Not All Layers Are Equal: Dynamic Layer Routing for Reliable CLIP OOD Detection

arXiv:2609.20299 · cs.CV · Submitted 2026-07-30 · Read on arXiv

cs.CV

Submitted: 2026-07-30

Updated: 2026-07-30

Terminology

Sparsity — 60× in this paper · explained in 4 episodes
Benchmark — 22× in this paper · explained in 2 episodes
Ablation — 11× in this paper · explained in 1 episode
Accuracy — 5× in this paper · explained in 1 episode
Aggregation — 5× in this paper · explained in 1 episode
Distribution Shift — 5× in this paper · explained in 5 episodes
Cosine Similarity — 3× in this paper · explained in 3 episodes
Embeddings — 3× in this paper · explained in 2 episodes
Generalization — 3× in this paper · explained in 13 episodes
Interpretability — 3× in this paper · explained in 15 episodes
Transformer — 3× in this paper · explained in 2 episodes
Maximum Concept Matching — 2× in this paper
Redundancy — 2× in this paper · explained in 2 episodes
Ablation study — 1× in this paper · explained in 1 episode
Adam — 1× in this paper · explained in 2 episodes
Adversarial Attacks — 1× in this paper · explained in 1 episode
Core — 1× in this paper · explained in 2 episodes
Decode — 1× in this paper · explained in 2 episodes
Hamming Distance — 1× in this paper · explained in 2 episodes
Loss Function — 1× in this paper · explained in 2 episodes
Out-of-Distribution (OOD) Detection — 1× in this paper · explained in 2 episodes
Robustness — 1× in this paper · explained in 5 episodes
Transformer Models — 1× in this paper · explained in 2 episodes
Unified Framework — 1× in this paper · explained in 5 episodes