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2026 1

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Robust Onion: Peeling Open Vocab Object Detectors Under Noise

cs.CV · 2026-06-25 · unverdicted · novelty 5.0

Empirical study finds OV-OD robustness driven by vision backbone and image domain via layer-wise feature collapse analysis, validated with a low-parameter robustness improvement on real data.

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  • Robust Onion: Peeling Open Vocab Object Detectors Under Noise cs.CV · 2026-06-25 · unverdicted · none · ref 16

    Empirical study finds OV-OD robustness driven by vision backbone and image domain via layer-wise feature collapse analysis, validated with a low-parameter robustness improvement on real data.