most citedGAIA: Delving into Gradient-based Attribution Abnormality for Out-of-distribution Detection

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cs.CV2025

RUNA: Object-level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations

Bin Zhang, Jinggang Chen, Xiaoyang Qu +5

Enabling object detectors to recognize out-of-distribution (OOD) objects is vital for building reliable systems. A primary obstacle stems from the fact that models frequently do no…