InterNeg improves OOD detection in VLMs by using inter-modal distance criteria for negative text selection and by inverting high-confidence OOD images into additional negative text embeddings.
Openworldauc: Towards unified evaluation and optimization for open-world prompt tuning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Mind the Way You Select Negative Texts: Pursuing the Distance Consistency in OOD Detection with VLMs
InterNeg improves OOD detection in VLMs by using inter-modal distance criteria for negative text selection and by inverting high-confidence OOD images into additional negative text embeddings.