Perceptual and Cognitive Neuroscience Laboratory
Natural perception, Cognition, Brain Representation, Systems Neuroscience
Quantitative understanding of the human brain
Schematics of our approach. We record brain activity evoked by natural perceptual and cognitive experiences and build predictive models. By analyzing the models, we aim at understanding information processing and representation in the brain.
|Shinji Nishimoto (Professor)||nishimoto.shinji.fbs[at]osaka-u.ac.jp|
|Kota Sasaki (Specially Appointed Associate Professor)||sasaki.kota.fbs[at]osaka-u.ac.jp|
|Yu Takagi (Assistant Professor)||takagi.yuu.fbs[at]osaka-u.ac.jp|
|Tomoyuki Namima (Assistant Professor)||namima.fbs[at]osaka-u.ac.jp|
|Rieko Kubo (Researcher)|
|Masahiro Yamashita (Researcher)|
|Naoto Ichikawa (Technical Staff)|
|Akiko Yamamoto (Technical Staff)|
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- What is your hot research topic?
- Recent development in machine learning techniques, including deep learning and natural language processing, allow us to build more accurate predictive models of brain activity. Using such technologies, we aim to acquire new quantitative knowledge and interpretations on information processing and representation in the brain.
- What kind of background do your lab members have？
- Our research members (FBS/NICT) have diverse backgrounds, including biophysics, neurophysiology, computer science, psychology, and art.
- Do you collaborate with other institutions and universities?
- We are collaborating with NICT CiNet (close relation with Osaka University CiNet), University of Tokyo (JST ERATO/Mirai Program), and other research institutes.
Publications (Research Articles, Reviews, Books)
Representations and decodability of diverse cognitive functions are preserved across the human cortex, cerebellum, and subcortex
Communications Biology 5(1):1245 2022
What can we experience and report on a rapidly presented image? Intersubjective measures of specificity of freely reported contents of consciousness
F1000Research 11:69 2022
Relationship between nuclei-specific amygdala connectivity and mental health dimensions in humans
Nature Human Behaviour 2022
Brain networks are decoupled from external stimuli during internal cognition
Neuroimage 256:119230 2022
Voluntary control of semantic neural representations by imagery with conflicting visual stimulation
Communications Biology 5(1):214 2022
Processing of visual statistics of naturalistic videos in macaque visual areas V1 and V4
Brain Structure and Function 227(4):1385-1403 2022
Music genre neuroimaging dataset
Data in Brief 40:107675 2022
Multiple states in ongoing neural activity in the rat visual cortex.
PLoS One 16(8):e0256791 2021
Reduction of Information Collection Cost for Inferring Brain Model Relations From Profile Information Using Machine Learning
IEEE Transactions on Systems, Man, and Cybernetics: Systems 2021
Behavioral correlates of cortical semantic representations modeled by word vectors.
PLoS Computational Biology 17(6):e1009138 2021
Convergence of Modality Invariance and Attention Selectivity in the Cortical Semantic Circuit.
Cerebral Cortex bhab125 2021
Expert Programmers Have Fine-Tuned Cortical Representations of Source Code.
eNeuro 8(1):ENEURO.0405-20.2020 2021
Correspondence of categorical and feature-based representations of music in the human brain.
Brain and Behavior 11(1):e01936 2021
Distinct dimensions of emotion in the human brain and their representation on the cortical surface.
Neuroimage 222:117258 2020
Brain-Mediated Transfer Learning of Convolutional Neural Networks.
Proceedings of the AAAI Conference on Artificial Intelligence 34:5281-5288 2020
Quantitative models reveal the organization of diverse cognitive functions in the brain.
Nature Communications 11(1):1142 2020
Our ideal candidate (as a graduate student)
We are looking for a highly motivated person to work on our research topics as our lab members.
Perceptual and Cognitive Neuroscience Laboratory, Graduate School of Frontier Biosciences, Osaka University,
1-4 Yamadaoka, Suita, Osaka 565-0871 Japan.
E-mail: nishimoto.shinji.fbs[at]osaka-u.ac.jp (Prof. NISHIMOTO Shinji)
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