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Image Processing and Data Analysis: The Multiscale Approach
Abstract
Powerful techniques have been developed in recent years for the analysis of digital data, especially the manipulation of images. This book provides an in-depth introduction to a range of these innovative, avante-garde data-processing techniques. It develops the reader's understanding of each technique and then shows with practical examples how they can be applied to improve the skills of graduate students and researchers in astronomy, electrical engineering, physics, geophysics and medical imaging. What sets this book apart from others on the subject is the complementary blend of theory and practical application. Throughout, it is copiously illustrated with real-world examples from astronomy, electrical engineering, remote sensing and medicine. It also shows how many, more traditional, methods can be enhanced by incorporating the new wavelet and multiscale methods into the processing. For graduate students and researchers already experienced in image processing and data analysis, this book provides an indispensable guide to a wide range of exciting and original data-analysis techniques.
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Citations
Cited by
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Costa, M., Goldberger, A. L., & Peng, C.-K. (2002) · Physical Review Letters · doi:10.1103/physrevlett.89.068102 · Cited by 3,207
FlexISP: a flexible camera image processing framework
Heide, F., Steinberger, M., Tsai, Y.-T., Rouf, M., Pająk, D., Reddy, D., Gallo, O., Liu, J., Heidrich, W., Egiazarian, K., et al. (2014) · ACM Transactions on Graphics · doi:10.1145/2661229.2661260 · Cited by 298
ISM properties in low-metallicity environments: I. Mid-infrared spectra of dwarf galaxies
Madden, S. C., Galliano, F., Jones, A. P., & Sauvage, M. (2006) · Astronomy & Astrophysics · doi:10.1051/0004-6361:20053890 · Cited by 303
Probabilistic mass-mapping with neural score estimation
Remy, B., Lanusse, F., Jeffrey, N., Liu, J., Starck, J.-L., Osato, K., & Schrabback, T. (2023) · Astronomy & Astrophysics · doi:10.1051/0004-6361/202243054 · Cited by 41
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Metadata
- Authors
- Starck, J.-L., Murtagh, F. D., & Bijaoui, A.
- Venue
- Cambridge University Press eBooks
- Publisher
- Cambridge University Press
- Published
- 1998-05-21
- OpenAlex
- W2798681570
- Cited by
- 538
- References
- 0
- FWCI
- 11.75
- Type
- book
- Language
- en
- Open access
- closed
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- Starck, J.-L., Murtagh, F. D., & Bijaoui, A. (1998). Image Processing and Data Analysis: The Multiscale Approach. Cambridge University Press eBooks. https://doi.org/10.1017/cbo9780511564352
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