A new approach for thresholding spectral change detection using multispectral and hyperspectral image data, a case study over Sokolov, Czech republic

International Journal of Remote Sensing

Volumn 35, Issue 4, 2014, Pages 1563-1584

  Adar, Simon ^a   Shkolnisky, Yoel ^a   Ben Dor, Eyal ^a  

^a TEL AVIV UNIVERSITY   (Israel)

Author keywords

[No Author keywords available]

Indexed keywords

ERRORS; IMAGE RESOLUTION; PIXELS; SPECTROSCOPY; STRAIN MEASUREMENT;

ATMOSPHERIC CONDITIONS; DETECTION CAPABILITY; FALSE ALARM RATE; GEOGRAPHICAL AREA; HYPERSPECTRAL IMAGE DATAS; MULTI-TEMPORAL ANALYSIS; SPECTRAL DOMAINS; UNSUPERVISED CHANGE DETECTION;

DATA HANDLING;

IMAGE ANALYSIS; LANDSAT; PIXEL; REMOTE SENSING; SATELLITE IMAGERY; SPECTRAL ANALYSIS;

CZECH REPUBLIC; KARLOVARSKY; SOKOLOV;

EID: 84894059509     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/01431161.2013.878062     Document Type: Article

References (53)

1. Bazi, Y., F. Melgani, and H. D. Al-Sharari. 2010. "Unsupervised Change Detection in Multispectral Remotely Sensed Imagery with Level Set Methods." IEEE Transactions on Geoscience and Remote Sensing 48 (8): 3178-3187.
2. Ben-Dor, E., D. Schläpfer, A. J. Plaza, and T. Malthus. 2013. "Hyperspectral Remote Sensing." In Airborne Measurements for Environmental Research, edited by M. Wendisch and J.-L. Brenguier, 413-456. Weinheim: Wiley-VCH Verlag GmbH. KGaA.
3. Bovolo, F., and L. Bruzzone. 2007. "A Theoretical Framework for Unsupervised Change Detection Based on Change Vector Analysis in the Polar Domain." IEEE Transactions on Geoscience and Remote Sensing 45 (1): 218-236.
4. Bovolo, F., L. Bruzzone, and S. Marchesi. 2009. "Analysis and Adaptive Estimation of the Registration Noise Distribution in Multitemporal VHR Images." IEEE Transactions on Geoscience and Remote Sensing 47 (8): 2658-2671.
5. Bovolo, F., S. Marchesi, and L. Bruzzone. 2012. "A Framework for Automatic and Unsupervised Detection of Multiple Changes in Multitemporal Images." IEEE Transactions on Geoscience and Remote Sensing 50 (6): 2196-2212.
6. Brando, V. E., and A. G. Dekker. 2003. "Satellite Hyperspectral Remote Sensing for Estimating Estuarine and Coastal Water Quality." IEEE Transactions on Geoscience and Remote Sensing 41 (6): 1378-1387.
7. Bruzzone, L., and D. Fernandez Prieto. 2000b. "A Minimum-Cost Thresholding Technique for Unsupervised Change Detection." International Journal of Remote Sensing 21 (18): 3539-3544.
8. Bruzzone, L., and D. F. Prieto. 2000a. "Automatic Analysis of the Difference Image for Unsupervised Change Detection." IEEE Transactions on Geoscience and Remote Sensing 38 (3): 1171-1182.
9. Bruzzone, L., and D. F. Prieto. 2002. "An Adaptive Semiparametric and Context-Based Approach to Unsupervised Change Detection in Multitemporal Remote-Sensing Images." Image Processing, IEEE Transactions on 11 (4): 452-466.
10. Canny, J. 1986. "A Computational Approach to Edge Detection." IEEE Transactions on Pattern Analysis and Machine Intelligence PAMI-8 (6): 679-698.
11. Celik, T. 2009. "Unsupervised Change Detection in Satellite Images Using Principal Component Analysis and k-Means Clustering." IEEE Geoscience and Remote Sensing Letters 6 (4): 772-776.
12. Chuvieco, E., and R. G. Congalton. 1989. "Application of Remote Sensing and Geographic Information Systems to Forest Fire Hazard Mapping." Remote Sensing of Environment 29 (2): 147-159.
13. Dempster, A. P., N. M. Laird, and D. B. Rubin. 1977. "Maximum Likelihood From Incomplete Data via the EM Algorithm." Journal of the Royal Statistical Society. Series B (Methodological 39 (1): 1-38. ArticleType: research-article/Full publication date: 1977/Copyright © 1977 Royal Statistical Society.
14. Eismann, M. T., J. Meola, and R. C. Hardie. 2008. "Hyperspectral Change Detection in the Presence of Diurnal and Seasonal Variations." IEEE Transactions on Geoscience and Remote Sensing 46 (1): 237-249.
15. Eismann, M. T., J. Meola, A. D. Stocker, S. G. Beaven, and A. P. Schaum. 2008. "Airborne Hyperspectral Detection of Small Changes." Applied Optics 47 (28): F27-F45.
16. Fuller, R. M., G. B. Groom, and A. R. Jones. 1994. "Land Cover Map of Great Britain. an Automated Classification of Landsat Thematic Mapper Data." Photogrammetric Engineering and Remote Sensing 60 (5): 553-562.
17. Goetz, A. F. H. 2009. "Three Decades of Hyperspectral Remote Sensing of the Earth: A Personal View." Remote Sensing of Environment 113 (Supplement 1): S5-S16.
18. Green, R. O., M. L. Eastwood, C. M. Sarture, T. G. Chrien, M. Aronsson, B. J. Chippendale, J. A. Faust, B. E. Pavri, C. J. Chovit, M. Solis, M. R. Olah, O. Williams 1998. "Imaging Spectroscopy and the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS)." Remote Sensing of Environment 65 (3): 227-248.
19. Im, J., and J. R. Jensen. 2005. "A Change Detection Model Based on Neighborhood Correlation Image Analysis and Decision Tree Classification." Remote Sensing of Environment 99 (3): 326-340.
20. Im, J., J. Rhee, and J. R. Jensen. 2009. "Enhancing Binary Change Detection Performance Using a Moving Threshold Window (MTW) Approach." Photogrammetric Engineering & Remote Sensing 75 (8): 951-962.
21. Iwasaki, A., N. Ohgi, J. Tanii, T. Kawashima, and H. Inada. 2011. "Hyperspectral Imager Suite (HISUI) Japanese Hyper-Multi Spectral Radiometer." In Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International, Vancouver, 1025-1028. Washington, DC: IEEE International.
22. Kapur, J. N., P. K. Sahoo, and A. K. C. Wong. 1985. "A New Method for Gray-Level Picture Thresholding Using the Entropy of the Histogram." Computer Vision, Graphics, and Image Processing 29 (3): 273-285.
23. Kaufmann, H., K. Segl, S. Chabrillat, S. Hofer, T. Stuffier, A. Mueller, R. Richter, G. Schreier, R. Haydn, and H. Bach. 2006. "EnMAP A Hyperspectral Sensor for Environmental Mapping and Analysis." In IEEE International Conference on Geoscience and Remote Sensing Symposium, 2006 (IGARSS), 1617-1619. Washington, DC: IEEE International.
24. Kokaly, R. F., T. V. V. King, and K. Eric Livo. 2008. Airborne Hyperspectral Survey of Afghanistan 2007: Flight Line Planning and HyMap Data Collection. Tech. Rep. 2008-1235, 14 p. Boulder, CO: US Geological Survey.
25. Kopačková, V., S. Chevrel, A. Bourguignon, and P. Rojík. 2012. "Application of High Altitude and Ground-Based Spectroradiometry to Mapping Hazardous Low-pH Material Derived from the Sokolov Open-Pit Mine." Journal of Maps 8 (3): 220-230.
26. Malila, W. A. 1980. "Change Vector Analysis: An Approach for Detecting Forest Changes with Landsat." Proceedings of the Sixth Annual Symposium Machine Processing of Remotely Sensed Data, West Lafayette, IN, June 3-6. In Soil Information Systems and Remote Sensing and Soil Survey, edited by P.G. Burroff, and D. B. Morrison, 326-335. Piscataway, NJ: IEEE.
27. Marpu, P. R., P. Gamba, and M. J. Canty. 2011. "Improving Change Detection Results of IR-MAD by Eliminating Strong Changes." IEEE Geoscience and Remote Sensing Letters 8 (4): 799-803.
28. Mas, J.-F. 1999. "Monitoring Land-Cover Changes: A Comparison of Change Detection Techniques." International Journal of Remote Sensing 20 (1): 139-152.
29. Masek, J. G., F. E. Lindsay, and S. N. Goward. 2000. "Dynamics of Urban Growth in the Washington DC Metropolitan Area, 1973-1996, From Landsat Observations." International Journal of Remote Sensing 21 (18): 3473-3486.
30. Metz, C. E. 1978. "Basic Principles of ROC Analysis." Seminars in Nuclear Medicine 8 (4): 283-298.
31. Moon, T. K. 1996. "The Expectation-Maximization Algorithm." IEEE Signal Processing Magazine 13 (6): 47-60.
32. Muller, S. V., D. A. Walker, F. E. Nelson, N. A. Auerback, J. G. Bockheim, S. Guyer, and D. Sherba. 1998. "Accuracy Assessment of a Land-Cover Map of the Kuparuk River Basin, Alaska: Considerations for Remote Regions." Photogrammetric Engineering and Remote Sensing 64 (6): 619-628.
33. Murad, E., and P. Rojík. 2005. "Iron Mineralogy of Mine-Drainage Precipitates as Environmental Indicators: Review of Current Concepts and a Case Study from the Sokolov Basin, Czech Republic." Clay Minerals 40 (4): 427-440.
34. Nielsen, A. A. 2007. "The Regularized Iteratively Reweighted MAD Method for Change Detection in Multi- and Hyperspectral Data." Image Processing, IEEE Transactions on 16 (2): 463-478.
35. Nielsen, A. A., K. Conradsen, and J. J. Simpson. 1998. "Multivariate Alteration Detection (MAD) and MAF Postprocessing in Multispectral, Bitemporal Image Data: New Approaches to Change Detection Studies." Remote Sensing of Environment 64 (1): 1-19.
36. Patra, S., S. Ghosh, and A. Ghosh. 2011. "Histogram Thresholding for Unsupervised Change Detection of Remote Sensing Images." International Journal of Remote Sensing 32 (21): 6071-6089.
37. Radke, R. J., S. Andra, O. Al-Kofahi, and B. Roysam. 2005. "Image Change Detection Algorithms: A Systematic Survey." IEEE Transactions on Image Processing 14 (3): 294-307.
38. Richter, R., and D. Schlapfer. 2002. "Geo-Atmospheric Processing of Airborne Imaging Spectrometry Data. Part 2: Atmospheric/Topographic Correction." International Journal of Remote Sensing 23 (13): 2631-2649.
39. Ridd, M. K., and J. Liu. 1998. "A Comparison of Four Algorithms for Change Detection in an Urban Environment." Remote Sensing of Environment 63 (2): 95-100.
40. Roberts, D. A., D. A. Quattrochi, G. C. Hulley, S. J. Hook, and R. O. Green. 2012. "Synergies Between VSWIR and TIR Data for the Urban Environment: An Evaluation of the Potential for the Hyperspectral Infrared Imager (HyspIRI) Decadal Survey Mission." Remote Sensing of Environment 117: 83-101.
41. Rogan, J., J. Franklin, and D. A. Roberts. 2002. "A Comparison of Methods for Monitoring Multitemporal Vegetation Change Using Thematic Mapper Imagery." Remote Sensing of Environment 80 (1): 143-156.
42. Rojik, P. 2004. "New Stratigraphic Subdivision of the Tertiary in the Sokolov Basin in Northwestern Bohemia." Journal of GEOsciences 49 (3-4): 173-185.
43. Rosin, P. L. 2002. "Thresholding for Change Detection." Computer Vision and Image Understanding 86 (2): 79-95.
44. Schaum, A., and A. Stocker. 1997. "Long-Interval Chronochrome Target Detection." In Proceedings of the International Symposium on Spectral Sensing Research.
45. Schaum, A., and A. Stocker. 2004. "Advanced Algorithms for Autonomous Hyperspectral Change Detection." In Proceedings of 33rd Applied Imagery Pattern Recognition Workshop, 33-38. Washington, DC: IEEE International.
46. Schlapfer, D., M. E. Schaepman, and K. I. Itten. 1998. "PARGE: Parametric Geocoding Based on GCP-Calibrated Auxiliary Data." In SPIE International Symposium on Optical Science Engineering and Instrumentation, San Diego, CA, 334-344. Bellingham, WA: SPIE International Press.
47. Shannon, C. E. 1948. "A Mathematical Theory of Communication." Technical Journal. AT & T Bell Labs 27: 623-634.
48. Singh, A. 1989. "Review Article Digital Change Detection Techniques Using Remotely-Sensed Data." International Journal of Remote Sensing 10 (6): 989-1003.
49. Sonka, M., Hlavac, V.,Boyle, R., Ray, L. A. 1996. "Image Processing, Analysis and Machine Vision." Journal of Electronic Imaging 5: 423.
50. Swayze, G. A., K. S. Smith, R. N. Clark, S. J. Sutley, R. M. Pearson, J. Sam Vance, P. L. Hageman, P. H. Briggs, A. L. Meier, M. J. Singleton, and S. Roth 2000. "Using Imaging Spectroscopy to Map Acidic Mine Waste." Environmental Science & Technology 34 (1): 47-54.
51. Theiler, J. 2008. "Quantitative Comparison of Quadratic Covariance-Based Anomalous Change Detectors." Applied Optics 47 (28): F12-F26.
52. Ustin, S. L., D. A. Roberts, J. A. Gamon, G. P. Asner, and R. O. Green. 2004. "Using Imaging Spectroscopy to Study Ecosystem Processes and Properties." BioScience 54 (6): 523-534.
53. Yuan, F., K. E. Sawaya, B. C. Loeffelholz, and M. E. Bauer. 2005. "Land Cover Classification and Change Analysis of the Twin Cities (Minnesota) Metropolitan Area by Multitemporal Landsat Remote Sensing." Remote Sensing of Environment 98 (2-3): 317-328.