Author

Qijun Zhao

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Jul 2026

Is It Time for the Renaissance of Salient Object Detection in the Era of MLLMs?

FOCUS couples top-down Bayesian-surprise calibration of protocol-conditioned foreground granularity with bottom-up propagation of MLLMs evidence over entity-centric perceptual manifolds induced by self-supervised features, yielding coherent object extents as prompts for a general segmenter.

Wen-Zhuo Zhao, Xiuzhi Li, Z. Mao et al. · arXiv.org · 1 citation