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Sep 2026

UP-Dem: Deep Unrolling Convolutional Sparse Coding for Color Polarization Image Demosaicking

Division-of-focal-plane polarimeter (DoFP) cameras enable real-time polarization imaging by simultaneously capturing multiple polarization orientations at the cost of spatial resolution. Existing conventional and deep learning-based reconstruction methods still struggle to robustly estimate Degree of Polarization (DoP)...

Yi-Dong Luo, Cai-Yun Wu, Cheng-Gong Li et al. · 0 citations
Preprint Aug 2026

GS$^{2}$CI: Robust Gaussian Splatting For Snapshot Compressive Imaging via Large Vision Model Priors

This work proposes a novel framework that reconstructs high-quality 3D scenes from a single SCI measurement by leveraging 3D Gaussian Splatting and the powerful priors of large-scale vision foundation models (VFMs) and introduces Opacity-Guided Splitting and Growth Regulation (OSGR), an SCI-specific densification strat...

Yan-Ming Yang, Chen-Xi Song, Ping Wang et al. · 0 citations

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