Name
Title | ||
|---|---|---|
Multiple Algorithm Integration Based on Ant Colony Optimization for Endmember Extraction From Hyperspectral Imagery |
Abstract | ||
|---|---|---|
Spectral unmixing is an important technique in hyperspectral image exploitation. It comprises the extraction of a set of pure spectral signatures (called endmembers in hyperspectral jargon) and their corresponding fractional abundances in each pixel of the scene. Over the last few years, many approaches have been proposed to automatically extract endmembers, which is a critical step of the spectral unmixing chain. Recently, ant colony optimization (ACO) techniques have reformulated the endmember extraction issue as a combinatorial optimization problem. Due to the huge computation load involved, how to provide suitable candidate endmembers for ACO is particularly important, but this aspect has never been discussed before in the literature. In this paper, we illustrate the capacity of ACO techniques for integrating the results obtained by different endmember extraction algorithms. Our experimental results, conducted using several state-of-the-art endmember extraction approaches using both simulated and a real hyperspectral scene (cuprite), indicate that the proposed ACO-based strategy can provide endmembers which are robust against noise and outliers. |
Year | DOI | Venue |
|---|---|---|
2015 | 10.1109/JSTARS.2014.2371615 | Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of |
Keywords | Field | DocType |
ant colony optimization (aco),endmember extraction,hyperspectral imagery,multiple algorithm integration,indexes,noise,spectral signatures,earth,algorithm design and analysis,hyperspectral imaging,ant colony optimization,feature extraction | Ant colony optimization algorithms,Endmember,Remote sensing,Artificial intelligence,Algorithm design,Pattern recognition,Outlier,Algorithm,Feature extraction,Hyperspectral imaging,Pixel,Spectral signature,Mathematics | Journal |
Volume | Issue | ISSN |
PP | 99 | 1939-1404 |
Citations | PageRank | References |
0 | 0.34 | 0 |
Authors | ||
7 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Lianru Gao | 1 | 373 | 59.90 |
| Jianwei Gao | 2 | 11 | 2.53 |
| Jun Li | 3 | 1360 | 97.59 |
| Antonio Plaza | 4 | 3475 | 262.63 |
| lina zhuang | 5 | 23 | 6.37 |
| Xu Sun | 6 | 564 | 68.04 |
| Bing Zhang | 7 | 422 | 74.10 |