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Spatial-Spectral Hyperspectral Endmember Extraction Using a Spatial Energy Prior Constrained Maximum Simplex Volume Approach [PDF]

open access: goldIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020
Endmember extraction algorithms (EEAs) are among the most commonly discussed types of hyperspectral image processing in the past three decades. This article proposes a spatial energy prior constrained maximum simplex volume (SENMAV) approach for spatial ...
Xiangfei Shen, Wenxing Bao, Kewen Qu
doaj   +7 more sources

Maximum simplex volume: an efficient unsupervised band selection method for hyperspectral image

open access: closedIET Computer Vision, 2018
Hyperspectral imaging makes it possible to obtain object information with fine spectral resolution as well as spatial resolution, which is beneficial to a wide array of applications. However, there is a high correlation among the bands in a hyperspectral
Xuefeng Jiang   +3 more
doaj   +4 more sources

Parallelotopes of Maximum Volume in a Simplex [PDF]

open access: bronzeDiscrete & Computational Geometry, 1999
For a \(d\)-simplex \(S\subset E^d\), denote by \(v_1,\dots, v_d\) the vectors determining the edges of \(S\) starting at its vertex \(0\), say. It is clear that the \(d\)-parallelotope \(P\) with vertex \(0\) and edges at \(0\) determined by the vectors \({1\over d}v_1,\dots, {1\over d}v_d\) is a subset of \(S\) and has \(d!/d^d\) times the volume of \
Marek Lassak
exaly   +6 more sources

Spatial Potential Energy Weighted Maximum Simplex Algorithm for Hyperspectral Endmember Extraction

open access: yesRemote Sensing, 2022
Most traditional endmember extraction algorithms focus on spectral information, which limits the effectiveness of endmembers. This paper develops a spatial potential energy weighted maximum simplex algorithm (SPEW) for hyperspectral endmember extraction,
Meiping Song   +3 more
doaj   +4 more sources

Maximum Volume Inscribed Ellipsoid: A New Simplex-Structured Matrix Factorization Framework via Facet Enumeration and Convex Optimization [PDF]

open access: greenSIAM Journal on Imaging Sciences, 2018
Consider a structured matrix factorization model where one factor is restricted to have its columns lying in the unit simplex. This simplex-structured matrix factorization (SSMF) model and the associated factorization techniques have spurred much interest in research topics over different areas, such as hyperspectral unmixing in remote sensing, topic ...
Chia-Hsiang Lin   +4 more
exaly   +7 more sources

Fast Implementation of Maximum Simplex Volume-Based Endmember Extraction in Original Hyperspectral Data Space

open access: closedIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013
Endmember extraction (EE) is a prerequisite task for spectral analysis of hyperspectral imagery. In all kinds of EE algorithms, maximum simplex volume-based ones, such as simplex growing algorithm (SGA) and N-FINDR algorithm, have been widely used for their fully automated and efficient performance.
Liguo Wang   +3 more
exaly   +4 more sources

Maximum volume simplex method for automatic selection and classification of atomic environments and environment descriptor compression [PDF]

open access: hybridThe Journal of Chemical Physics, 2020
Fingerprint distances, which measure the similarity of atomic environments, are commonly calculated from atomic environment fingerprint vectors. In this work, we present the simplex method that can perform the inverse operation, i.e., calculating fingerprint vectors from fingerprint distances.
Behnam Parsaeifard   +3 more
openalex   +6 more sources

Maximum Simplex Volume based Landmark Selection for Isomap [PDF]

open access: bronzeKorean Journal of Remote Sensing, 2013
Since traditional linear feature extraction methods are unable to handle nonlinear characteristics often exhibited in hyperspectral imagery, nonlinear feature extraction, also known as manifold learning, is receiving increased attention in hyperspectral remote sensing society as well as other community.
Junhwa Chi
openalex   +3 more sources

The Maximum of the Volume of a Cevian Simplex and its Parts [PDF]

open access: green
The cevian triangle corresponding to an interior point $M$ of a triangle is the triangle determined by the feet of the three cevians concurrent at $M$. It is known that the area of the cevian triangle for an interior point $M$ of a triangle is at most $\frac{1}{4}$ of the area of the triangle, with maximum attained when $M$ is the triangle's centroid ...
Yagub N. Aliyev
openalex   +3 more sources

The Maximum of the Volume of a Part of a Cevian Simplex [PDF]

open access: green
The cevians passing through a point in a simplex create a cevian simplex, which is divided by these cevians into smaller simplices. We consider the problem about the maximum of the ratio of the sum of the volumes of some of these smaller simplices by the volume of the reference simplex. The special case of tetrahedron is given as an example.
Zamina Guliyeva, Yagub N. Aliyev
openalex   +3 more sources

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