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Polarization vision can bypass its chronic data-scarcity bottleneck by decoupling Stokes parameters and borrowing pretrained RGB restoration priors via cross-domain feature distillation.
Achieving state-of-the-art stability in Angle of Polarization estimation from a single RGB image could revolutionize how we approach polarization-based applications without specialized hardware.
By encoding physical priors of low-light degradation directly into the diffusion process, SADM achieves state-of-the-art low-light image enhancement and denoising in a single stage, eliminating the need for complex multi-stage pipelines.
