Author

Thomas Serre

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Preprint Oct 2026

Recurrent network dynamics explain the time course of perceptual grouping in natural scenes

How the brain groups image elements into coherent objects in natural scenes remains unclear. Existing models for grouping in biological vision rely on simplified stimuli with explicit boundaries and cannot explain human behavior in naturalistic settings. We propose a mechanistic framework in which recurrent interaction...

Sami Mollard, A. Ashok, L. Goetschalckx et al. · 0 citations

#computer vision Review Sep 2026

From Interpretability Methods to Interpretable Models

It is argued for shifting the field's focus from methods to models, along two complementary lines: existing tools let us characterize and compare what different models represent and compute, and whether a model can actually be understood by the humans who rely on it.

Julien Colin, Nuria Oliver, Thomas Serre · 0 citations