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    • Kriegeskorte, Nikolaus (12)
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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 12 of 12 1 Semantic Data Set Construction from Human Clustering and Spatial Arrangement ... Majewska, Olga; McCarthy, Diana; Van Den Bosch, Jasper JF. - : Apollo - University of Cambridge Repository, 2021 BASE Show details 2 FFA and OFA Encode Distinct Types of Face Identity Information Tsantani, Maria; Kriegeskorte, Nikolaus; Storrs, Katherine... In: J Neurosci (2021) BASE Show details 3 An ecologically motivated image dataset for deep learning yields better models of human vision Mehrer, Johannes; Spoerer, Courtney J.; Jones, Emer C.; Kriegeskorte, Nikolaus; Kietzmann, Tim C. In: Proc Natl Acad Sci U S A (2021) Abstract: Deep neural networks provide the current best models of visual information processing in the primate brain. Drawing on work from computer vision, the most commonly used networks are pretrained on data from the ImageNet Large Scale Visual Recognition Challenge. This dataset comprises images from 1,000 categories, selected to provide a challenging testbed for automated visual object recognition systems. Moving beyond this common practice, we here introduce ecoset, a collection of >1.5 million images from 565 basic-level categories selected to better capture the distribution of objects relevant to humans. Ecoset categories were chosen to be both frequent in linguistic usage and concrete, thereby mirroring important physical objects in the world. We test the effects of training on this ecologically more valid dataset using multiple instances of two neural network architectures: AlexNet and vNet, a novel architecture designed to mimic the progressive increase in receptive field sizes along the human ventral stream. We show that training on ecoset leads to significant improvements in predicting representations in human higher-level visual cortex and perceptual judgments, surpassing the previous state of the art. Significant and highly consistent benefits are demonstrated for both architectures on two separate functional magnetic resonance imaging (fMRI) datasets and behavioral data, jointly covering responses to 1,292 visual stimuli from a wide variety of object categories. These results suggest that computational visual neuroscience may take better advantage of the deep learning framework by using image sets that reflect the human perceptual and cognitive experience. Ecoset and trained network models are openly available to the research community. Keyword: Biological Sciences URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7923360/ https://doi.org/10.1073/pnas.2011417118 http://www.ncbi.nlm.nih.gov/pubmed/33593900 BASE Hide details 4 The spatiotemporal neural dynamics underlying perceived similarity for real-world objects Cichy, Radoslaw M.; Kriegeskorte, Nikolaus; Jozwik, Kamila M.. - : Academic Press, 2019 BASE Show details 5 Representational Similarity Mapping of Distributional Semantics in Left Inferior Frontal, Middle Temporal, and Motor Cortex Carota, Francesca; Kriegeskorte, Nikolaus; Nili, Hamed. - : Oxford University Press, 2017 BASE Show details 6 Adjudicating between face-coding models with individual-face fMRI responses Carlin, Johan D.; Kriegeskorte, Nikolaus. - : Public Library of Science, 2017 BASE Show details 7 Visual features as stepping stones toward semantics: Explaining object similarity in IT and perception with non-negative least squares Jozwik, Kamila M.; Kriegeskorte, Nikolaus; Mur, Marieke. - : Pergamon Press, 2016 BASE Show details 8 The Emergence of semantic meaning in the ventral temporal pathway Carlson, Thomas A; Simmons, Ryan A; Kriegeskorte, Nikolaus. - : Massachusetts Institute of Technology, 2014 BASE Show details 9 The emergence of semantic meaning in the ventral temporal pathway Carlson, Thomas A.; Simmons, Ryan A.; Kriegeskorte, Nikolaus. - : Massachusetts Institute of Technology, 2014 BASE Show details 10 Choosing the Rules: Distinct and Overlapping Frontoparietal Representations of Task Rules for Perceptual Decisions Zhang, Jiaxiang; Kriegeskorte, Nikolaus; Carlin, Johan D.. - : Society for Neuroscience, 2013 BASE Show details 11 Visual population codes : toward a common multivariate framework for cell recording and functional imaging electronic resource Kreiman, Gabriel; Kriegeskorte, Nikolaus. - Cambridge, Massachusetts : MIT Press, 2012, [2012]©2012 MPI für Psycholinguistik Show details 12 A Head View-Invariant Representation of Gaze Direction in Anterior Superior Temporal Sulcus Carlin, Johan D.; Calder, Andrew J.; Kriegeskorte, Nikolaus. - : Cell Press, 2011 BASE Show details

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