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Sep 2026

Phase Consistency Prior Driven RGB-D Salient Object Detection.

A novel Phase Updating and Transform Network (PUTNet) is developed, which performs two key operations including updating the saliency phase component under RGB-D-Saliency phase consistency constraints, and generating the final saliency map through global phase-to-image transform.

Jing-Yi Xu, Xin Deng, Minglang Qiao et al. · 0 citations
Aug 2026

Rethinking Multi-modal Image Super-resolution: The Key Role of Cross-modal Consistency Prior.

For multi-modal image super-resolution (MISR), exploring cross-modal consistency is of vital importance. However, most existing consistency priors struggle to preserve high-frequency components and fail to provide generalizable regularization, often resulting in blurred edges or inaccurate textures. In this paper, we r...

Jingyi Xu, Xin Deng, Yutong Wang et al. · 0 citations

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