Hyperspectral-Image-Super-Resolution-Benchmark A list of hyperspectral image super-resolution resources collected by Junjun Jiang. If you find that important resources are not included, please feel free to contact me. According to whether or not to use auxiliary information (PAN image/RGB image/mult...
super-resolutiondiffusion-modelhyperspectral-images UpdatedSep 18, 2024 Python earthlab/neonhs Star15 An R package to simplify working with NEON's hyperspectral imagery neonrasteraopbandshyperspectral-imagesextract-spectrawavelengthsspatial-pointsecological-observatory-network ...
(arxiv2408) HSR-KAN: Efficient Hyperspectral Image Super-Resolution via Kolmogorov-Arnold Networks 高峰OUC 中国海洋大学,计算机学院教师17 人赞同了该文章 论文地址:arxiv.org/abs/2409.0670代码地址:github.com/Baisonm-Li/H 该论文提出了一种基于KAN的高光谱图像超分辨率方法,主要贡献包括:(1)提出了...
Northwestern Polytechnical University, Xi'an, China 3Northwestern Polytechnical University in Shenzhen, Shenzhen, China Abstract The key for fusion based hyperspectral image (HSI) super-resolution (SR) is to infer the posteriori of a latent HSI using appropriate image prior...
Hyperspectral image super-resolution with rgb image super-resolution as an auxiliary task 把H*W*D的HSI拆成一组H*W*S的hsi,然后把rgb从H*W*3升维成H*W*S 针对第二个问题 本文提出了dual-stream Transformer (DSTrans) 具体来说 有两个不同的注意力机制Multi-Dconv-head spectral attention (MDSA) an...
The recent advancement of deep learning techniques has made great progress on hyperspectral image super-resolution (HSI-SR). Yet the development of unsupervised deep networks remains challenging for this task. To this end, we propose a novel coupled unmi
Hyperspectral Image Super-Resolution with RGB Image Super-Resolution as an Auxiliary Task Ke Li1 Dengxin Dai2 Luc Van Gool1,3 1CVL, ETH Zurich, 2 MPI for Informatics, 3PSI, KU Leuven {ke.li,vangool}@vision.ee.ethz.ch, ddai@mpi-inf.mpg.de Abst...
Fu, Y., Liang, Z., You, S.: Bidirectional 3d quasi-recurrent neural network for hyperspectral image super-resolution. IEEE J. Select. Topics Appl. Earth Observ. Remote Sens. 14, 2674–2688 (2021) Article Google Scholar Zhang, X., Zhang, Y., Xiong, R., Sun, Q., Zhang, J.: He...
Recently, it has become popular to obtain a high spatial resolution hyperspectral image (HR-HSI) by fusing a low spatial resolution hyperspectral image (LR-HSI) with a high spatial resolution RGB image (HR-RGB). Existing HSI super-resolution methods are designed based on a known spatial ...
Hyperspectral image produces high spectral resolution at the sacrifice of spatial resolution. Without reducing the spectral resolution, improving the resolution in the spatial domain is a very challenging problem. Motivated by the discovery that hyperspectral image exhibits high similarity between adjacent ...