ConvNeXt

Meta AI

Structures found in this family (2)

Linear Separability, Intrinsic-dimension profile across depth

By model (1)

ConvNeXt (image classifier, various sizes, ImageNet)

Linear Separability, Intrinsic-dimension profile across depth

Observations (3)

Patch-cosine Gram structure groups objects, strongest in self-supervised ViTs

A shared PCA basis's leading components separate figure from ground

Lower local intrinsic dimension predicts vision-model alignment and generalization

Papers

Human-like Object Grouping in Self-Supervised Vision Transformers (2026), From Local Cues to Global Percepts: Emergent Gestalt Organization in Self-Supervised Vision Models (2025), Local Intrinsic Dimension of Representations Predicts Alignment and Generalization in AI Models and the Human Brain (2026)