volume: -

    • Related Report
      2023 Annual Research Report
    • Open Access
  • [Journal Article] Hippocampal neural fluctuation between memory encoding and retrieval states during a working memory task in humans2023

    • Author(s)
      Watanabe Yusuke、Ikegaya Yuji、Yanagisawa Takufumi
    • Journal Title

      bioRxiv

      Volume: -

    • DOI

      10.1101/2023.04.28.538785

    • Related Report
      2023 Annual Research Report
    • Open Access
  • [Journal Article] Inter-individual deep image reconstruction via hierarchical neural code conversion2023

    • Author(s)
      Ho Jun Kai、Horikawa Tomoyasu、Majima Kei、Cheng Fan、Kamitani Yukiyasu
    • Journal Title

      NeuroImage

      Volume: 271 Pages: 120007-120007

    • DOI

      10.1016/j.neuroimage.2023.120007

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Magnetoencephalographic neurofeedback training decreases β-low-γ phase-amplitude coupling of the motor cortex of healthy adults: a double-blinded randomized crossover feasibility study2023

    • Author(s)
      Izutsu Nobuyuki、Yanagisawa Takufumi、Fukuma Ryohei、Kishima Haruhiko
    • Journal Title

      Journal of Neural Engineering

      Volume: 20 Issue: 3 Pages: 036005-036005

    • DOI

      10.1088/1741-2552/acd0d6

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Reconstructing visual illusory experiences from human brain activity2023

    • Author(s)
      Cheng Fan L.、Horikawa Tomoyasu、Majima Kei、Tanaka Misato、Abdelhack Mohamed、Aoki Shuntaro C.、Hirano Jin、Kamitani Yukiyasu
    • Journal Title

      Science Advances

      Volume: 9 Issue: 46 Pages: 3906-3906

    • DOI

      10.1126/sciadv.adj3906

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 脳をくすぐるアート2023

    • Author(s)
      神谷之康
    • Journal Title

      通信ソサイエティマガジン B-Plus

      Volume: no. 64 Pages: 295-304

    • Related Report
      2022 Annual Research Report
    • Open Access
  • [Journal Article] Development and Clinical Application of BMI2022

    • Author(s)
      Yanagisawa Takufumi
    • Journal Title

      Japanese Journal of Neurosurgery

      Volume: 31 Issue: 9 Pages: 558-563

    • DOI

      10.7887/jcns.31.558

    • ISSN
      0917-950X, 2187-3100
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multiple types of navigational information are independently encoded in the population activities of the dentate gyrus neurons2022

    • Author(s)
      Murano Tomoyuki、Nakajima Ryuichi、Nakao Akito、Hirata Nao、Amemori Satoko、Murakami Akira、Kamitani Yukiyasu、Yamamoto Jun、Miyakawa Tsuyoshi
    • Journal Title

      Proceedings of the National Academy of Sciences

      Volume: 119 Issue: 32

    • DOI

      10.1073/pnas.2106830119

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Neurofeedback Training without Explicit Phantom Hand Movements and Hand-Like Visual Feedback to Modulate Pain: A Randomized Crossover Feasibility Trial2022

    • Author(s)
      Yanagisawa Takufumi、Fukuma Ryohei、Seymour Ben、Tanaka Masataka、Yamashita Okito、Hosomi Koichi、Kishima Haruhiko、Kamitani Yukiyasu、Saitoh Youichi
    • Journal Title

      The Journal of Pain

      Volume: 23 Issue: 12 Pages: 2080-2091

    • DOI

      10.1016/j.jpain.2022.07.009

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Abnormal phase-amplitude coupling characterizes the interictal state in epilepsy.2022

    • Author(s)
      藤田 祐也、栁澤 琢史、福間 良平、浦 菜津子、押野 悟、貴島 晴彦
    • Journal Title

      Journal of Neural Engineering

      Volume: - Issue: 2 Pages: 026056-026056

    • DOI

      10.1088/1741-2552/ac64c4

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Attention modulates neural representation to render reconstructions according to subjective appearance2022

    • Author(s)
      Horikawa Tomoyasu、Kamitani Yukiyasu
    • Journal Title

      Communications Biology

      Volume: 5 Issue: 1 Pages: 1-12

    • DOI

      10.1038/s42003-021-02975-5

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Voluntary control of semantic neural representations by imagery with conflicting visual stimulation2022

    • Author(s)
      Fukuma Ryohei、Yanagisawa Takufumi、Nishimoto Shinji、Sugano Hidenori、Tamura Kentaro、Yamamoto Shota、Iimura Yasushi、Fujita Yuya、Oshino Satoru、Tani Naoki、Koide-Majima Naoko、Kamitani Yukiyasu、Kishima Haruhiko
    • Journal Title

      Communications Biology

      Volume: 5 Issue: 1 Pages: 214-214

    • DOI

      10.1038/s42003-022-03137-x

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Decoding Oscillatory Representations of Memory-Recalled Color in Macaque Prefrontal Cortex2022

    • Author(s)
      Tanigawa, H., Majima, K., Takei, R., Kawasaki, K., Sawahata, H., Nakahara, K., Iijima, A., Suzuki, T., Kamitani, Y. & *Hasegawa, I.
    • Journal Title

      Cell Reports

      Volume: -

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Inter-individual deep image reconstruction2022

    • Author(s)
      Ho Jun Kai、Horikawa Tomoyasu、Majima Kei、Kamitani Yukiyasu
    • Journal Title

      bioRxiv

      Volume: 56 Pages: 474501-474501

    • DOI

      10.1101/2021.12.31.474501

    • Related Report
      2021 Annual Research Report
    • Open Access
  • [Journal Article] ヒト脳機能研究におけるfMRIの役割2021

    • Author(s)
      阿部 修士
    • Journal Title

      Journal of the Society of Biomechanisms

      Volume: 45 Issue: 1 Pages: 21-29

    • DOI

      10.3951/sobim.45.1_21

    • NAID

      130008150356

    • ISSN
      0285-0885
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Data-driven electrophysiological feature based on deep learning to detect epileptic seizures2021

    • Author(s)
      Yamamoto Shota、Yanagisawa Takufumi、Fukuma Ryohei、Oshino Satoru、Tani Naoki、Khoo Hui Ming、Edakawa Kohtaroh、Kobayashi Maki、Tanaka Masataka、Fujita Yuya、Kishima Haruhiko
    • Journal Title

      Journal of Neural Engineering

      Volume: 18 Issue: 5 Pages: 056040-056040

    • DOI

      10.1088/1741-2552/ac23bf

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Brain hierarchy score: Which deep neural networks are hierarchically brain-like?2021

    • Author(s)
      Nonaka Soma、Majima Kei、Aoki Shuntaro C.、Kamitani Yukiyasu
    • Journal Title

      iScience

      Volume: 24 Issue: 9 Pages: 103013-103013

    • DOI

      10.1016/j.isci.2021.103013

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Natural and Artificial Intelligence: A brief introduction to the interplay between AI and neuroscience research2021

    • Author(s)
      Macpherson Tom、Churchland Anne、Sejnowski Terry、DiCarlo James、Kamitani Yukiyasu、Takahashi Hidehiko、Hikida Takatoshi
    • Journal Title

      Neural Networks

      Volume: 144 Pages: 603-613

    • DOI

      10.1016/j.neunet.2021.09.018

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] fMRI lag structure during waking up from early sleep stages2021

    • Author(s)
      Alcaide Santiago、Sitt Jacobo、Horikawa Tomoyasu、Romano Alvaro、Maldonado Ana Carolina、Ibanez Agust?n、Sigman Mariano、Kamitani Yukiyasu、Barttfeld Pablo
    • Journal Title

      Cortex

      Volume: 142 Pages: 94-103

    • DOI

      10.1016/j.cortex.2021.06.005

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] How emotion is experienced and expressed in multiple cultures: a large-scale experiment2021

    • Author(s)
      Cowen Alan S.、Prasad Gautam、Tanaka Misato、Kamitani Yukiyasu、Kirilyuk Vladimir、Somandepalli Krishna、Jou Brendan、Schroff Florian、Hartwig Adam、Brooks Jeffrey A、Keltner Dacher
    • Journal Title

      PsyArXiv

      Volume: -

    • DOI

      10.31234/osf.io/gbqtc

    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Journal Article] ブレインマシーンインターフェースによる幻肢痛のコントロール2021

    • Author(s)
      栁澤琢史
    • Journal Title

      神経内科

      Volume: Vol. 94, No. 3 Pages: 351-357

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Brain-Machine Interfaceによる幻肢痛の治療2020

    • Author(s)
      栁澤琢史、福間良平、Ben Seymour、細見晃一、田中将貴、貴島晴彦、神谷之康、齋藤洋一
    • Journal Title

      機能的脳神経外科

      Volume: vol.59 Pages: 14-18

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Attentionally modulated subjective images reconstructed from brain activity2020

    • Author(s)
      Horikawa Tomoyasu, Kamitani Yukiyasu
    • Journal Title

      bioRxiv

      Volume: ー Pages: 424510-424510

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] ニューロフィードバックによる疼痛治療2020

    • Author(s)
      栁澤琢史
    • Journal Title

      ペインクリニック

      Volume: Vol.41 No.12 Pages: 1624-1632

    • Related Report
      2020 Annual Research Report
  • [Journal Article] 慢性疼痛に対するBrain-Computer Interface2020

    • Author(s)
      栁澤琢史
    • Journal Title

      ペインクリニック

      Volume: Vol.41 No.10 Pages: 1367-1374

    • Related Report
      2020 Annual Research Report
  • [Journal Article] BCI training to move a virtual hand reduces phantom limb pain2020

    • Author(s)
      Yanagisawa Takufumi, Fukuma Ryohei, Seymour Ben, Tanaka Masataka, Hosomi Koichi, Yamashita Okito, Kishima Haruhiko, Kamitani Yukiyasu, Saitoh Youichi
    • Journal Title

      Neurology

      Volume: 95 Issue: 4

    • DOI

      10.1212/wnl.0000000000009858

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Brain hierarchy score: Which deep neural networks are hierarchically brain-like?2020

    • Author(s)
      Nonaka Soma, Majima Kei, Aoki Shuntaro C., Kamitani Yukiyasu
    • Journal Title

      bioRxiv

      Volume: ー Pages: 216713-216713

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] The neural representation of visually evoked emotion is high-dimensional, categorical, and distributed across transmodal brain regions2020

    • Author(s)
      Horikawa Tomoyasu、Cowen Alan S.、Keltner Dacher、Kamitani Yukiyasu
    • Journal Title

      iScience

      Volume: 23 Issue: 5 Pages: 101060-101060

    • DOI

      10.1016/j.isci.2020.101060

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Cutting-edge intracranial EEG technology for basic and clinical research2025

    • Author(s)
      栁澤琢史
    • Organizer
      第27回ヒト脳マッピング学会
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] 視覚像再構成による色恒常性の神経表現の解明2025

    • Author(s)
      中西希天、田中美里、長野祥大、青木俊太郎、神谷之康
    • Organizer
      第27回日本ヒト脳マッピング学会
    • Related Report
      2024 Annual Research Report
  • [Presentation] 海馬sharp-wave rippleは自己生成的思考の発生に関係する2025

    • Author(s)
      岩田貴光
    • Organizer
      第27回ヒト脳マッピング学会
    • Related Report
      2024 Annual Research Report
  • [Presentation] BMI・AIを利用した医療技術開発の現状2024

    • Author(s)
      栁澤琢史
    • Organizer
      第36回日本生命倫理学会年次大会
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] Decoding and control of human thought and imagery2024

    • Author(s)
      Yanagisawa T
    • Organizer
      16th Academic Festival of Zhongshan School of Medicine and International Frontier Forum on Medicine
    • Related Report
      2024 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] AIによる神経疾患の脳波診断2024

    • Author(s)
      栁澤琢史
    • Organizer
      第54回「日本臨床神経生理学会学術大会」
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] Neurofeedback and aging2024

    • Author(s)
      栁澤琢史
    • Organizer
      第54回「日本臨床神経生理学会学術大会」
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] ニューロフィードバックによる痛みのニューロリハビリテーション2024

    • Author(s)
      栁澤琢史、Wang Yuhao, Yang Huixiang, 福間良平、細見晃一、貴島晴彦
    • Organizer
      日本脳神経外科学会第83回学術総会
    • Related Report
      2024 Annual Research Report
  • [Presentation] 脳情報解読を用いた情報技術と医療応用2024

    • Author(s)
      栁澤琢史
    • Organizer
      第24回 大阪大学-NTT 技術交流会
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] AIの潜在空間を用いた想起型BMI2024

    • Author(s)
      栁澤琢史、福間良平、菅野秀宣、田村健太郎、押野悟、谷直樹、飯村康司、クーウイミン、鈴木皓晴、Hixiang Yang、岩田貴光、中島円、西本伸志、神谷之康、貴島晴彦
    • Organizer
      第11回日本BMI研究会
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] Cognitive Control of Insular Cortex Activation and Its Impact on Pain Sensitivity through MEG Neurofeedback2024

    • Author(s)
      Wang Y
    • Organizer
      Neuroscience 2024
    • Related Report
      2024 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Construction of representational Brain-Computer Interaction technology2024

    • Author(s)
      栁澤琢史
    • Organizer
      CREST「人間と情報環境の共生インタラクション基盤技術の創出と展開」領域終了国際シンポジウム
    • Related Report
      2024 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Spurious reconstruction from brain activity: The thin line between reconstruction, classification, and hallucination2024

    • Author(s)
      Shirakawa, Ken; Nagano, Yoshihiro; Tanaka, Misato; Aoki, Shuntaro C.; Majima, Kei; Muraki, Yusuke; Kamitani, Yukiyasu
    • Organizer
      24th Annual meeting of the Vision Science Society (VSS2024)
    • Related Report
      2024 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deciphering visual representations behind subjective perception using reconstruction methods2024

    • Author(s)
      Cheng, Fan L.; Horikawa, Tomoyasu; Majima, Kei; Tanaka, Misato; Abdelhack, Mohamed; Aoki, Shuntaro C.; Hirano, Jin; Kamitani, Yukiyasu
    • Organizer
      24th Annual meeting of the Vision Science Society (VSS2024)/Web
    • Related Report
      2024 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 知覚像再構成において訓練データ数が高次元特徴量の予測に与える影響2024

    • Author(s)
      大塚健矢, 神谷之康, 長野祥大
    • Organizer
      第34回 日本神経回路学会 全国大会
    • Related Report
      2024 Annual Research Report
  • [Presentation] 頭蓋内脳波ビッグデータから何がわかるか2024

    • Author(s)
      栁澤琢史
    • Organizer
      第9回Computational Neurology Club Seminar
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] 脳情報表現空間インタラクション技術の創出2024

    • Author(s)
      栁澤琢史
    • Organizer
      2024年度 人工知能学会全国大会 (第38回)
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] Brain-grounding of semantic vectors improves neural decoding of visual stimuli2024

    • Author(s)
      Shirin Vafaei
    • Organizer
      cosyne2024
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 脳AI融合の現状と医学的課題2023

    • Author(s)
      栁澤琢史
    • Organizer
      第31回日本医学会総会
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] MEG neurofeedback to reduce phantom limb pain2023

    • Author(s)
      栁澤琢史
    • Organizer
      ISACM and JBBS 2023 OSAKA
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 脳波・脳磁図によるてんかん・認知症の自動診断と脳波特徴の同定2023

    • Author(s)
      栁澤琢史
    • Organizer
      第5回日本メディカルAI学会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 脳情報通信のためのBrain-Machine Interface2023

    • Author(s)
      栁澤琢史
    • Organizer
      第46回日本神経科学大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Inter-individual neural code conversion without paired stimuli2023

    • Author(s)
      Haibao Wang
    • Organizer
      The 2023 Conference on Cognitive Computational Neuroscience
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Brain-Computer Interfaceの臨床応用2023

    • Author(s)
      栁澤琢史
    • Organizer
      情報処理学会セミナー
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] 海馬rippleと皮質デルタパワーの相関による海馬病理所見の予測2023

    • Author(s)
      岩田貴光、柳澤琢史、池谷裕二、福間良平、押野悟、谷直樹、Khoo Hui Ming、貴島晴彦
    • Organizer
      第56回日本てんかん学会学術集会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 海馬sharp wave rippleとてんかん性rippleの鑑別による海馬硬化症の予測2023

    • Author(s)
      岩田貴光
    • Organizer
      日本脳神経外科学会第82回学術総会
    • Related Report
      2023 Annual Research Report
  • [Presentation] DNN特徴表現と脳コード変換器を用いたECoG信号からの視覚像再構成2023

    • Author(s)
      泉 英樹、Haibao WANG、長野 祥大、Junyu LIU、間島 慶、福間 良平、岩田 貴光、貴島 晴彦、菅野 秀宣、田村 健太郎、押野 悟、谷 直樹、Hui Ming KHOO、飯村 康司、鈴木 皓晴、飯村 康司、鈴木 皓晴、柳澤 琢史、神谷 之康
    • Organizer
      第10回日本BMI研究会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 海馬Sharp wave rippleの生理的機能とてんかん領域での意義2023

    • Author(s)
      岩田貴光
    • Organizer
      第42回日本認知症学会学術集会
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] 海馬rippleと皮質デルタ波による海馬硬化症の予測2023

    • Author(s)
      岩田貴光、柳澤琢史、池谷裕二、福間良平、押野悟、谷直樹、Khoo Hui Ming、貴島晴彦
    • Organizer
      第53回日本臨床神経生理学会学術大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 安静時脳波による認知症の自動診断2023

    • Author(s)
      栁澤琢史
    • Organizer
      第53回日本臨床神経生理学会学術大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Reconstructing the mind from fMRI2023

    • Author(s)
      Yukiyasu Kamitani
    • Organizer
      ISMRM Workshop on Current Issues in Brain Function
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Brain-Computer Interface to control phantom limb pain and visual representation2023

    • Author(s)
      Yanagisawa T
    • Organizer
      Osaka University-University of Toronto Inter-University International Symposia Neuromodulation and Neuroprosthetic Technologies for Improving Human Lives
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 運動を意識せずに運動表象を修飾するBCI2023

    • Author(s)
      栁澤 琢史、福間 良平、Ben Seymour、田中 将貴、山下 宙人、細見 晃一、貴島 晴彦、神谷 之康、齋藤洋一
    • Organizer
      第62回日本定位・機能神経外科学会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Internet of Brains, 人間拡張、その未来2022

    • Author(s)
      栁澤琢史
    • Organizer
      Research Fair 2022、SONY CSL京都
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Phase-amplitude couplingはCNNによるてんかん弁別精度を改善する2022

    • Author(s)
      栁澤琢史
    • Organizer
      第2回「脳波判読と診断支援のDX」ワークショップ
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] AIによるてんかん脳波・脳磁図の自動診断と脳波特徴の同定2022

    • Author(s)
      栁澤琢史
    • Organizer
      第25回 沖縄てんかん研究会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 脳情報を読み取り操作するBrain-Computer Interface2022

    • Author(s)
      栁澤琢史
    • Organizer
      第15回日時間言語フォーラム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 幻肢運動を意識せずに幻肢運動表象に可塑的変化を誘導するニューロフィードバック訓練2022

    • Author(s)
      柳澤琢史、福間良平、Ben Seymour、田中将貴、山下宙人、細見晃一、貴島晴彦、神谷之康、齋藤洋一
    • Organizer
      第44回日本疼痛学会
    • Related Report
      2022 Annual Research Report
  • [Presentation] ニューラルネットワーク中間層表現を用いた MEG 信号からの視覚刺激画像の意味的推定2022

    • Author(s)
      楊惠翔、福間良平、貴島晴彦、栁澤琢史
    • Organizer
      第9回日本BMI研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 脳とAI、コンピュータサイエンスと人文社会科学との交差点2022

    • Author(s)
      栁澤琢史
    • Organizer
      イノベーションジャパン2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] 想起型Brain-Computer Interfaceによる意思伝達技術の開発2022

    • Author(s)
      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、貴島晴彦
    • Organizer
      第81回日本脳神経外科学会総会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Neurofeedback treatment to modulate sensorimotor cortical representation of phantom limb pain, Topical workshop: Mechanistic Brain-based treatments for chronic pain2022

    • Author(s)
      Yanagisawa T
    • Organizer
      IAPS 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Externalizing and sharing the neuroverese2022

    • Author(s)
      Kamitani Yukiyasu
    • Organizer
      AI, neuroscience and hardware: from neural to artificial systems and back again
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Reconstruction of line illusion from human brain activity2022

    • Author(s)
      Cheng Fan, Horikawa Tomoyasu, Majima Kei, Kamitani Yukiyasu
    • Organizer
      Reconstruction of line illusion from human brain activity
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Human and computer interaction through brain and AI, International forum, Intelligence augmentation and amplification plus society 20222022

    • Author(s)
      Yanagisawa T
    • Organizer
      IAASOC 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 問題提起2022

    • Author(s)
      栁澤琢史
    • Organizer
      IoB主催研究イベント「数理科学者と解く神経科学のオープンプロブレム」
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Imagery-based brain-computer interface using electrocorticograms2022

    • Author(s)
      FUKUMA, Ryohei; YANAGISAWA, Takufumi; Nishimoto, Shinji; Sugano, Hidenori; Katahira, Kentaro; Yamamoto, Shota; Iimura, Yasushi; Fujita, Yuya; OSHINO, Satoru; Tani, Naoki; Koide-Majima, Naoko; Kamitani, Yukiyasu; Kishima, Haruhiko
    • Organizer
      第45回日本神経科学大会(Neuro2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards Human Augmentation and Trustworthy AI with Ethical Design- Collaboration of CS and SSH to realize human augmentation and trustworthy AI2022

    • Author(s)
      Yanagisawa T
    • Organizer
      JST本部 オンラインセミナー
    • Related Report
      2022 Annual Research Report
  • [Presentation] Brain Machine Interfaceを用いた革新的治療戦略2022

    • Author(s)
      栁澤琢史
    • Organizer
      第63回日本神経学会学術集会シンポジウム
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 侵襲 Brain-Computer Interface による身体の制約からの解放2022

    • Author(s)
      栁澤琢史
    • Organizer
      第122回日本外科学会定期学術集会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Visualization and manipulation of our perception and imagery by BCI2022

    • Author(s)
      Yanagisawa T
    • Organizer
      Consciousness Club Tokyo
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Communication BCI using visual system2022

    • Author(s)
      Yanagisawa, T.
    • Organizer
      SISReC International Symposium Osaka-Monash University
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] High-performance DNNs are not brain-like2021

    • Author(s)
      Kamitani Y.
    • Organizer
      NeurIPS
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Externalizing and sharing the neuroverse2021

    • Author(s)
      Kamitani, Y.
    • Organizer
      Neuromatch
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Inter-individual deep image reconstruction2021

    • Author(s)
      Ho, J.K. & Kamitani, Y.
    • Organizer
      Neuromatch
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 皮質脳波ビッグデータとAIによるBrain-Computer Interfaceの開発2021

    • Author(s)
      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、貴島晴彦
    • Organizer
      日本臨床脳神経外科学会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 脳AI融合の臨床応用に向けた取り組み2021

    • Author(s)
      栁澤琢史
    • Organizer
      第8回BMI研究会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 皮質脳波ビッグデータとAIの医療応用2021

    • Author(s)
      栁澤琢史
    • Organizer
      関東機能的脳神経外科カンファレンス
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] Reconstructing visual and subjective experience from the brain2021

    • Author(s)
      Kamitani Yukiyasu
    • Organizer
      Virtual Feindel Brain and Mind Lecture MNI McGill
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 幻肢痛へのニューロフィードバック2021

    • Author(s)
      栁澤琢史、福間良平、Ben Seymour、細見晃一、田中将貴、貴島晴彦、神谷之康、齋藤洋一
    • Organizer
      International Joint Meeting 2020 in Kansai
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] ブレイン・デコーディング ー脳から心を読む技術ー2021

    • Author(s)
      神谷之康
    • Organizer
      第2回サロンLHS
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] てんかん外科から広がる脳情報表現の解明2021

    • Author(s)
      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、貴島晴彦
    • Organizer
      てんかん外科学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Reconstructing visual and subjective experience from the brain2020

    • Author(s)
      Kamitani Yukiyasu
    • Organizer
      China-Japan High-level Expert Symposium on Brain Science
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] ニューロフィードバックによる幻肢痛の病態解明と治療法の開発2020

    • Author(s)
      栁澤琢史、福間良平、Ben Seymour、細見晃一、田中将貴、貴島晴彦、神谷之康、齋藤洋一
    • Organizer
      日本疼痛学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 精神神経疾患の脳波による診断技術の開発2020

    • Author(s)
      柳澤琢史、畑真弘、三浦慎平、福間良平、石井良平、吉山顕次、池田学、貴島晴彦
    • Organizer
      第50回日本臨床神経生理学会学術大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 心的イメージを支える脳の働き ―夢、想像、注意に関わる心的イメージの脳情報デコーディング―2020

    • Author(s)
      堀川 友慈
    • Organizer
      第21回日本イメージ心理学会大会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 深層学習を用いた安静時脳波・脳磁図による認知症診断2020

    • Author(s)
      柳澤琢史、畑真弘、福間良平、石井良平、吉山顕次、原田達也、池田学、貴島晴彦
    • Organizer
      脳神経外科学会総会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Reconstructing visual and subjective experience from the brain2020

    • Author(s)
      Kamitani Yukiyasu
    • Organizer
      International Symposium on Artificial Intelligence and Brain Science
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 脳AI融合の医療応用2020

    • Author(s)
      栁澤琢史
    • Organizer
      第2回脳科学サロン
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] BMIによる脳機能の再建と修飾2020

    • Author(s)
      栁澤琢史
    • Organizer
      第20回日本抗加齢医学会総会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 皮質脳波による視覚的意味内容のデコーディング2020

    • Author(s)
      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、神谷之康、貴島晴彦
    • Organizer
      ヒト脳機能マッピング学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 安静時脳磁図に深層学習を用いた認知症診断2020

    • Author(s)
      柳澤琢史、畑真弘、福間良平、石井良平、吉山顕次、原田達也、池田学、貴島晴彦
    • Organizer
      第4回日本脳神経外科認知症学会学術総会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Brain-Computer Interface2020

    • Author(s)
      栁澤琢史
    • Organizer
      第43回日本神経科学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 脳情報の解読とBrain-computer interfaceの臨床応用2020

    • Author(s)
      栁澤琢史
    • Organizer
      第43回日本神経科学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Automatic diagnosis of epilepsy and dementia using big data of MEG/EEG with deep neural network2020

    • Author(s)
      Takufumi Yanagisawa, Takufumi Tanaka, Masahiro Hata, Ryohei Fukuma , Hiroaki Kazui, Ryohei Ishii, Masafumi Yoshimura, Keiichiro Nishida, Yoshiteru Takekita, Shyunichiro Ikeda, Masao Iwase, Kenji Yoshiyama, Tatsuya Harada , Haruhiko Kishima, Manabu Ikeda
    • Organizer
      第43回日本神経科学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 脳磁図ビッグデータとAIによる診断・治療2020

    • Author(s)
      栁澤琢史
    • Organizer
      第35回日本生体磁気学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 安静時脳磁図に深層学習を用いた認知症診断2020

    • Author(s)
      栁澤琢史、畑真弘、福間良平、石井良平、吉山顕次、原田達也、池田学、貴島晴彦
    • Organizer
      第4回日本脳神経外科認知症学会学術総会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Brain-Computer Interfaceによる脳とAIのインタラクション2020

    • Author(s)
      柳澤琢史
    • Organizer
      全脳アーキテクチャ勉強会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Book] 精神科治療学 39巻6号(通号466) 2024年6月2024

    • Author(s)
      栁澤琢史
    • Total Pages
      4
    • Publisher
      星和書店
    • Related Report
      2024 Annual Research Report
  • [Book] 脳神経外科ジャーナル2024

    • Author(s)
      栁澤琢史
    • Total Pages
      3
    • Publisher
      一般社団法人日本脳神経外科コングレス
    • Related Report
      2024 Annual Research Report
  • [Book] 習慣と脳の科学2023

    • Author(s)
      ラッセル・A・ポルドラック、神谷之康、児島修
    • Total Pages
      296
    • Publisher
      みすず書房
    • ISBN
      4622095882
    • Related Report
      2022 Annual Research Report
  • [Book] カンデル神経科学2022

    • Author(s)
      日本語版監修:宮下保司(東京大学名誉教授)/監訳:岡野栄之・神谷之康・合田裕紀子・加藤総夫・藤田一郎・伊佐正・定藤規弘・大隅典子・井ノ口馨・笠井清登
    • Total Pages
      1704
    • Publisher
      メディカル・サイエンス・インターナショナル
    • ISBN
      4815730555
    • Related Report
      2022 Annual Research Report
  • [Remarks] Liminal

    • URL

      https://www.pinaultcollection.com/palazzograssi/en/pierre-huyghe-liminal

    • Related Report
      2023 Annual Research Report
  • [Remarks] Flora

    • URL

      https://www.mogensjacobsen.dk/showwork.php?pid=108

    • Related Report
      2023 Annual Research Report
  • [Remarks] 脳と心の科学の「ミッドライフクライシス」

    • URL

      https://www.note.kanekoshobo.co.jp/n/nd90894f959b1

    • Related Report
      2022 Annual Research Report
  • [Remarks] Squid. Squid, Bright Green Field

    • URL

      https://brightgreenfield.squidband.uk

    • Related Report
      2021 Annual Research Report
  • [Remarks] ライゾマティクス_マルティプレックス

    • URL

      https://www.mot-art-museum.jp/exhibitions/rhizomatiks/

    • Related Report
      2021 Annual Research Report
  • [Remarks] Huyghe, P. Of Ideal

    • URL

      http://vip-hauserwirth.com/online-exhibitions/pierre-huyghe-of-ideal/

    • Related Report
      2021 Annual Research Report

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Published: 2020-09-07   Modified: 2026-01-26  

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