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State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences
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By ensuring consistency between visual and textual modalities, InterNeg significantly boosts OOD detection performance in VLMs, outperforming existing methods by a large margin on challenging benchmarks.