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. In this study%2C we implemented a comprehensive visual decision-making model that spans from visual input to behavioral output%2C using a neural dynamics modeling approach. Drawing inspiration from the key components of the dorsal visual pathway in primates%2C our model not only aligns closely with human behavior but also reflects neural activities in primates%2C and achieving accuracy comparable to convolutional neural networks (CNNs). Moreover%2C magnetic resonance imaging (MRI) identified key neuroimaging features such as structural connections and functional connectivity that are associated with performance in perceptual decision-making tasks. A neuroimaging-informed fine-tuning approach was introduced and applied to the model%2C leading to performance improvements that paralleled the behavioral variations observed among subjects. Compared to classical deep learning models%2C our model more accurately replicates the behavioral performance of biological intelligence%2C relying on the structural characteristics of biological neural networks rather than extensive training data%2C and demonstrating enhanced resilience to perturbation.?quality=80&w=800)
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