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The model-resistant richness of human visual experience

Jeffrey S. Bowers,Gaurav Malhotra,Marin Dujmovic,Milton Llera Monteroa,Christian Tsvetkov,Valerio Biscione,Guillermo Puebla,Federico Adolfi,John E. Hummel,Rachel F. Heaton,Benjamin D. Evans,Jeffrey Mitchell,Ryan Blything

BEHAVIORAL AND BRAIN SCIENCES（2023）

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Abstract
Current deep neural networks (DNNs) are far from being able to model the rich landscape of human visual experience. Beyond visual recognition, we explore the neural substrates of visual mental imagery and other visual experiences. Rather than shared visual representations, temporal dynamics and functional connectivity of the process are essential. Generative adversarial networks may drive future developments in simulating human visual experience.
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