Hyperspectral unmixing (HU) aims to estimate endmembers and their corresponding abundances, a task commonly referred to as blind hyperspectral unmixing (BLU). Nonnegative matrix factorization (NMF) provides a unified framework for their joint estimation.
Hengnuo Liu +4 more
doaj +1 more source
A Fast Sparse NMF Optimization Algorithm for Hyperspectral Unmixing
Hyperspectral remote sensing images have received extensive attention because of their high spectral resolution. However, the limitation of spatial resolution of imaging spectrometers results in a large number of mixed pixels, which restricts the ...
Kewen Qu, Zhenqing Li
doaj +1 more source
Derivation of synthetic endmembers for linear unmixing to improve parameter estimation for soil erosion modelling in agricultural ecosystems. [PDF]
Physically based erosion models have been widely accepted in soil erosion risk assessment in the past years but their application is still restricted due to a large disparity between required model input parameters and data availability.
Borg, Erik, Gerighausen, Heike
core
In situ detection of water on the Moon by the Chang'E-5 lander. [PDF]
Lin H +17 more
europepmc +1 more source
Diffusion Model Based Hyperspectral Unmixing Using Spectral Prior Distribution
Hyperspectral unmixing is a crucial task for identifying the constituent materials and their respective distributions in a scene. Utilizing known spectral libraries as prior information, semi-blind unmixing methods (also known as spectral-library-based ...
Qian, Yuntao +3 more
core +1 more source
Classification techniques for hyperspectral remote sensing [PDF]
This study concerns with classification techniques in high dimensional space such as that of Hyperspectral Imaging (HSI) data sets, with objectives of understanding the strength and weakness of various classifiers and at the same time to study how ...
Kam, Firmin
core
3D Polymer Architectures for the Identification of Optimal Dimensions for Cellular Growth of 3D Cellular Models. [PDF]
Maibohm C +3 more
europepmc +1 more source
Spatial sterol metabolism unveiled by stimulated Raman imaging. [PDF]
Zhang Y +6 more
europepmc +1 more source
The AMEE-PPI Method to Extract Typical Outcrop Endmembers from GF-5 Hyperspectral Images. [PDF]
Hu L +6 more
europepmc +1 more source
Hyperspectral Image Classification: Potentials, Challenges, and Future Directions. [PDF]
Datta D +5 more
europepmc +1 more source

