System and method for reducing dimensionality of hyperspectral images
Abstract
A method for reducing dimensionality of hyperspectral images may include receiving a hyperspectral image having a plurality of pixels. A basis vector set including a number of members may then be established, wherein each of the members comprises a basis vector. For each of the plurality of pixels, a spectral vector for the pixel may be read and decomposed with the members of the basis vector set to derive a residual vector for the pixel. A basis vector for the pixel may then be added to the members of the basis vector set if the residual vector for the pixel has a magnitude exceeding a predetermined threshold, and the basis vector set may then be optimized to eliminate one of the members of the basis vector set, whereby the optimized basis vector set includes the number of members. A system configured to perform the method may also be provided.
Term
No projected expiry on record.
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Every citation, both waysCites: the store holds 1 of 2
| Document | Relation | Office | Category | Cited during | Relevant claims |
|---|---|---|---|---|---|
| US2009074297A1 | Cites | United States of America | X | International search | 1,2,4-7 |
| LIXIN SUN ET AL: "Improved Iterative Error Analysis for Endmember Extraction from Hyperspectral Imagery", SPIE IMAGING SPECTROMETRY XIII, vol. 708, 27 August 2008 (2008-08-27), pages 400 - 407, XP002619980 | Non-patent | – | – | International search | – |
| DEREK M ROGGE ET AL: "Iterative Spectral Unmixing for Optimizing Per-Pixel Endmember Sets", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, IEEE SERVICE CENTER, PISCATAWAY, NJ, US, vol. 44, no. 12, 1 December 2006 (2006-12-01), pages 3725 - 3736, XP011150580, ISSN: 0196-2892, DOI: DOI:10.1109/TGRS.2006.881123 | Non-patent | – | – | International search | – |
| MIGUEL A VEGANZONES ET AL: "Endmember Extraction Methods: A Short Review", 3 September 2008, KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS; [LECTURE NOTES IN COMPUTER SCIENCE], SPRINGER BERLIN HEIDELBERG, BERLIN, HEIDELBERG, PAGE(S) 400 - 407, ISBN: 978-3-540-85566-8, XP019103669 | Non-patent | – | – | International search | – |
| DURAN O ET AL: "A Time-Efficient Method for Anomaly Detection in Hyperspectral Images", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, IEEE SERVICE CENTER, PISCATAWAY, NJ, US, vol. 45, no. 12, 1 December 2007 (2007-12-01), pages 3894 - 3904, XP011196723, ISSN: 0196-2892, DOI: DOI:10.1109/TGRS.2007.909205 | Non-patent | – | – | International search | – |
| ANTONIO PLAZA ET AL: "Spatial/Spectral Endmember Extraction by Multidimensional Morphological Operations", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, IEEE SERVICE CENTER, PISCATAWAY, NJ, US, vol. 40, no. 9, 1 September 2002 (2002-09-01), XP011073226, ISSN: 0196-2892 | Non-patent | – | – | International search | – |
| PLAZA A ET AL: "A new approach to mixed pixel classification of hyperspectral imagery based on extended morphological profiles", PATTERN RECOGNITION, ELSEVIER, GB, vol. 37, no. 6, 1 June 2004 (2004-06-01), pages 1097 - 1116, XP004505314, ISSN: 0031-3203, DOI: DOI:10.1016/J.PATCOG.2004.01.006 | Non-patent | – | – | International search | – |
| ROGGE ET AL: "Integration of spatial-spectral information for the improved extraction of endmembers", REMOTE SENSING OF ENVIRONMENT, ELSEVIER, XX, vol. 110, no. 3, 24 August 2007 (2007-08-24), pages 287 - 303, XP022211179, ISSN: 0034-4257, DOI: DOI:10.1016/J.RSE.2007.02.019 | Non-patent | – | – | International search | – |
| FILIPPI A M ET AL: "Support Vector Machine-Based Endmember Extraction", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, IEEE SERVICE CENTER, PISCATAWAY, NJ, US, vol. 47, no. 3, 1 March 2009 (2009-03-01), pages 771 - 791, XP011249270, ISSN: 0196-2892 | Non-patent | – | – | International search | – |
4 priority claims, no other members on record
Priority claims4
| Document | Office | Kind | Date |
|---|---|---|---|
| 47514509 | United States of America | A | |
| 47514509 | United States of America | A | |
| 12475145 | – | – | – |
| US20090475145 | – | – | – |
5 legal events, as 2 offices reported them to INPADOC
Over the term
Point at a mark for the eventEvents
| Event | Code | Office | |
|---|---|---|---|
| Wipo information: entry into national phaseWWE | WWE | WO | |
| Non-entry into the national phaseNENP | NENP | DE | |
| Wipo information: entry into national phaseWWE | WWE | WO | |
| Request for preliminary examination filed after expiration of 19th month from priority date (pct application filed from 20040101)DPE1 | DPE1 | WO | |
| Ep: the epo has been informed by wipo that ep was designated in this application121 | 121 | WO |
Numbers
- Publication
- 2010/141114
- Publication, DOCDB
- 2010141114
- Publication, EPODOC
- WO2010141114
- Application
- 24192
- Application, DOCDB
- 2010024192
- Application, EPODOC
- WO2010US24192
Titles2
- English
- SYSTEM AND METHOD FOR REDUCING DIMENSIONALITY OF HYPERSPECTRAL IMAGES
- French
- SYSTÈME ET PROCÉDÉ POUR RÉDUIRE LA DIMENSIONNALITÉ DES IMAGES HYPERSPECTRALES
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- G06V20/13
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