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Jun, 2024
利用异常标签曝光进行零样本领域外检测
Zero-Shot Out-of-Distribution Detection with Outlier Label Exposure
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Choubo Ding, Guansong Pang
TL;DR
利用大规模和多样化的离群类别标签作为提示并通过离群样本生成模块增强零样本离群检测,实验结果表明 Outlier Label Exposure (OLE)对于大规模离群检测和难样本离群检测具有显著提升和创新性的性能。
Abstract
As
vision-language models
like CLIP are widely applied to
zero-shot
tasks and gain remarkable performance on in-distribution (ID) data, detecting and rejecting out-of-distribution (OOD) inputs in the
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