Author

Marcus A. Brubaker

York UniversityORCID 0000-0002-7892-9026Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 2

Signature Assays, Organisms & Methods

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Approach:deep learning· 2 Research Focus:benchmarking· 1

Frequent Co-Authors

Alban FlachotiD· 2 shared David H. BrainardiD· 2 shared Jaykishan Y. PateliD· 2 shared Thomas S. A. WallisiD· 2 shared Javier Vázquez-CorraliD· 1 shared R. F. Murray· 1 shared Richard F. Murray· 1 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

7 top collaborators · 19 mutual co-author links

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2 shared papersNeuroscience

Alban FlachotORCID

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2 papers

Recent·Most cited

NeuroscienceJournal of VisionPeer-reviewedMar 25, 2026

A deep convolutional neural network trained for lightness constancy is susceptible to lightness illusions

Jaykishan Y. Patel, Alban Flachot, Javier Vázquez-Corral…·R. F. Murray

The paper trains a deep convolutional neural network to estimate surface reflectance and tests its susceptibility to lightness illusions, finding it performs well compared to classical models.

1 citation

deep learningbenchmarking

𝕏 PostBluesky

NeuroscienceJournal of VisionPeer-reviewedFeb 18, 2026

Deep neural networks trained for estimating albedo and illumination achieve lightness constancy differently than human observers.

Alban Flachot, Jaykishan Y. Patel, Thomas S. A. Wallis…·Richard F. Murray

This study compares how deep neural networks and human observers achieve lightness constancy by estimating albedo and illumination in controlled conditions.

1 citation

𝕏 PostBluesky