Name
Abstract | ||
|---|---|---|
Hyperspectral iniaging offers the possibility of characterizing materials and objects in the air, land and water on the basis of the unique reflectance patterns that result from the interaction of solar energy with the molecular structure of the material. In this paper, we provide a seminal view on recent advances in techniques for hyperspectral data processing. Our main focus is on the development of approaches able to naturally integrate the spatial and spectral information available from the data. Special attention is paid to techniques that circumvent the curse of dimensionality introduced by high-dimensional data spaces. Experimental results, focused in this work on a specific case-study of urban data analysis, demonstrate the success of the considered techniques. This paper represents a first step towards the development of a quantitative and comparative assessment of advances in hyperspectral data processing techniques. |
Year | DOI | Venue |
|---|---|---|
2006 | 10.1109/IGARSS.2006.511 | 2006 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8 |
Keywords | Field | DocType |
remote sensing,image processing | Computer vision,Data processing,Full spectral imaging,Computer science,Remote sensing,Solar energy,Image processing,Curse of dimensionality,Hyperspectral imaging,Artificial intelligence,Reflectivity,Geophysical signal processing | Conference |
ISSN | Citations | PageRank |
2153-6996 | 10 | 1.15 |
References | Authors | |
8 | 12 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| antonio plaza | 1 | 334 | 24.17 |
| Jon Atli Benediktsson | 2 | 4064 | 251.17 |
| joseph w boardman | 3 | 10 | 1.15 |
| J BRAZILE | 4 | 102 | 12.68 |
| Lorenzo Bruzzone | 5 | 4952 | 387.72 |
| Camps-Valls, G. | 6 | 441 | 29.69 |
| J. Chanussot | 7 | 306 | 18.20 |
| mathieu fauvel | 8 | 10 | 1.15 |
| Paolo Gamba | 9 | 682 | 92.97 |
| anthony j gualtieri | 10 | 10 | 1.15 |
| J. C. Tilton | 11 | 29 | 4.07 |
| giovanna trianni | 12 | 10 | 1.15 |