This paper investigates the properties of the Jensen-Shannon divergence for visual quality assessment. It will be shown that Jensen-Shannon divergence is a potential adaptive tool thanks to a good correlation with human perception, a reduced computational effort and a limited amount of information on the original image. In addition, it gives a score to visual quality in terms of bits and it has theoretical relationships with some well known and highly performing image quality assessment measures. Preliminary experimental results show the potential of the proposed measure in predicting the amount of degradation in the analysed image. This is a valid feature to successfully use in the preservation and restoration of archived material. © 2013 University of Trieste and University of Zagreb.

Evaluation of degraded images using adaptive Jensen-Shannon divergence / Bruni, Vittoria; Vitulano, D.. - ELETTRONICO. - (2013), pp. 536-541. (Intervento presentato al convegno 8th International Symposium on Image and Signal Processing and Analysis, ISPA 2013 tenutosi a Trieste nel 4 September 2013 through 6 September 2013).

Evaluation of degraded images using adaptive Jensen-Shannon divergence

BRUNI, VITTORIA;D. Vitulano
2013

Abstract

This paper investigates the properties of the Jensen-Shannon divergence for visual quality assessment. It will be shown that Jensen-Shannon divergence is a potential adaptive tool thanks to a good correlation with human perception, a reduced computational effort and a limited amount of information on the original image. In addition, it gives a score to visual quality in terms of bits and it has theoretical relationships with some well known and highly performing image quality assessment measures. Preliminary experimental results show the potential of the proposed measure in predicting the amount of degradation in the analysed image. This is a valid feature to successfully use in the preservation and restoration of archived material. © 2013 University of Trieste and University of Zagreb.
2013
8th International Symposium on Image and Signal Processing and Analysis, ISPA 2013
information transmission rate; jensen shannon divergence; image quality assessment measure; information theory
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Evaluation of degraded images using adaptive Jensen-Shannon divergence / Bruni, Vittoria; Vitulano, D.. - ELETTRONICO. - (2013), pp. 536-541. (Intervento presentato al convegno 8th International Symposium on Image and Signal Processing and Analysis, ISPA 2013 tenutosi a Trieste nel 4 September 2013 through 6 September 2013).
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/535062
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