#dinov3
Dinov3: 2 AI articles covering dinov3 news, analysis, and research
Articles
Emergent Object Binding Has a Finite Spatial Horizon⭐9
Frozen Vision Transformer embeddings encode same-object binding only within a finite spatial horizon, decaying exponentially with patch distance, reshaping how ...
Exemplar: Classical Priors Complement Frozen Features for Few⭐7
Exemplar fuses classical filters with frozen DINOv3 features for few-shot microscopy segmentation, outperforming nnU-Net on single masks yet fitting 16–77× fast...