https://deepai.org/publication/large-scale-hyperspectral-image-clustering-using-contrastive-learning
Large-Scale Hyperspectral Image Clustering Using Contrastive Learning | DeepAI
Nov 15, 2021 - 11/15/21 - Clustering of hyperspectral images is a fundamental but challenging task. The recent development of hyperspectral image clustering...
large scalehyperspectral imagecontrastive learningclusteringusing
https://www.preprints.org/manuscript/201810.0615
Hyperspectral Image based Biodiversity of Forest Canopy and Marine Benthic Species[v1] |...
Hyperspectral images are an important tool to assess ecosystem biodiversity both on terrestrial and benthic habitats. To obtain more precise analysis of...
hyperspectral imageforest canopy
https://www.mdpi.com/2072-4292/17/7/1255
Central Pixel-Based Dual-Branch Network for Hyperspectral Image Classification
Hyperspectral image classification faces significant challenges in effectively extracting and integrating spectral-spatial features from high-dimensional data....
branch networkhyperspectral imagecentralpixelbased
https://www.mdpi.com/2072-4292/13/5/930
Hyperspectral Image Classification Based on Superpixel Pooling Convolutional Neural Network with...
Deep learning-based hyperspectral image (HSI) classification has attracted more and more attention because of its excellent classification ability. Generally,...
convolutional neural networkhyperspectral imageclassificationbased
https://www.mathworks.com/help/images/ref/geohypercube.html
geohypercube - Read hyperspectral image with geospatial information - MATLAB
This MATLAB function reads hyperspectral image data with geospatial information from the specified file file and stores the geospatial information in the...
hyperspectral imagegeospatial informationreadmatlab
https://www.mdpi.com/1424-8220/23/17/7628
Multiscale Feature-Learning with a Unified Model for Hyperspectral Image Classification
In the realm of hyperspectral image classification, the pursuit of heightened accuracy and comprehensive feature extraction has led to the formulation of an...
feature learningunified modelhyperspectral imagemultiscale
https://openreview.net/forum?id=l9wTrSu9i9
Label-Efficient Hyperspectral Image Classification via Spectral FiLM Modulation of Low-Level...
Hyperspectral imaging (HSI) enables detailed land cover classification, but low spatial resolution and sparse annotations pose significant challenges. We...
hyperspectral image
https://www.mdpi.com/1424-8220/21/19/6551
Coded Aperture Hyperspectral Image Reconstruction
In this work, we study and analyze the reconstruction of hyperspectral images that are sampled with a CASSI device. The sensing procedure was modeled with the...
coded aperturehyperspectral imagereconstruction
https://deepai.org/publication/hyperspectral-image-dataset-for-benchmarking-on-salient-object-detection
Hyperspectral Image Dataset for Benchmarking on Salient Object Detection | DeepAI
Jun 29, 2018 - 06/29/18 - Many works have been done on salient object detection using supervised or unsupervised approaches on colour images. Recently, a fe...
hyperspectral imageobject detectiondatasetbenchmarkingsalient
https://www.mdpi.com/2072-4292/15/4/1147
Hyperspectral Image Classification via Information Theoretic Dimension Reduction
Hyperspectral images (HSIs) are one of the most successfully used tools for precisely and potentially detecting key ground surfaces, vegetation, and minerals....
hyperspectral imageinformation theoreticclassificationviadimension
https://deepai.org/publication/hyperspectral-image-clustering-with-spatially-regularized-ultrametrics
Hyperspectral Image Clustering with Spatially-Regularized Ultrametrics | DeepAI
Apr 10, 2020 - 04/10/20 - We propose a method for the unsupervised clustering of hyperspectral images based on spatially regularized spectral clustering wit...
hyperspectral imageclusteringdeepai
https://sites.google.com/a/udayton.edu/rhardie1/research/hyperspectral-image-processing
Russell C. Hardie - Hyperspectral Image Processing
The ProblemThere has been significant recent interest in hyperspectral sensing technology to support a variety of remote sensing applications. The wealth of...
hyperspectral imagerussellhardieprocessing
https://www.space.com/aurora-borealis-1st-hyperspectral-images
1st 'hyperspectral' image of aurora borealis reveals true colors of northern lights | Space
Aug 6, 2024 - Japan's National Institute for Fusion Science (NIFS) has returned the first hyperspectral images of the aurora.
hyperspectral imageaurora borealis
https://arxiv.org/abs/1903.06548
[1903.06548] Superpixel Contracted Graph-Based Learning for Hyperspectral Image Classification
Abstract page for arXiv paper 1903.06548: Superpixel Contracted Graph-Based Learning for Hyperspectral Image Classification
learning forhyperspectral image190306548contracted
https://ojp.gov/library/publications/deep-hyperspectral-image-fusion-network-iterative-spatio-spectral
Deep Hyperspectral Image Fusion Network With Iterative Spatio-Spectral Regularization | Office of...
hyperspectral imagefusion network
https://www.mdpi.com/2072-4292/13/7/1253
Hyperspectral Image Classification via Multi-Feature-Based Correlation Adaptive Representation
In recent years, representation-based methods have attracted more attention in the hyperspectral image (HSI) classification. Among them, sparse...
hyperspectral imageclassificationviamultifeature
https://www.mdpi.com/2072-4292/11/7/833
Hyperspectral Image Classification Based on Fusion of Curvature Filter and Domain Transform...
In recent decades, in order to enhance the performance of hyperspectral image classification, the spatial information of hyperspectral image obtained by...
hyperspectral imagebased on
https://www.mdpi.com/1424-8220/23/5/2731
Joint Texture Search and Histogram Redistribution for Hyperspectral Image Quality Improvement
Due to optical noise, electrical noise, and compression error, data hyperspectral remote sensing equipment is inevitably contaminated by various noises, which...
hyperspectral imagejointtexturesearchhistogram
https://www.mdpi.com/2072-4292/15/21/5208
Vision Transformer-Based Ensemble Learning for Hyperspectral Image Classification
Hyperspectral image (HSI) classification, due to its characteristic combination of images and spectra, has important applications in various fields through...
vision transformerensemble learninghyperspectral imagebasedclassification
https://www.mdpi.com/1424-8220/22/21/8502
Multi-Scale Superpixel-Guided Structural Profiles for Hyperspectral Image Classification
Hyperspectral image classification has received a lot of attention in the remote sensing field. However, most classification methods require a large number of...
multi scalehyperspectral imageguidedstructuralprofiles
https://www.mdpi.com/2072-4292/15/11/2720
Hyperspectral Image Classification Based on Multiscale Hybrid Networks and Attention Mechanisms
Hyperspectral image (HSI) classification is one of the most crucial tasks in remote sensing processing. The attention mechanism is preferable to a...
hyperspectral imagebased onhybrid networksclassification
https://www.nist.gov/publications/hyperspectral-image-projector-advanced-sensor-characterization
Hyperspectral Image Projector for Advanced Sensor Characterization | NIST
Feb 17, 2017 - In this work, we describe radiometric platforms able to produce realistic spectral distributions and spatial scenes for the development of application-specific
hyperspectral imagefor advancedprojectorsensorcharacterization
https://www.mdpi.com/2072-4292/15/7/1868
Unsupervised Transformer Boundary Autoencoder Network for Hyperspectral Image Change Detection
In the field of remote sens., change detection is an important monitoring technology. However, effectively extracting the change feature is still a challenge,...
hyperspectral imageunsupervisedtransformerboundaryautoencoder
https://arxiv.org/abs/2505.11800
[2505.11800] Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual...
Abstract page for arXiv paper 2505.11800: Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model
self learning