用引导补丁扩散模型，从单张无滤波器灰度快照重建高光谱图像，开创低成本计算成像新思路
arXiv:2412.02798v3 Announce Type: replace Abstract: We consider the problem of reconstructing a HxWx31 hyperspectral image from a $H\times W$ grayscal…
首个真实世界长波红外高光谱数据集Tex-1500，为温度-发射率-纹理分解提供标准化基准，推动热红外遥感新进展。
arXiv:2606.03806v1 Announce Type: new Abstract: Temperature-emissivity-texture (TeX) decomposition seeks to recover object heat state, material spectr…
不用重新训练，直接调用预训练RGB去噪器就能修复高光谱图像，省时省成本
arXiv:2605.24769v1 Announce Type: cross Abstract: Hyperspectral image restoration faces several challenges, including limited training data, strong se…
大规模长时序高光谱地球观测数据集ChronoEarth-492K发布，推动遥感自监督学习研究
arXiv:2605.15666v1 Announce Type: new Abstract: Hyperspectral imaging (HSI) provides dense spectral information for the Earth's surface, enabling mate…
利用几何建模进行尺度校正，提升高光谱图像解混性能的新预处理算法。
arXiv:2508.08431v3 Announce Type: replace-cross Abstract: Spectral variability significantly impacts the accuracy and convergence of hyperspectral unm…
利用Mamba架构融合频率域与空间-光谱信息，实现红外高光谱图像高质量着色，解决视觉感知难题。
arXiv:2605.15880v1 Announce Type: cross Abstract: Thermal infrared imaging is robust to illumination variations and smoke interference, making it impo…