HIR-ALIGN augments limited target data for hyperspectral restoration by creating proxy clean images, synthesizing aligned HSIs with blur-robust diffusion and warp-based transfer, then finetuning models to lower target-domain risk.
Generalized assorted pixel camera: Postcapture control of resolution, dynamic range, and spectrum,
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ASSR-Net uses directional perception for anisotropic spatial structures and spectral priors for calibration to outperform prior methods in hyperspectral image fusion.
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HIR-ALIGN: Enhancing Hyperspectral Image Restoration via Diffusion-Based Data Generation
HIR-ALIGN augments limited target data for hyperspectral restoration by creating proxy clean images, synthesizing aligned HSIs with blur-robust diffusion and warp-based transfer, then finetuning models to lower target-domain risk.
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ASSR-Net: Anisotropic Structure-Aware and Spectrally Recalibrated Network for Hyperspectral Image Fusion
ASSR-Net uses directional perception for anisotropic spatial structures and spectral priors for calibration to outperform prior methods in hyperspectral image fusion.