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我国科学家首次实现高光谱相机实时解析，卫星可直接实时出结果
IT之家 9 月 2 日消息，据央视今日报道，北京理工大学科研团队在《科学》上发表了一项最新研究成果，首创片上光谱计算新方法，实现了高光谱相机从图像采集到信息解析的全链路片上集成处理，使原本依赖大型服务器完成的光谱解析可在便携设备中现场实时完成。 高光谱成像技术通过在空间信息基础上增加光谱维度，能够…
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Beyond RGB: Benchmarking and Enhancing MLLMs for Hyperspectral Image Understanding via Training-Free Reasoning Framework
多模态大模型不止看懂RGB，高光谱成像理解迎来全新基准与免训练推理框架。
arXiv:2604.08884v2 Announce Type: replace-cross Abstract: Multimodal Large Language Models (MLLMs) have achieved strong performance on RGB image under…
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我国成功发射东方慧眼高光谱 01、02 星，搭载“绿水青山大模型”
天地一体智能遥感星座再突破，轻量卫星搭载大模型，实时看地球。
IT之家 8 月 5 日消息，据央视新闻报道，北京时间 2026 年 8 月 5 日 10 时 38 分，我国太原卫星发射中心在山东海阳附近海域使用捷龙三号运载火箭， 成功将东方慧眼高光谱 01、02 星发射升空 ，卫星顺利进入预定轨道，发射任务取得圆满成功。 IT之家注意到，此次任务是捷龙三号运载…
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Filterless Snapshot Hyperspectral Imaging using Guided Patch Diffusion
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…
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Few-Shot Hyperspectral Aphid Detection via FastGAN Synthetic Data Generation, Transformer-Based Classification and Explainable AI
用FastGAN合成数据+Transformer分类，高光谱蚜虫检测在少样本下也能精准识别，还带可解释性分析。
arXiv:2606.21267v1 Announce Type: cross Abstract: Early detection of aphid infestation in crops is essential for preventing yield loss and reducing un…
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TeX-1500: A Paired Real-World LWIR Hyperspectral Dataset and Benchmark for Temperature-Emissivity-Texture Decomposition
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…
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Leveraging pretrained RGB denoisers for hyperspectral image restoration
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…
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ChronoEarth-492K: A Large Scale and Long Horizon Spatiotemporal Hyperspectral Earth Observation Dataset and Benchmark
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…
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Preprocessing Algorithm Leveraging Geometric Modeling for Scale Correction in Hyperspectral Images for Improved Unmixing Performance
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…
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FSCM: Frequency-Enhanced Spatial-Spectral Coupled Mamba for Infrared Hyperspectral Image Colorization
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…