A new framework adds adaptive background patch suppression via entropy weighting and confusable foreground patch rectification to existing FG-BG methods, significantly improving few-shot OOD detection.
Background prompt for few-shot out-of-distribution detec- tion.arXiv preprint arXiv:2509.21055,
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Enhancing Few-Shot Out-of-Distribution Detection via the Refinement of Foreground and Background
A new framework adds adaptive background patch suppression via entropy weighting and confusable foreground patch rectification to existing FG-BG methods, significantly improving few-shot OOD detection.