메뉴 건너뛰기




Volumn 16, Issue 9, 2007, Pages 2284-2298

VSNR: A wavelet-based visual signal-to-noise ratio for natural images

Author keywords

Contrast; Distortion; Human visual system (HVS); Image fidelity; Image quality; Noise; Visual fidelity; Wavelet

Indexed keywords

COMPUTATIONAL COMPLEXITY; IMAGE QUALITY; PIXELS; SIGNAL TO NOISE RATIO; VISION; VISUALIZATION; WAVELET DECOMPOSITION;

EID: 34548221486     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2007.901820     Document Type: Article
Times cited : (1144)

References (83)
  • 1
    • 0001091607 scopus 로고
    • Perceptual image distortion
    • P. C. Teo and D. J. Heeger, "Perceptual image distortion," Proc. SPIE, vol. 2179, pp. 127-141, 1994.
    • (1994) Proc. SPIE , vol.2179 , pp. 127-141
    • Teo, P.C.1    Heeger, D.J.2
  • 4
    • 1942436689 scopus 로고    scopus 로고
    • Image quality assessment: From error visibility to structural similarity
    • Apr
    • Z. Wang, A. Bovik, H. Sheikh, and E. Simoncelli, "Image quality assessment: From error visibility to structural similarity," IEEE Trans. Image Process., vol. 13, no. 4, pp. 600-612, Apr. 2004.
    • (2004) IEEE Trans. Image Process , vol.13 , Issue.4 , pp. 600-612
    • Wang, Z.1    Bovik, A.2    Sheikh, H.3    Simoncelli, E.4
  • 5
    • 28844464788 scopus 로고    scopus 로고
    • An information fidelity criterion for image quality assessment using natural scene statistics
    • Dec
    • H. R. Sheikh, A. C. Bovik, and G. de Veciana, "An information fidelity criterion for image quality assessment using natural scene statistics," IEEE Trans. Image Process., vol. 14, no. 12, pp. 2117-2128, Dec. 2005.
    • (2005) IEEE Trans. Image Process , vol.14 , Issue.12 , pp. 2117-2128
    • Sheikh, H.R.1    Bovik, A.C.2    de Veciana, G.3
  • 7
    • 31144439125 scopus 로고    scopus 로고
    • An SVD-based grayscale image quality measure for local and global assessment
    • Feb
    • A. Shnayderman, A. Gusev, and A. M. Eskicioglu, "An SVD-based grayscale image quality measure for local and global assessment," IEEE Trans. Image Process., vol. 15, no. 2, pp. 422-429, Feb. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.2 , pp. 422-429
    • Shnayderman, A.1    Gusev, A.2    Eskicioglu, A.M.3
  • 8
    • 0001935107 scopus 로고
    • What's wrong with mean-squared error?
    • A. B. Watson, Ed. Cambridge, MA: MIT Press
    • B. Girod, "What's wrong with mean-squared error?," in Digital Images and Human Vision, A. B. Watson, Ed. Cambridge, MA: MIT Press, 1993, pp. 207-220.
    • (1993) Digital Images and Human Vision , pp. 207-220
    • Girod, B.1
  • 10
    • 0036133180 scopus 로고    scopus 로고
    • An overview of the visual optimization tools in jpeg 2000
    • W. Zeng, S. Daly, and S. Lei, "An overview of the visual optimization tools in jpeg 2000," Signal Process.: Image Commun., vol. 17, pp. 85-104, 2001.
    • (2001) Signal Process.: Image Commun , vol.17 , pp. 85-104
    • Zeng, W.1    Daly, S.2    Lei, S.3
  • 11
    • 17444432249 scopus 로고    scopus 로고
    • Dynamic contrast-based quantization for lossy wavelet image compression
    • Apr
    • D. M. Chandler and S. S. Hemami, "Dynamic contrast-based quantization for lossy wavelet image compression," IEEE Trans. Image Process., vol. 14, no. 4, pp. 397-410, Apr. 2005.
    • (2005) IEEE Trans. Image Process , vol.14 , Issue.4 , pp. 397-410
    • Chandler, D.M.1    Hemami, S.S.2
  • 12
    • 0035490880 scopus 로고    scopus 로고
    • Suprathreshold wavelet coefficient quantization in complex stimuli: Psychophysical evaluation and analysis
    • M. G. Ramos and S. S. Hemami, "Suprathreshold wavelet coefficient quantization in complex stimuli: Psychophysical evaluation and analysis," J. Opt. Soc. Amer. A, vol. 18, pp. 2385-2397, 2001.
    • (2001) J. Opt. Soc. Amer. A , vol.18 , pp. 2385-2397
    • Ramos, M.G.1    Hemami, S.S.2
  • 13
    • 0041573413 scopus 로고    scopus 로고
    • Effects of natural images on the detectability of simple and compound wavelet subband quantization distortions
    • Jul
    • D. M. Chandler and S. S. Hemami, "Effects of natural images on the detectability of simple and compound wavelet subband quantization distortions," J. Opt. Soc. Amer. A, vol. 20, no. 7, Jul. 2003.
    • (2003) J. Opt. Soc. Amer. A , vol.20 , Issue.7
    • Chandler, D.M.1    Hemami, S.S.2
  • 14
    • 0242576590 scopus 로고    scopus 로고
    • Suprathreshold image compression based on contrast allocation and global precedence
    • presented at the, Santa Clara, CA
    • D. M. Chandler and S. S. Hemami, "Suprathreshold image compression based on contrast allocation and global precedence," presented at the SPIE Human Vision and Electronic Imaging VIII, Santa Clara, CA, 2003.
    • (2003) SPIE Human Vision and Electronic Imaging VIII
    • Chandler, D.M.1    Hemami, S.S.2
  • 15
    • 33645514018 scopus 로고    scopus 로고
    • Effects of spatial correlations and global precedence on the visual fidelity of distorted images
    • presented at the, San Jose, CA
    • D. M. Chandler, K. H. S. Lim, and S. S. Hemami, "Effects of spatial correlations and global precedence on the visual fidelity of distorted images," presented at the SPIE Human Vision and Electronic Imaging XI, San Jose, CA, 2006.
    • (2006) SPIE Human Vision and Electronic Imaging XI
    • Chandler, D.M.1    Lim, K.H.S.2    Hemami, S.S.3
  • 16
    • 0036057259 scopus 로고    scopus 로고
    • Additivity models for suprathreshold distortion in quantized wavelet-coded images
    • presented at the, San Jose, CA
    • D. M. Chandler and S. S. Hemami, "Additivity models for suprathreshold distortion in quantized wavelet-coded images," presented at the SPIE Human Vision and Electronic Imaging VII, San Jose, CA, 2002.
    • (2002) SPIE Human Vision and Electronic Imaging VII
    • Chandler, D.M.1    Hemami, S.S.2
  • 17
    • 0004780648 scopus 로고    scopus 로고
    • The rehabilitation of gamma
    • B. E. Rogowitz and T. N. Pappas, Eds, San Jose, CA
    • C. Poynton, "The rehabilitation of gamma," in Proc. SPIE Human Vision and Electronic Imaging III, B. E. Rogowitz and T. N. Pappas, Eds., San Jose, CA, 1998, pp. 232-249.
    • (1998) Proc. SPIE Human Vision and Electronic Imaging III , pp. 232-249
    • Poynton, C.1
  • 18
    • 0025326266 scopus 로고
    • The standard deviation of luminance as a metric for contrast in random-dot images
    • B. Moulden, F. A. A. Kingdom, and L. F. Gatley, "The standard deviation of luminance as a metric for contrast in random-dot images," Perception, vol. 19, pp. 79-101, 1990.
    • (1990) Perception , vol.19 , pp. 79-101
    • Moulden, B.1    Kingdom, F.A.A.2    Gatley, L.F.3
  • 19
    • 0035117705 scopus 로고
    • Sensitivity to contrast histogram differences in synthetic wavelet-textures
    • F. A. A. Kingdom, A. Hayes, and D. J. Field, "Sensitivity to contrast histogram differences in synthetic wavelet-textures," Vis. Res., vol. 41, pp. 585-598, 1995.
    • (1995) Vis. Res , vol.41 , pp. 585-598
    • Kingdom, F.A.A.1    Hayes, A.2    Field, D.J.3
  • 20
    • 0028294037 scopus 로고
    • Contrast matching of two-dimensional compound gratings
    • K. Tiippana, R. Näsänen, and J. Rovamo, "Contrast matching of two-dimensional compound gratings," Vis. Res., vol. 34, pp. 1157-1163, 1994.
    • (1994) Vis. Res , vol.34 , pp. 1157-1163
    • Tiippana, K.1    Näsänen, R.2    Rovamo, J.3
  • 21
    • 0036617001 scopus 로고    scopus 로고
    • Spatial frequency, phase, and the contrast of natural images
    • P. J. Bex and W. Makous, "Spatial frequency, phase, and the contrast of natural images," J. Opt. Soc. Amer. A, vol. 19, pp. 1096-1106, 2002.
    • (2002) J. Opt. Soc. Amer. A , vol.19 , pp. 1096-1106
    • Bex, P.J.1    Makous, W.2
  • 22
    • 0019266099 scopus 로고
    • Contrast masking in human vision
    • G. E. Legge and J. M. Foley, "Contrast masking in human vision," J. Opt. Soc. Amer., vol. 70, pp. 1458-1470, 1980.
    • (1980) J. Opt. Soc. Amer , vol.70 , pp. 1458-1470
    • Legge, G.E.1    Foley, J.M.2
  • 25
    • 0027344052 scopus 로고
    • Contrast sensitivity to patch stimuli: Effects of spatial bandwidth and temporal presentation
    • E. Peli, L. E. Arend, G. M. Young, and R. B. Goldstein, "Contrast sensitivity to patch stimuli: Effects of spatial bandwidth and temporal presentation," Spatial Vis., vol. 7, pp. 1-14, 1993.
    • (1993) Spatial Vis , vol.7 , pp. 1-14
    • Peli, E.1    Arend, L.E.2    Young, G.M.3    Goldstein, R.B.4
  • 27
    • 0016079335 scopus 로고
    • The effects of a visual fidelity criterion on the encoding of image
    • Jul
    • J. L. Mannos and D. J. Sakrison, "The effects of a visual fidelity criterion on the encoding of image," IEEE Trans. Inf. Theory, vol. IT-20, no. 4, pp. 525-535, Jul. 1974.
    • (1974) IEEE Trans. Inf. Theory , vol.IT-20 , Issue.4 , pp. 525-535
    • Mannos, J.L.1    Sakrison, D.J.2
  • 28
    • 0020153237 scopus 로고
    • Picture quality prediction based on a visual model
    • Jul
    • F. Lukas and Z. Budrikis, "Picture quality prediction based on a visual model," IEEE Trans. Commun., vol. COM-30, no. 7, pp. 1679-1692, Jul. 1982.
    • (1982) IEEE Trans. Commun , vol.COM-30 , Issue.7 , pp. 1679-1692
    • Lukas, F.1    Budrikis, Z.2
  • 29
    • 0022084120 scopus 로고
    • A visual model weighted cosine transform for image compression and quality assessment
    • Jun
    • N. Nill, "A visual model weighted cosine transform for image compression and quality assessment," IEEE Trans. Commun., vol. COM-33, no. 6, pp. 551-557, Jun. 1985.
    • (1985) IEEE Trans. Commun , vol.COM-33 , Issue.6 , pp. 551-557
    • Nill, N.1
  • 30
    • 0003162539 scopus 로고
    • A. B. Watson, Ed. Cambridge, MA: MIT Press
    • S. Daly, Digital Images and Human Vision, A. B. Watson, Ed. Cambridge, MA: MIT Press, 1993, pp. 179-206.
    • (1993) Digital Images and Human Vision , pp. 179-206
    • Daly, S.1
  • 32
    • 0002451017 scopus 로고
    • A visual discrimination model for imaging system design and evaluation
    • E. Peli, Ed. Singapore: World Scientific
    • J. Lubin, "A visual discrimination model for imaging system design and evaluation," in Vision Models for Target Detection and Recognition E. Peli, Ed. Singapore: World Scientific, 1995, pp. 245-283.
    • (1995) Vision Models for Target Detection and Recognition , pp. 245-283
    • Lubin, J.1
  • 33
    • 0029769979 scopus 로고    scopus 로고
    • A working spatio-temporal model of the human visual system for image representation and quality assessment applications
    • May
    • C. J. van den Branden Lambrecht, "A working spatio-temporal model of the human visual system for image representation and quality assessment applications," in Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing, May 1996, pp. 2291-2294.
    • (1996) Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing , pp. 2291-2294
    • van den Branden Lambrecht, C.J.1
  • 34
    • 0032165133 scopus 로고    scopus 로고
    • Objective picture quality scale (PQS) for image coding
    • Sep
    • M. Miyahara, K. Kotani, and V. R. Algazi, "Objective picture quality scale (PQS) for image coding," IEEE Trans. Commun., vol. 46, no. 9, pp. 1215-1226, Sep. 1998.
    • (1998) IEEE Trans. Commun , vol.46 , Issue.9 , pp. 1215-1226
    • Miyahara, M.1    Kotani, K.2    Algazi, V.R.3
  • 35
    • 0032311667 scopus 로고    scopus 로고
    • An automatic image quality assessment technique incorporating higher level perceptual factors
    • W. Osberger, N. Bergmann, and A. Maeder, "An automatic image quality assessment technique incorporating higher level perceptual factors," in Proc. IEEE Int. Conf. Image Processing, 1998, vol. 3, pp. 414-418.
    • (1998) Proc. IEEE Int. Conf. Image Processing , vol.3 , pp. 414-418
    • Osberger, W.1    Bergmann, N.2    Maeder, A.3
  • 36
    • 0032320498 scopus 로고    scopus 로고
    • A perceptual distortion metric for digital color images
    • S. Winkler, "A perceptual distortion metric for digital color images," in Proc. IEEE Int. Conf. Image Processing, 1998, vol. 3, pp. 399-403.
    • (1998) Proc. IEEE Int. Conf. Image Processing , vol.3 , pp. 399-403
    • Winkler, S.1
  • 37
    • 0032675924 scopus 로고    scopus 로고
    • A wavelet visible difference predictor
    • May
    • A. Bradley, "A wavelet visible difference predictor," IEEE Trans. Image Process., vol. 8, no. 5, pp. 717-730, May 1999.
    • (1999) IEEE Trans. Image Process , vol.8 , Issue.5 , pp. 717-730
    • Bradley, A.1
  • 38
    • 0242667308 scopus 로고    scopus 로고
    • Method and apparatus for assessing the visibility of differences between two image sequences,
    • U.S. Patent 5 974 159
    • J. Lubin, "Method and apparatus for assessing the visibility of differences between two image sequences," U.S. Patent 5 974 159, 1999.
    • (1999)
    • Lubin, J.1
  • 39
    • 34548213171 scopus 로고    scopus 로고
    • Jndmetrix Technology [Online]. Available: http://www.sarnoff.com/ Sarnoff Corporation
    • Jndmetrix Technology [Online]. Available: http://www.sarnoff.com/ Sarnoff Corporation
  • 40
    • 0032202314 scopus 로고    scopus 로고
    • Perceptual quality metrics applied to still image compression
    • M. P. Eckert and A. P. Bradley, "Perceptual quality metrics applied to still image compression," Signal Process., vol. 70, pp. 177-200, 1998.
    • (1998) Signal Process , vol.70 , pp. 177-200
    • Eckert, M.P.1    Bradley, A.P.2
  • 41
    • 0031230645 scopus 로고    scopus 로고
    • A model of visual contrast gain control and pattern masking
    • A. B. Watson and J. A. Solomon, "A model of visual contrast gain control and pattern masking," J. Opt. Soc. Amer. A, vol. 14, pp. 2378-2390, 1997.
    • (1997) J. Opt. Soc. Amer. A , vol.14 , pp. 2378-2390
    • Watson, A.B.1    Solomon, J.A.2
  • 42
    • 0348170824 scopus 로고    scopus 로고
    • Video quality assessment based on structural distortion measurement
    • Z. Wang, L. Lu, and A. C. Bovik, "Video quality assessment based on structural distortion measurement," Signal Process.: Image Commun. vol. 19, no. 2, 2004.
    • (2004) Signal Process.: Image Commun , vol.19 , Issue.2
    • Wang, Z.1    Lu, L.2    Bovik, A.C.3
  • 43
    • 31144478351 scopus 로고    scopus 로고
    • Image information and visual quality
    • Feb
    • H. R. Sheikh and A. C. Bovik, "Image information and visual quality," IEEE Trans. Image Process., vol. 15, no. 2, pp. 430-444, Feb. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.2 , pp. 430-444
    • Sheikh, H.R.1    Bovik, A.C.2
  • 45
    • 0002229021 scopus 로고
    • Image quality: A multidimensional problem
    • A. B. Watson, Ed. Cambridge, MA: MIT Press
    • A. J. Ahumada and C. H. Null, "Image quality: A multidimensional problem," in Digital Images and Human Vision, A. B. Watson, Ed. Cambridge, MA: MIT Press, 1993, pp. 141-148.
    • (1993) Digital Images and Human Vision , pp. 141-148
    • Ahumada, A.J.1    Null, C.H.2
  • 46
    • 0030161541 scopus 로고    scopus 로고
    • Perceptual characterization of images degraded by blur and noise: Experiments
    • V. Kayargadde and J. Martens, "Perceptual characterization of images degraded by blur and noise: Experiments," J. Opt. Soc. Amer. A, vol. 13, no. 6, pp. 1166-1177, 1996.
    • (1996) J. Opt. Soc. Amer. A , vol.13 , Issue.6 , pp. 1166-1177
    • Kayargadde, V.1    Martens, J.2
  • 47
  • 49
    • 0016272452 scopus 로고
    • Grating contrast discrimination may be better than detection
    • J. Nachmias and R. Sansbury, "Grating contrast discrimination may be better than detection," Vis. Res., vol. 14, pp. 1039-1042, 1974.
    • (1974) Vis. Res , vol.14 , pp. 1039-1042
    • Nachmias, J.1    Sansbury, R.2
  • 50
    • 0344271800 scopus 로고    scopus 로고
    • An image quality assessment method based on perception of structural information
    • M. Carnec, P. L. Callet, and D. Barba, "An image quality assessment method based on perception of structural information," in Proc. Int. Conf. Image Processing, 2003, vol. 2, pp. 185-188.
    • (2003) Proc. Int. Conf. Image Processing , vol.2 , pp. 185-188
    • Carnec, M.1    Callet, P.L.2    Barba, D.3
  • 51
    • 33749250739 scopus 로고    scopus 로고
    • A comparison of image quality metric performances under practical conditions
    • R. de Freitas Zampolo and R. Seara, "A comparison of image quality metric performances under practical conditions," in Proc. Int. Conf. Image Processing, 2005, vol. 3, pp. 1192-1195.
    • (2005) Proc. Int. Conf. Image Processing , vol.3 , pp. 1192-1195
    • de Freitas Zampolo, R.1    Seara, R.2
  • 52
    • 0029359340 scopus 로고
    • Wavelet filter evaluation for image compression
    • Aug
    • J. Villasenor, B. Belzer, and J. Liao, "Wavelet filter evaluation for image compression," IEEE Trans. Image Process., vol. 4, no. 8, pp. 1053-1060, Aug. 1995.
    • (1995) IEEE Trans. Image Process , vol.4 , Issue.8 , pp. 1053-1060
    • Villasenor, J.1    Belzer, B.2    Liao, J.3
  • 53
    • 0016173131 scopus 로고
    • Non-linear projection of the retinal image in a wide-angle schematic eye
    • N. Drasdo and C. W. Fowler, "Non-linear projection of the retinal image in a wide-angle schematic eye," Brit. J. Ophthalmol., vol. 58, pp. 709-714, 1974.
    • (1974) Brit. J. Ophthalmol , vol.58 , pp. 709-714
    • Drasdo, N.1    Fowler, C.W.2
  • 54
    • 0000413572 scopus 로고
    • Application of a noise-adaptive contrast sensitivity function to image data compression
    • S. J. Daly, "Application of a noise-adaptive contrast sensitivity function to image data compression," Opt. Eng., vol. 29, pp. 977-987, 1990.
    • (1990) Opt. Eng , vol.29 , pp. 977-987
    • Daly, S.J.1
  • 57
    • 24644481018 scopus 로고    scopus 로고
    • Visually lossless compression of digitized radiographs based on contrast sensitivity and visual masking
    • D. M. Chandler and S. S. Hemami, "Visually lossless compression of digitized radiographs based on contrast sensitivity and visual masking," in Proc. SPIE Medical Imaging, 2005, vol. 5749, pp. 359-372.
    • (2005) Proc. SPIE Medical Imaging , vol.5749 , pp. 359-372
    • Chandler, D.M.1    Hemami, S.S.2
  • 58
    • 0016697694 scopus 로고
    • Contrast constancy: Deblurring in human vision by spatial frequency channels
    • M. A. Georgeson and G. D. Sullivan, "Contrast constancy: Deblurring in human vision by spatial frequency channels," J. Physiol., vol. 252, pp. 627-656, 1975.
    • (1975) J. Physiol , vol.252 , pp. 627-656
    • Georgeson, M.A.1    Sullivan, G.D.2
  • 59
    • 0025971957 scopus 로고    scopus 로고
    • A transducer model for contrast perception
    • M. W. Cannon and S. C. Fullenkamp, "A transducer model for contrast perception," Vis. Res., vol. 31, pp. 983-998.
    • Vis. Res , vol.31 , pp. 983-998
    • Cannon, M.W.1    Fullenkamp, S.C.2
  • 60
    • 0028910675 scopus 로고
    • What's constant in contrast constancy? the effects of scaling on the perceived contrast of bandpass patterns
    • N. Brady and D. J. Field, "What's constant in contrast constancy? the effects of scaling on the perceived contrast of bandpass patterns," Vis. Res., vol. 35, pp. 739-756, 1995.
    • (1995) Vis. Res , vol.35 , pp. 739-756
    • Brady, N.1    Field, D.J.2
  • 61
    • 49449122735 scopus 로고
    • Forest before trees: The precedence of global features in visual perception
    • D. Navon, "Forest before trees: The precedence of global features in visual perception," Cogn. Psych., vol. 9, pp. 353-383, 1977.
    • (1977) Cogn. Psych , vol.9 , pp. 353-383
    • Navon, D.1
  • 62
    • 0032618448 scopus 로고    scopus 로고
    • Dr. angry and mr. smile: When categorization flexibly modifies the perception of faces in rapid visual presentations
    • P. G. Schyns and A. Oliva, "Dr. angry and mr. smile: When categorization flexibly modifies the perception of faces in rapid visual presentations," Cognition, vol. 69, pp. 243-265, 1999.
    • (1999) Cognition , vol.69 , pp. 243-265
    • Schyns, P.G.1    Oliva, A.2
  • 63
    • 0242415645 scopus 로고
    • Representation by images restricted in resolution and intensity range,
    • Ph.D. dissertation, Univ. Western Australia, Perth, Australia
    • A. Hayes, "Representation by images restricted in resolution and intensity range," Ph.D. dissertation, Univ. Western Australia, Perth, Australia, 1989.
    • (1989)
    • Hayes, A.1
  • 64
    • 34548254399 scopus 로고    scopus 로고
    • Principles of neural shape coding in area V2
    • B. Willmore, R. J. Prenger, and J. L. Gallant, "Principles of neural shape coding in area V2," J. Vis., vol. 5, no. 8, p. 82a.
    • J. Vis , vol.5 , Issue.8
    • Willmore, B.1    Prenger, R.J.2    Gallant, J.L.3
  • 65
    • 0023422157 scopus 로고
    • The cortex transform: Rapid computation of simulated neural images
    • A. B. Watson, "The cortex transform: Rapid computation of simulated neural images," Comput. Vis, Graph., Image Process., vol. 39, pp. 311-327, 1987.
    • (1987) Comput. Vis, Graph., Image Process , vol.39 , pp. 311-327
    • Watson, A.B.1
  • 66
    • 34548221910 scopus 로고    scopus 로고
    • H. R. Sheikh, Z. Wang, A. C. Bovik, and L. K. Cormack, Image and Video Quality Assessment Research at LIVE [Online]. Available: http://live.ece.utexas.edu/research/quality/
    • H. R. Sheikh, Z. Wang, A. C. Bovik, and L. K. Cormack, Image and Video Quality Assessment Research at LIVE [Online]. Available: http://live.ece.utexas.edu/research/quality/
  • 67
    • 0027252174 scopus 로고
    • Evaluation of contrast sensitivity functions for the formulation of quality measures incorporated in halftoning algorithms
    • T. Mitsa and K. Varkur, "Evaluation of contrast sensitivity functions for the formulation of quality measures incorporated in halftoning algorithms," in IEEE Int. Conf. Acoustics, Speech, and Signal Processing, 1993, pp. 301-304.
    • (1993) IEEE Int. Conf. Acoustics, Speech, and Signal Processing , pp. 301-304
    • Mitsa, T.1    Varkur, K.2
  • 69
    • 0036493909 scopus 로고    scopus 로고
    • A universal image quality index
    • Mar
    • Z. Wang and A. Bovik, "A universal image quality index," IEEE Signal Proces. Lett., vol. 9, no. 3, pp. 81-84, Mar. 2002.
    • (2002) IEEE Signal Proces. Lett , vol.9 , Issue.3 , pp. 81-84
    • Wang, Z.1    Bovik, A.2
  • 70
    • 34548291418 scopus 로고    scopus 로고
    • M. Stokes, M. Anderson, S. Chandrasekar, and R. Motta, A Standard Default Color Space for the Internet-sRGB [Online]. Available: http://www.w3.org/Graphics/Color/sRGB 1996
    • M. Stokes, M. Anderson, S. Chandrasekar, and R. Motta, A Standard Default Color Space for the Internet-sRGB [Online]. Available: http://www.w3.org/Graphics/Color/sRGB 1996
  • 71
    • 34548275470 scopus 로고    scopus 로고
    • Online, Available
    • SSIM website. [Online]. Available: http://www.cns.nyu.edu/zwang/files/ research/ssim/index.html
    • SSIM website
  • 72
    • 34548259229 scopus 로고    scopus 로고
    • Online, Available
    • UQI website. [Online]. Available: http://www.cns.nyu.edu/zwang/files/ research/quality_index/demo.html
    • UQI website
  • 73
    • 34548267615 scopus 로고    scopus 로고
    • Online, Available
    • VIF website. [Online]. Available: http://live.ece.utexas.edu/research/ quality/VIF.htm
    • VIF website
  • 74
    • 33750369245 scopus 로고    scopus 로고
    • A statistical evaluation of recent full reference image quality assessment algorithms
    • Nov
    • H. R. Sheikh, M. F. Sabir, and A. C. Bovik, "A statistical evaluation of recent full reference image quality assessment algorithms," IEEE Trans. Image Process., vol. 15, no. 11, pp. 3440-3451, Nov. 2006.
    • (2006) IEEE Trans. Image Process , vol.15 , Issue.11 , pp. 3440-3451
    • Sheikh, H.R.1    Sabir, M.F.2    Bovik, A.C.3
  • 75
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • J. A. Nelder and R. Mead, "A simplex method for function minimization," J. Comput., vol. 7, pp. 308-313, 1965.
    • (1965) J. Comput , vol.7 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 76
    • 34548249090 scopus 로고    scopus 로고
    • May 1, personal communication
    • Z. Wang, May 1, 2006, personal communication.
    • (2006)
    • Wang, Z.1
  • 78
    • 35548931351 scopus 로고
    • Efficient tests for normality, homoscedasticity and serial independence of regression residuals
    • A. K. Bera and C. M. Jarque, "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Econ. Lett., vol. 6, pp. 255-259, 1980.
    • (1980) Econ. Lett , vol.6 , pp. 255-259
    • Bera, A.K.1    Jarque, C.M.2
  • 79
    • 33749246754 scopus 로고    scopus 로고
    • Low-complexity, efficient 9/7 wavelet filters implementation
    • presented at the
    • M. Martina and G. Masera, "Low-complexity, efficient 9/7 wavelet filters implementation," presented at the Int. Conf. Image Processing, 2005.
    • (2005) Int. Conf. Image Processing
    • Martina, M.1    Masera, G.2
  • 80
    • 0032206214 scopus 로고    scopus 로고
    • Color image fidelity metrics evaluated using image distortion maps
    • X. Zhang and B. A. Wandell, "Color image fidelity metrics evaluated using image distortion maps," Signal Process., vol. 70, no. 3, pp. 201-214, 1998.
    • (1998) Signal Process , vol.70 , Issue.3 , pp. 201-214
    • Zhang, X.1    Wandell, B.A.2
  • 82
    • 0034784284 scopus 로고    scopus 로고
    • Visual fidelity and perceived quality: Towards comprehensive metrics
    • presented at the
    • S. Winkler, "Visual fidelity and perceived quality: Towards comprehensive metrics," presented at the SPIE Human Vision and Electronic Imaging VI, 2001.
    • (2001) SPIE Human Vision and Electronic Imaging VI
    • Winkler, S.1
  • 83
    • 34548224164 scopus 로고    scopus 로고
    • Online supplement, Online, Available
    • Online supplement. [Online]. Available: http://foulard.ece.cornell.edu/ dmc27/vsnr/vsnr.html


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.