http://www.cnr.it/ontology/cnr/individuo/prodotto/ID187115
Information-theoretic assessment of imaging systems via data compression (Contributo in atti di convegno)
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- Information-theoretic assessment of imaging systems via data compression (Contributo in atti di convegno) (literal)
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- 2001-01-01T00:00:00+01:00 (literal)
- Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#doi
- 10.1117/12.449595 (literal)
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Bruno Aiazzi; Luciano Alparone; Stefano Baronti (2001)
Information-theoretic assessment of imaging systems via data compression
in SPIE Annual Meeting 2001 (46th SPIE Annual Meeting): Mathematics of Data/Image Coding, Compression, and Encryption IV, with Applications, San Diego, CA, USA, 29 Luglio-3 Agosto 2001
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- Bruno Aiazzi; Luciano Alparone; Stefano Baronti (literal)
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- http://spiedigitallibrary.org/proceedings/resource/2/psisdg/4475/1/55_1?isAuthorized=no (literal)
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- Proceedings of the 46th SPIE Annual Meeting: Mathematics of Data/Image Coding, Compression, and Encryption IV, with Applications (literal)
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- \"Nello Carrara\" Research Institute on Electromagnetic Waves IROE-CNR, Via Panciatichi, 64, 50127 Firenze, Italy
Department of Electronics and Telecommunications, University of Firenze, Via Santa Marta, 3, 50139 Firenze, Italy
\"Nello Carrara\" Research Institute on Electromagnetic Waves IROE-CNR, Via Panciatichi, 64, 50127 Firenze, Italy (literal)
- Titolo
- Information-theoretic assessment of imaging systems via data compression (literal)
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- Abstract
- This work focuses on estimating the information conveyed to a user by either multispectral or hyperspectral image data. The goal is establishing the extent to which an increase in spectral resolution can increase the amount of usable information. As a matter of fact, a tradeoff exists between spatial and spectral resolution, due to physical constraints of sensors imaging with a prefixed SNR. Lossless data compression is exploited to measure the useful information content. In fact, the bit rate achieved by the reversible compression process takes into account both the contribution of the \"observation\" noise i.e., information regarded as statistical uncertainty, the relevance of which is null to a user, and the intrinsic information of hypothetically noise-free data. An entropic model of the image source is defined and, once the standard deviation of the noise, assumed to be Gaussian and possibly nonwhite, has been preliminarily estimated, such a model is inverted to yield an estimate of the information content of the noise-free source from the code rate. Results both of noise and of information assessment are reported and discussed on synthetic noisy images, on Landsat TM data, and on AVIRIS data. (literal)
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