Color image fidelity metrics evaluated using image distortion maps

作者: Xuemei Zhang , Brian A. Wandell

DOI: 10.1016/S0165-1684(98)00125-X

关键词: DistortionImage processingColor imageRGB color modelJPEGColor differenceArtificial intelligenceContrast (vision)Computer visionPattern recognitionMathematicsMetric (mathematics)

摘要: Abstract Several color image fidelity metrics are evaluated by comparing the metric predictions to empirical measurements. Subjects examined pairs consisting of an original and a reproduction. They marked locations on reproduction that differed detectably from original. We refer distribution error marks subjects as distortion maps . The empirically obtained compared predicited visible difference calculated using (1) widely used root mean square (point-by-point RMS) computed in uncalibrated RGB values, (2) point-by-point CIELAB Δ E 94 values (CIE, 1994), (3) S-CIELAB , spatial extension metric. RMS did not predict perceptual data well. provided better predictions, metric, which incorporated sensitivity eye, gave most accurate predictions. None excellent fit data. Image areas with poor were concentrated regions containing large negative local contrast. When these excluded our analysis, both had much agreement This suggests next step improving is redefine formula such terms

参考文章(30)
Hideaki Haneishi, Norimichi Tsumura, Yoichi Miyake, Masayuki Saito, Kimiyoshi Miyata, Eye Movement Analysis and its Application to Evaluation of Image Quality color imaging conference. ,vol. 22, pp. 116- 119 ,(1997)
Brian A. Wandell, Foundations of vision ,(1995)
John Arthur Swets, David Marvin Green, Signal Detection Theory and Psychophysics ,(1974)
Gerard J. C. van der Horst, Maarten A. Bouman, Spatiotemporal Chromaticity Discrimination* Journal of the Optical Society of America. ,vol. 59, pp. 1482- 1488 ,(1969) , 10.1364/JOSA.59.001482
Gordon E. Legge, John M. Foley, Contrast masking in human vision Journal of the Optical Society of America. ,vol. 70, pp. 1458- 1471 ,(1980) , 10.1364/JOSA.70.001458
Trichromacy, opponent colours coding and optimum colour information transmission in the retina. Proceedings of The Royal Society B: Biological Sciences. ,vol. 220, pp. 89- 113 ,(1983) , 10.1098/RSPB.1983.0090
David L. MacAdam, Visual Sensitivities to Color Differences in Daylight* Journal of the Optical Society of America. ,vol. 32, pp. 247- 274 ,(1942) , 10.1364/JOSA.32.000247
John O. Limb, Distortion Criteria of the Human Viewer IEEE Transactions on Systems, Man, and Cybernetics. ,vol. 9, pp. 778- 793 ,(1979) , 10.1109/TSMC.1979.4310129
M.A. Losada, K.T. Mullen, The spatial tuning of chromatic mechanisms identified by simultaneous masking Vision Research. ,vol. 34, pp. 331- 341 ,(1994) , 10.1016/0042-6989(94)90091-4