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.
The mnist database of handwritten digit images for machine learning research [best of the web].IEEE signal processing magazine, 29(6):141–142
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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.