self-supervised learning

A single computational objective drives specialization of streams in visual cortex
Human visual cortex is organized into dorsal, lateral, and ventral streams. A long-standing hypothesis is that the functional …
Dawn Finzi, Eshed Margalit, Kendrick Kay, Daniel L. K. Yamins, Kalanit Grill-Spector
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A Unifying Principle for the Functional Organization of Visual Cortex
A key feature of many cortical systems is functional organization- the arrangement of neurons with specific functional properties in …
Eshed Margalit, Hyodong Lee, Dawn Finzi, James J. DiCarlo, Kalanit Grill-Spector, Daniel L. K. Yamins
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Topographic DCNNs trained on a single self-supervised task capture the functional organization of cortex into visual processing streams
A model trained with a spatial constraint, on a single self-supervised task, can recapitulate the functional organization of visual cortex into multiple processing streams.
Dawn Finzi, Eshed Margalit, Daniel L. K. Yamins, Kendrick Kay, Kalanit Grill-Spector
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