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2019 Fiscal Year Annual Research Report

Visual, auditory and tactile SHITSUKAN recognition mechanisms based on signal modulations

Planned Research

Project AreaUnderstanding human recognition of material properties for innovation in SHITSUKAN science and technology
Project/Area Number 15H05915
Research InstitutionKyoto University

Principal Investigator

西田 眞也  京都大学, 情報学研究科, 教授 (20396162)

Co-Investigator(Kenkyū-buntansha) 古川 茂人  日本電信電話株式会社NTTコミュニケーション科学基礎研究所, 人間情報研究部, 上席特別研究員 (90396169)
鈴木 匡子  東北大学, 医学系研究科, 教授 (20271934)
柳井 啓司  電気通信大学, 大学院情報理工学研究科, 教授 (20301179)
Project Period (FY) 2015-06-29 – 2020-03-31
Keywords質感 / 情報工学 / 認知科学 / 神経科学 / 感性情報学
Outline of Annual Research Achievements

・視覚・触覚を担当する西田チームでは、前年度に引き続いて液体動画の粘性判断を学習した神経回路の分析を進め、最新の分析法を導入するなどして質感認識のメカニズムに関する洞察を得た。物体の表面質感の違いが、物体の運動速度の推定に影響することを発見した。ゲーム感覚で視覚能力を測定するシステムを開発した。坂本班のデータに基づき表面の画像特徴から温度を推定する視覚能力の統計モデルを作った。触覚の運動検出メカニズムの分析を進めるとともに、触覚テクスチャ知覚は低次の画像統計量だけに感度を持つという仮説を強固にした。
・聴覚を担当する古川チームでは、環境音や音声の処理に最適化された深層ニューラルネットワークと聴覚神経系の比較を行った。 ヒトの知覚におけるAM信号検出などの心理物理学的現象とニューラルネットにおける刺激内部表現との対応関係に着目し、生理学・心理学の両分野も含めた聴覚系の総合的な理解を進めた。
・鈴木チームは、前年度までに、局所脳損傷例から視覚性質感認知には紡錘状回・舌状回が関連していること、レビー小体型認知症とアルツハイマー型認知症(AD)の二つの変性性認知症から前者でとくに視覚性質感認知の障害が顕著であることを明らかにしてきた。本年度はレビー小体型認知症を含むレビー小体病(LBD)およびADの触覚性質感認知および視覚性質感認知との関連の検討を進めた。
・柳井チームでは、Convolutional Neural Networkを用いた質感変換技術とその応用について取り組み、ラベルのみからによる食事画像の食事・皿・背景への分離、conditional StyleGANによる新しい料理の創造、ラーメンの実写真の意味的編集が可能なシステムの開発、MUNITを利用した物体質感変換などの成果を得た。

Research Progress Status

令和元年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

令和元年度が最終年度であるため、記入しない。

  • Research Products

    (73 results)

All 2020 2019 Other

All Int'l Joint Research (2 results) Journal Article (16 results) (of which Peer Reviewed: 12 results,  Open Access: 9 results) Presentation (55 results) (of which Int'l Joint Research: 35 results,  Invited: 7 results)

  • [Int'l Joint Research] ギーセン大学(ドイツ)

    • Country Name
      GERMANY
    • Counterpart Institution
      ギーセン大学
  • [Int'l Joint Research] INRIA(フランス)

    • Country Name
      FRANCE
    • Counterpart Institution
      INRIA
  • [Journal Article] 人間の視覚の理解に基づいたステレオ画像生成手法「Hidden stereo」2020

    • Author(s)
      吹上大樹、西田眞也
    • Journal Title

      映像情報メデイア学会誌

      Volume: 74 Pages: -

  • [Journal Article] Efficient coding model for auditory nerves during the infant development2020

    • Author(s)
      Hiroki Terashima, Shigeto Furukawa
    • Journal Title

      Acoustical Science and Technology

      Volume: 41 Pages: 351-354

    • Peer Reviewed / Open Access
  • [Journal Article] Chimeric sounds with shuffled "texture" and "content" synthesized by a model of the auditory system2020

    • Author(s)
      Takuya Koumura, Hiroki Terashima, Shigeto Furukawa
    • Journal Title

      Acoustical Science and Technology

      Volume: 41 Pages: 337-340

    • DOI

      10.1250/ast.41.337

    • Peer Reviewed / Open Access
  • [Journal Article] Data-driven approaches for unveiling the neurophysiological functions of the auditory system2020

    • Author(s)
      Shigeto Furukawa, Hiroki Terashima, Takuya Koumura, Hiroaki Tsukano
    • Journal Title

      Acoustical Science and Technology

      Volume: 41 Pages: 63-66

    • Peer Reviewed / Open Access
  • [Journal Article] Visual texture agnosia influences object identification in dementia with Lewy bodies and Alzheimer’s disease2020

    • Author(s)
      Oishi Y, Imamura T, Shimomura T, Suzuki K.
    • Journal Title

      Cortex

      Volume: - Pages: -

    • DOI

      10.1016/j.cortex.2020.04.008

    • Peer Reviewed
  • [Journal Article] Vegetable freshness perception in dementia with Lewy bodies and Alzheimer’s disease2020

    • Author(s)
      Oishi Y, Imamura T, Shimomura T, Suzuki K
    • Journal Title

      Dementia and Geriatric Cognitive Disorders Extra

      Volume: - Pages: -

    • DOI

      10.1159/000508282

    • Peer Reviewed / Open Access
  • [Journal Article] Clinical and cerebral metabolic changes in Parkinson’s disease with basal forebrain atrophy.2020

    • Author(s)
      Miyeong G, Baba T, Hosokai Y, Nishio Y, Kikuchi A, Hirayama K, Hasegawa T, Aoki M, Takeda A, Mori E, Suzuki K.
    • Journal Title

      Movement Disorders

      Volume: - Pages: -

    • DOI

      10.1002/mds.27988

    • Peer Reviewed / Open Access
  • [Journal Article] Image statistics for material perception2019

    • Author(s)
      Shin'ya Nishida
    • Journal Title

      Current Opinion in Behavioral Sciences

      Volume: 30 Pages: 94-99

    • DOI

      10.1016/j.cobeha.2019.07.003

    • Peer Reviewed / Open Access
  • [Journal Article] 質感研究の最前線:前書き2019

    • Author(s)
      西田眞也
    • Journal Title

      映像情報メデイア学会誌

      Volume: 73(3) Pages: 401-401

  • [Journal Article] Cascaded Tuning to Amplitude Modulation for Natural Sound Recognition2019

    • Author(s)
      Takuya Koumura, Hiroki Terashima, Shigeto Furukawa
    • Journal Title

      Journal of Neuroscience

      Volume: 39 Pages: 5517-5533

    • DOI

      10.1523/JNEUROSCI.2914-18.2019

    • Peer Reviewed / Open Access
  • [Journal Article] 音の質感知覚と聴覚系モデル2019

    • Author(s)
      上村 卓也, 寺島 裕貴, 古川 茂人
    • Journal Title

      映像情報メデイア学会誌

      Volume: 72 Pages: 427-430

  • [Journal Article] Pure topographical disorientation in novel environments without anterograde amnesia: a case study.2019

    • Author(s)
      Oishi Y, Yamakawa T, Nagasawa H, Suzuki K.
    • Journal Title

      Neurocase

      Volume: 25 Pages: 177-186

    • DOI

      10.1080/13554794.2019.1642359

    • Peer Reviewed
  • [Journal Article] Weakly Supervised Semantic Segmentation Using Distinct Class Specific Saliency Maps2019

    • Author(s)
      Wataru Shimoda and Keiji Yanai
    • Journal Title

      Computer Vision and Image Understanding

      Volume: 191 Pages: 102712

    • DOI

      10.1016/j.cviu.2018.08.006

    • Peer Reviewed
  • [Journal Article] Webly-Supervised Food Detection with Foodness Proposal2019

    • Author(s)
      Wataru Shimoda and Keiji Yanai
    • Journal Title

      EICE Transactions on Information and Systems

      Volume: E102-D Pages: 1230-1239

    • DOI

      10.1587/transinf.2018CEP0004

    • Peer Reviewed / Open Access
  • [Journal Article] Simultaneous Estimation of Dish Locations and Calories with Multi-task Learning2019

    • Author(s)
      Takumi Ege and Keiji Yanai
    • Journal Title

      EICE Transactions on Information and Systems

      Volume: E102-D Pages: 1240-1246

    • DOI

      10.1587/transinf.2018CEP0004

    • Peer Reviewed / Open Access
  • [Journal Article] 深層学習によるスタイル変換 (特集 質感研究の最前線)2019

    • Author(s)
      柳井啓司
    • Journal Title

      映像情報メディア学会誌

      Volume: 73(3) Pages: 413-417

  • [Presentation] 複数の視覚機能を簡易的に測定するゲーム型テストセットによる大規模実験2020

    • Author(s)
      細川研知,丸谷和史,西田眞也,仲泊聡
    • Organizer
      日本視覚学会2020年冬季大会
  • [Presentation] Visual colour-temperature relationship is shared by textures of various materials2020

    • Author(s)
      Terashima H, Ho HN, Wakamatsu K, Kwon J,Sakamoto M, Nakauchi S, Nishida S
    • Organizer
      脳と心のメカニズム第19回冬のワークショップ
  • [Presentation] ラーメンスタイルエンコーダーを用いたスタイル特徴とマスク画像からの画像生成2020

    • Author(s)
      趙 宰亨・下田 和・柳井啓司
    • Organizer
      電子情報通信学会パターン認識・メディア理解研究会(PRMU)
  • [Presentation] 意味と形状の分離によるマルチモーダルレシピ検索及び画像生成2020

    • Author(s)
      杉山 優・柳井啓司
    • Organizer
      電子情報通信学会パターン認識・メディア理解研究会(PRMU)
  • [Presentation] CalorieCaptorGlass: Food Calorie Estimation based on Actual Size using HoloLens and Deep Learning2020

    • Author(s)
      Shu Naritomi and Keiji Yanai
    • Organizer
      Proc. of IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR) Demo Track
    • Int'l Joint Research
  • [Presentation] Visual inference for warm/cold perception of surfaces2019

    • Author(s)
      Hsin-Ni Ho, Hiroki Terashima, Kohta Wakamatsu, Jinhwan Kwon, Maki Sakamoto, Shigeki Nakauchi, Shin’ya Nishida
    • Organizer
      European Conference on Visual Perception (ECVP2019)
    • Int'l Joint Research
  • [Presentation] Gamification of vision test improves usability for internet experiments2019

    • Author(s)
      Kenchi Hosokawa, Kazushi Maruya, Shin’ya Nishida, Satoshi Nakadomari, Masayo Takahashi
    • Organizer
      Asia-Pacific Conference on Vision
    • Int'l Joint Research
  • [Presentation] Gamified vision test system for daily self-check2019

    • Author(s)
      Hosokawa K, Maruya K, Nishida S, Masayo Takahashi & Nakadomari S
    • Organizer
      IEEE Games, Entertainment, Media Conference (GEM)
    • Int'l Joint Research
  • [Presentation] Describing the Sensation of ‘Velvet Hand Illusion’ in Terms of Common Materials2019

    • Author(s)
      Takumi Yokosaka, Scinob Kuroki, Shin'ya Nishida
    • Organizer
      World Haptics Conference (Work in Progress)
    • Int'l Joint Research
  • [Presentation] Slant-dependent image modulation for perceiving translucent objects2019

    • Author(s)
      Sawayama M, Fukiage T, & Nishida S,
    • Organizer
      Vision Sciences Society
    • Int'l Joint Research
  • [Presentation] Test battery for daily self-assessment of visual abil- ities2019

    • Author(s)
      Hosokawa K, Maruya K, Nishida S & Nakadomari S
    • Organizer
      Vision Sciences Society
    • Int'l Joint Research
  • [Presentation] Haptic discrimination of 3D-printed patterns based on natural visual textures2019

    • Author(s)
      Scinob Kuroki, Masataka Sawayama, Shin’ya Nishida
    • Organizer
      Vision Sciences Society
    • Int'l Joint Research
  • [Presentation] Visual perception of liquids: insights from deep neural networks2019

    • Author(s)
      Jan Jaap van Assen, Nishida S & Fleming R
    • Organizer
      Vision Sciences Society
    • Int'l Joint Research
  • [Presentation] Spatial and time-frequency representations of glossy material properties in the monkey inferior temporal cortex.2019

    • Author(s)
      Kawasaki, K., Miki, H., Anzai, K., Sawayama, M., Matsuo, T., Suzuki, T., Hasegawa, T., & Okatani, T.
    • Organizer
      Society for Neuroscience 2019
    • Int'l Joint Research
  • [Presentation] Modulation Transfer Functions Measured with Broad- and Narrow-band Noise Carriers in a Deep Neural Network Trained for Natural Sound Recognition2019

    • Author(s)
      Takuya Koumura, Hiroki Terashima, Shigeto Furukawa
    • Organizer
      43rd Annual MidWinter Meeting, Association for Research in Otolaryngology
    • Int'l Joint Research
  • [Presentation] Modulation Transfer Functions in a Deep Neural Network Trained for Natural Sound Recognition2019

    • Author(s)
      Takuya Koumura, Hiroki Terashima, Shigeto Furukawa
    • Organizer
      International Symposium “Past, Present and Future of Shitsukan Science and Technologies”
    • Int'l Joint Research
  • [Presentation] “Psychophysical” Modulation Transfer Functions in a Deep Neural Network Trained for Natural Sound Recognition2019

    • Author(s)
      Takuya Koumura, Hiroki Terashima, Shigeto Furukawa
    • Organizer
      International Symposium on Auditory and Audiological Research
    • Int'l Joint Research
  • [Presentation] “Psychophysical” Detectability of Amplitude Modulation in a Deep Neural Network Trained for Natural Sound Recognition2019

    • Author(s)
      上村 卓也, 寺島 裕貴, 古川 茂人
    • Organizer
      第29回全国大会, 日本神経回路学会
  • [Presentation] Tuning of Single-Unit Responses to Interaural Time Difference in a Deep Neural Network2019

    • Author(s)
      上村 卓也, 寺島 裕貴, 古川 茂人
    • Organizer
      第42回日本神経科学大会, 日本神経科学学会
  • [Presentation] 自然音認識で訓練された深層ニューラルネットワークにおける単一ユニットのチューニング2019

    • Author(s)
      上村 卓也, 寺島 裕貴, 古川 茂人
    • Organizer
      聴覚研究会, 日本音響学会
  • [Presentation] Data-driven auditory field mapping for mice using naturalistic sounds2019

    • Author(s)
      Hiroki Terashima, Hiroaki Tsukano, Shigeto Furukawa
    • Organizer
      Neuroscience 2019 (SfN)
    • Int'l Joint Research
  • [Presentation] Efficient codes of the auditory nerves reconsidered with natural reverberations2019

    • Author(s)
      Hiroki Terashima, Shigeto Furukawa
    • Organizer
      Advances and Perspectives in Auditory Neuroscience (APAN)
    • Int'l Joint Research
  • [Presentation] Visual Inference for Warm/cold Perception of Surfaces2019

    • Author(s)
      Terashima H, Ho HN, Wakamatsu K, Kwon J,Sakamoto M, Nakauchi S, Nishida S
    • Organizer
      第11回多感覚研究会
  • [Presentation] マウス聴覚野における鳴き声の表現に関する一考察2019

    • Author(s)
      寺島裕貴,塚野浩明,古川茂人
    • Organizer
      日本音響学会聴覚研究会
  • [Presentation] 複雑音と教師なし学習を用いたマウス大脳皮質聴覚野の領野分割2019

    • Author(s)
      寺島裕貴,塚野浩明,古川茂人
    • Organizer
      第33回人工知能学会全国大会
  • [Presentation] 隠れた聴覚機能へのアプローチ2019

    • Author(s)
      古川茂人
    • Organizer
      千葉大学グローバルプロミネントリーディング育成研究プログラム・先進的骨伝導コミュニケーション 第1回シンポジウム・意見交換会
    • Invited
  • [Presentation] The neural basis of texture processing in humans: a clinical study2019

    • Author(s)
      Suzuki K
    • Organizer
      KU Leuven-Tohoku University Symposium on Systems Neuroscience
    • Int'l Joint Research / Invited
  • [Presentation] Visual and Tactile Texture Agnosia in Humans.2019

    • Author(s)
      Suzuki K, Oyafuso M, Oishi Y, Iseki C.
    • Organizer
      International Symposium “Past, Present and Future of ShitsukanScience and Technologies”
    • Int'l Joint Research
  • [Presentation] Characteristics of the clinical and cerebral metabolism in Parkinson's disease with atrophy in nucleus basalis of Meynert2019

    • Author(s)
      Gang M, Baba T, Hosokai Y, Nishio Y, Kikuchi A, Hirayama K, Hasegawa T, Aoki M, Takeda A, Mori E, Suzuki K.
    • Organizer
      International Congress of Parkinson's Disease and Movement Disorders
    • Int'l Joint Research
  • [Presentation] Progressive pure Kanji agraphia due to visual short-term memory impairment.2019

    • Author(s)
      Ogawa N, Hashimoto R, Terao S, Torii R, Suzuki K
    • Organizer
      30th World Congress of the International Association of Logopedics and Phoniatrics
    • Int'l Joint Research
  • [Presentation] Clinical features and cerebral metabolic abnormalities in Parkinson’s disease with atrophy in the nucleus basalis of Meynert.2019

    • Author(s)
      Gang M, Baba T, Hosokai Y, Nishio Y, Kikuchi A, Hirayama K, Hasegawa T, Aoki M, Takeda A, Mori E, Suzuki K.
    • Organizer
      International Conference of Korean Movement Disorder Society
    • Int'l Joint Research
  • [Presentation] 認知症と失認・失行2019

    • Author(s)
      鈴木匡子
    • Organizer
      第60回 日本神経学会総会
    • Invited
  • [Presentation] 認知症と高次脳機能障害2019

    • Author(s)
      鈴木匡子
    • Organizer
      第38回日本認知症学会学術集会
    • Invited
  • [Presentation] Palpatory apraxia(触知失行)の今日的意味2019

    • Author(s)
      鈴木匡子
    • Organizer
      第43回日本高次脳機能障害学会学術総会
    • Invited
  • [Presentation] レビー小体病における認知機能障害2019

    • Author(s)
      鈴木匡子
    • Organizer
      第103回 日本神経学会東北地方会
    • Invited
  • [Presentation] パーキンソン病における視覚性および触覚性の質感認知2019

    • Author(s)
      親富祖まりえ、馬場徹, 川崎伊織, 成田渉, 菅野重範, 武田篤, 鈴木匡子
    • Organizer
      第43回日本高次脳機能障害学会学術総会
  • [Presentation] 顔認識装置の開発と効果検証2019

    • Author(s)
      成田渉,荒木勇人,細川大瑛,柳井啓司,鈴木匡子
    • Organizer
      第3回日本リハビリテーション医学会秋季学術集会
  • [Presentation] Ramen as You Like2019

    • Author(s)
      Jaehyeong Cho, Wataru Shimoda, Keiji Yanai
    • Organizer
      画像の認識・理解シンポジウム(MIRU)
  • [Presentation] 米飯を基準としたCNNによる食事画像からのカロリー量推定2019

    • Author(s)
      會下 拓実, Jaehyeong Cho, 松平 礼史, 柳井 啓司
    • Organizer
      画像の認識・理解シンポジウム(MIRU)
  • [Presentation] 自己教師あり学習による変化領域の推論を活用した弱教師あり領域分割2019

    • Author(s)
      下田 和, 柳井 啓司
    • Organizer
      画像の認識・理解シンポジウム(MIRU)
  • [Presentation] Attention Guided Unsupervised Image-to-Image Translation with Progressively Growing Strategy2019

    • Author(s)
      Yuchen Wu, Runtong Zhang and Keiji Yanai
    • Organizer
      Proc. of ACPR Workshop on Advances and Applications on Generative Deep Learning Models (AAGM)
    • Int'l Joint Research
  • [Presentation] Continual Learning of An Image Transformation Network Using Task-dependent Weight Selection Masks2019

    • Author(s)
      Asato Matsumoto and Keiji Yanai
    • Organizer
      Proc. of Asian Conference on Pattern Recgonition (ACPR)
    • Int'l Joint Research
  • [Presentation] Pre-trained and Shared Encoder in Cycle-Consistent Adversarial Networks to Improve Image Quality2019

    • Author(s)
      Runtong Zhang, Yuchen Wu and Keiji Yanai
    • Organizer
      Proc. of Asian Conference on Pattern Recognition (ACPR)
    • Int'l Joint Research
  • [Presentation] SSA-GAN: End-to-End Time-Lapse Generation with Spatial Self-Attention2019

    • Author(s)
      Daichi Horita and Keiji Yanai
    • Organizer
      Proc. of Asian Conference on Pattern Recgonition (ACPR)
    • Int'l Joint Research
  • [Presentation] DeepTaste: Augmented Reality Gustatory Manipulation with GAN-based Real-time Food-to-Food Translation2019

    • Author(s)
      Kizashi Nakano, Daichi Horita, Nobuchika Sakata, Kiyoshi Kiyokawa, Keiji Yanai, and Takuji Narumi
    • Organizer
      Proc. of IEEE International Symposium on Mixed and Augmented Reality (ISMAR)
    • Int'l Joint Research
  • [Presentation] Dog-Centric Activity Recognition by Integrating Appearance, Motion and Sound2019

    • Author(s)
      Tsuyohito Araki, Ryunosuke Hamada, Kazunori Ohno, and Keiji Yanai
    • Organizer
      Proc. of ICCV Workshop on Egocentric Perception, Interaction and Computing (EPIC)
    • Int'l Joint Research
  • [Presentation] Zero-Annotation Plate Segmentation Using a Food Category Classifier and a Food/Non-Food Classifier2019

    • Author(s)
      Wataru Shimoda and Keiji yanai
    • Organizer
      Proc. of ICCV Workshop on Multi-Discipline Approach for Learning Concepts (MDALC)
    • Int'l Joint Research
  • [Presentation] Ramen as You Like: Sketch-based Food Image Generation and Editing2019

    • Author(s)
      Jaehyeong Cho, Wataru Shimoda and Keiji Yanai
    • Organizer
      Proc. of ACM Multimedia (demo paper)
    • Int'l Joint Research
  • [Presentation] Unseen Food Creation by Mixing Existing Food Images with Conditional StyleGAN2019

    • Author(s)
      Daichi Horita, Wataru Shimoda, Keiji Yanai
    • Organizer
      Proc. of ACMMM Workshop on Multimedia Assisted Dietary Management (MADIMA)
    • Int'l Joint Research
  • [Presentation] A New Large-scale Food Image Segmentation Dataset and Its Application to Food Calorie Estimation Based on Grains of Rice2019

    • Author(s)
      Takumi Ege, Wataru Shimoda, Keiji Yanai
    • Organizer
      Proc. of ACMMM Workshop on Multimedia Assisted Dietary Management (MADIMA)
    • Int'l Joint Research
  • [Presentation] DepthCalorieCam: A Mobile Application for Volume-Based Food Calorie Estimation using Depth Cameras2019

    • Author(s)
      Yoshikazu Ando, Takumi Ege, Jaehyeong Cho, Keiji Yanai
    • Organizer
      Proc. of ACMMM Workshop on Multimedia Assisted Dietary Management (MADIMA)-
    • Int'l Joint Research
  • [Presentation] Large-scale Twitter Food Photo Mining and Its Applications2019

    • Author(s)
      Keiji Yanai, Kaimu Okamoto, Tetsuya Nagano and Daichi Horita
    • Organizer
      Proc. of International Conference on Multimedia Big Data (BIGMM)
    • Int'l Joint Research / Invited
  • [Presentation] Analyzing Regional Food Trends with Geo-tagged Twitter Food Photos2019

    • Author(s)
      Kaimu Okamoto and Keiji Yanai
    • Organizer
      Proc. of International Conference on Content-Based Multimedia Indexing (CBMI)
    • Int'l Joint Research
  • [Presentation] Self-supervised Difference Detection for Weakly-supervised Semantic Segmentation2019

    • Author(s)
      Wataru Shimoda and Keiji Yanai
    • Organizer
      Proc. of IEEE/CVF International Conference on Computer Vision (ICCV)
    • Int'l Joint Research
  • [Presentation] Self-supervised Difference Detection for Refinement CRF and Seek Interpolation2019

    • Author(s)
      Wataru Shimoda and Keiji yanai
    • Organizer
      Proc. of CVPR WS on Learning from Imperfect Data
    • Int'l Joint Research

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Published: 2021-01-27  

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