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Performance-optimized hierarchical models predict neural responses in higher visual cortex

Daniel Yamins,Ha Hong,3 Authors,J. DiCarlo

2014 · DOI: 10.1073/pnas.1403112111
Proceedings of the National Academy of Sciences of the United States of America · 2,237 Citations

TLDR

This work uses computational techniques to identify a high-performing neural network model that matches human performance on challenging object categorization tasks and shows that performance optimization—applied in a biologically appropriate model class—can be used to build quantitative predictive models of neural processing.