DINO

Meta AI

Structures found in this family (2)

Linear Separability, Linear Subspace

By model (2)

DINO ViT-B/16 · 86M

Linear Separability, Linear Subspace

DINO ViT-S/16 · 21M

Linear Subspace

Observations (3)

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

Mid-level vision decodability weakly correlates with recognition accuracy

An affine map between two vision models matches their PCA components

Papers

Human-like Object Grouping in Self-Supervised Vision Transformers (2026), Probing the Mid-level Vision Capabilities of Self-Supervised Learning (2024), Text-to-Concept (and Back) via Cross-Model Alignment (2023)