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Sep 2026

Phase Consistency Prior Driven RGB-D Salient Object Detection.

For RGB-D salient object detection (SOD), a fundamental challenge lies in establishing effective cross-modality interactions between the input graphic domain (RGB and depth modalities) and the output saliency domain. While existing deep learning methods primarily focus on modeling image-level consistency through carefu...

Jingyi 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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