July 26, 2025Open Access

Many-Two-One: Diverse Representations Across Visual Pathways Emerge from A Single Objective

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Modeling world dynamics reveals how visual processing integrates across pathways, suggesting common computations in the cortex.

Many visual processing tasks in the cortex stem from two main computations: object recognition and motion recognition.
Deep neural networks were used to accurately predict brain activity during dynamic vision tasks across multiple cortical areas.
Results show that visual information is processed in a distributed manner rather than adhering strictly to the traditional visual streams.
The study highlights the brain's capability to integrate complex information from diverse representations with a single optimization objective.

Tang et al. (2025) studied this question.

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