메뉴 건너뛰기




Volumn 25, Issue 9, 2007, Pages 1449-1473

A two-step neural-network based algorithm for fast image super-resolution

Author keywords

Image restoration; Multi layer perceptron; Probabilistic neural network; Sequence processing; Super resolution

Indexed keywords

COMPUTATIONAL METHODS; DIGITAL FILTERS; IMAGE QUALITY; IMAGE RECONSTRUCTION; INTERPOLATION; MULTILAYER NEURAL NETWORKS;

EID: 34250214166     PISSN: 02628856     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.imavis.2006.12.016     Document Type: Article
Times cited : (28)

References (71)
  • 1
    • 84995314938 scopus 로고    scopus 로고
    • R.Y. Tsai, T.S. Huang (Eds.), Multiframe image restoration and registration, in: Advances in Computer Vision and Image Processing, vol. 1, Wiley, 1984, pp. 317-339.
  • 3
    • 85032751363 scopus 로고    scopus 로고
    • Super-resolution image reconstruction: a technical overview
    • Park S.C., Park M.K., and Kang M.G. Super-resolution image reconstruction: a technical overview. IEEE Sig. Process. Mag. 20 3 (2003) 21-36
    • (2003) IEEE Sig. Process. Mag. , vol.20 , Issue.3 , pp. 21-36
    • Park, S.C.1    Park, M.K.2    Kang, M.G.3
  • 4
    • 0025449401 scopus 로고
    • Recursive reconstruction of high resolution image from noisy undersampled multiframes
    • Kim S.P., Bose N.K., and Valenzuela H.M. Recursive reconstruction of high resolution image from noisy undersampled multiframes. IEEE Trans. Acoust. Speech Sig. Process. 38 6 (1990) 1013-1027
    • (1990) IEEE Trans. Acoust. Speech Sig. Process. , vol.38 , Issue.6 , pp. 1013-1027
    • Kim, S.P.1    Bose, N.K.2    Valenzuela, H.M.3
  • 5
    • 0024758573 scopus 로고
    • High resolution image recovery from image-plane arrays, using convex projections
    • Stark H., and Oskoui P. High resolution image recovery from image-plane arrays, using convex projections. J. Opt. Soc. Am. A 6 (1989) 1715-1726
    • (1989) J. Opt. Soc. Am. A , vol.6 , pp. 1715-1726
    • Stark, H.1    Oskoui, P.2
  • 6
    • 0031211153 scopus 로고    scopus 로고
    • Superresolution video reconstruction with arbitrary sampling lattices and non-zero aperture time
    • Patti A.J., Sezan M.I., and Tekalp A.M. Superresolution video reconstruction with arbitrary sampling lattices and non-zero aperture time. IEEE Trans. Img. Process. 6 8 (1997) 1064-1076
    • (1997) IEEE Trans. Img. Process. , vol.6 , Issue.8 , pp. 1064-1076
    • Patti, A.J.1    Sezan, M.I.2    Tekalp, A.M.3
  • 7
    • 0001416065 scopus 로고    scopus 로고
    • Fusion of images on affine sampling grids
    • Granrath D., and Lersch J. Fusion of images on affine sampling grids. J. Opt. Soc. Am. A 15 4 (1998) 791-801
    • (1998) J. Opt. Soc. Am. A , vol.15 , Issue.4 , pp. 791-801
    • Granrath, D.1    Lersch, J.2
  • 8
    • 0035127809 scopus 로고    scopus 로고
    • Artifact reduction for set theoretic super resolution image reconstruction with edge adaptive constraints and higher-order interpolants
    • Patti A.J., and Altunbasak Y. Artifact reduction for set theoretic super resolution image reconstruction with edge adaptive constraints and higher-order interpolants. IEEE Trans. Img. Process. 10 1 (2001) 179-186
    • (2001) IEEE Trans. Img. Process. , vol.10 , Issue.1 , pp. 179-186
    • Patti, A.J.1    Altunbasak, Y.2
  • 9
    • 0029769903 scopus 로고
    • Reconstruction of a high-resolution image by simultaneous registration, restoration, and interpolation of low-resolution images
    • Tom B.C., and Katsaggelos A.K. Reconstruction of a high-resolution image by simultaneous registration, restoration, and interpolation of low-resolution images. Proc. IEEE Int. Conf. Img. Process. 2 (1995) 539-542
    • (1995) Proc. IEEE Int. Conf. Img. Process. , vol.2 , pp. 539-542
    • Tom, B.C.1    Katsaggelos, A.K.2
  • 10
    • 0030164602 scopus 로고    scopus 로고
    • Extraction of high-resolution frames from video sequences
    • Schultz R.R., and Stevenson R.L. Extraction of high-resolution frames from video sequences. IEEE Trans. Img. Process. 5 6 (1996) 996-1011
    • (1996) IEEE Trans. Img. Process. , vol.5 , Issue.6 , pp. 996-1011
    • Schultz, R.R.1    Stevenson, R.L.2
  • 11
    • 11744307549 scopus 로고    scopus 로고
    • High-resolution image reconstruction from a sequence of rotated and translated frames and its application to an infrared imaging system
    • Hardie R.C., Barnard K.J., Bognar J.G., Armstrong E.E., and Watson E.A. High-resolution image reconstruction from a sequence of rotated and translated frames and its application to an infrared imaging system. Opt. Eng. 37 1 (1998) 247-260
    • (1998) Opt. Eng. , vol.37 , Issue.1 , pp. 247-260
    • Hardie, R.C.1    Barnard, K.J.2    Bognar, J.G.3    Armstrong, E.E.4    Watson, E.A.5
  • 12
    • 0038393009 scopus 로고    scopus 로고
    • Pyramid-based super-resolution of the undersampled and subpixel image sequence
    • Lu Y., and Imamura M. Pyramid-based super-resolution of the undersampled and subpixel image sequence. Int. J. Img. Syst. Tech. 12 6 (2003) 254-263
    • (2003) Int. J. Img. Syst. Tech. , vol.12 , Issue.6 , pp. 254-263
    • Lu, Y.1    Imamura, M.2
  • 13
    • 0000623249 scopus 로고
    • Improved resolution from subpixel shifted pictures
    • Ur H., and Gross D. Improved resolution from subpixel shifted pictures. CVGIP: Graph. Model. Img. Process. 54 2 (1992) 181-186
    • (1992) CVGIP: Graph. Model. Img. Process. , vol.54 , Issue.2 , pp. 181-186
    • Ur, H.1    Gross, D.2
  • 14
    • 0017554734 scopus 로고
    • Generalized sampling expansion
    • Papoulis A. Generalized sampling expansion. IEEE Trans. Circ. Syst. 24 11 (1977) 652-654
    • (1977) IEEE Trans. Circ. Syst. , vol.24 , Issue.11 , pp. 652-654
    • Papoulis, A.1
  • 15
    • 0033737203 scopus 로고    scopus 로고
    • Efficient super-resolution via image warping
    • Chiang M.C., and Boult T.E. Efficient super-resolution via image warping. Image Vis. Comput. 18 10 (2000) 761-771
    • (2000) Image Vis. Comput. , vol.18 , Issue.10 , pp. 761-771
    • Chiang, M.C.1    Boult, T.E.2
  • 16
    • 0035424287 scopus 로고    scopus 로고
    • A fast super-resolution reconstruction algorithm for pure translational motion and common space-invariant blur
    • Elad M., and Hel-Or Y. A fast super-resolution reconstruction algorithm for pure translational motion and common space-invariant blur. IEEE Trans. Img. Process. 10 8 (2001) 1187-1193
    • (2001) IEEE Trans. Img. Process. , vol.10 , Issue.8 , pp. 1187-1193
    • Elad, M.1    Hel-Or, Y.2
  • 17
    • 0029452820 scopus 로고
    • Aliasing reduction in staring infrared imagers utilizing subpixel techniques
    • Gillette J.C., Stadtmiller T.M., and Hardie R.C. Aliasing reduction in staring infrared imagers utilizing subpixel techniques. Opt. Eng. 34 11 (1995) 3130-3137
    • (1995) Opt. Eng. , vol.34 , Issue.11 , pp. 3130-3137
    • Gillette, J.C.1    Stadtmiller, T.M.2    Hardie, R.C.3
  • 18
    • 0034294076 scopus 로고    scopus 로고
    • Infrared image registration and high-resolution reconstruction using multiple translationally shifted aliased video frames
    • Alam M.S., Bognar J.G., Hardie R.C., and Yasuda B.J. Infrared image registration and high-resolution reconstruction using multiple translationally shifted aliased video frames. IEEE Trans. Instr. Meas. 49 5 (2000) 915-923
    • (2000) IEEE Trans. Instr. Meas. , vol.49 , Issue.5 , pp. 915-923
    • Alam, M.S.1    Bognar, J.G.2    Hardie, R.C.3    Yasuda, B.J.4
  • 19
    • 0027545066 scopus 로고
    • Signal-processing based method for acquiring very high resolution images with multiple cameras and its theoretical analysis
    • Komatsu T., Aizawa K., Igarashi T., and Saito T. Signal-processing based method for acquiring very high resolution images with multiple cameras and its theoretical analysis. IEE Proc. I, Commun. Speech Vis. 140 1 (1993) 19-24
    • (1993) IEE Proc. I, Commun. Speech Vis. , vol.140 , Issue.1 , pp. 19-24
    • Komatsu, T.1    Aizawa, K.2    Igarashi, T.3    Saito, T.4
  • 20
    • 0032667614 scopus 로고    scopus 로고
    • Resolution enhancement of color video sequences
    • Shah N.R., and Zakhor A. Resolution enhancement of color video sequences. IEEE Trans. Img. Process. 8 6 (1999) 879-885
    • (1999) IEEE Trans. Img. Process. , vol.8 , Issue.6 , pp. 879-885
    • Shah, N.R.1    Zakhor, A.2
  • 21
    • 0033699507 scopus 로고    scopus 로고
    • A wavelet-based interpolation-restoration method for superresolution
    • Nguyen N., and Milanfar P. A wavelet-based interpolation-restoration method for superresolution. Circ. Syst. Sig. Process. 19 4 (2000) 321-338
    • (2000) Circ. Syst. Sig. Process. , vol.19 , Issue.4 , pp. 321-338
    • Nguyen, N.1    Milanfar, P.2
  • 22
    • 0033099093 scopus 로고    scopus 로고
    • Super-resolution of images based on local correlations
    • Candocia F.M., and Principe J.C. Super-resolution of images based on local correlations. IEEE Trans. Neural Netw. 10 2 (1999) 372-380
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.2 , pp. 372-380
    • Candocia, F.M.1    Principe, J.C.2
  • 27
    • 6344231373 scopus 로고    scopus 로고
    • Single-frame image super-resolution using learned wavelet coefficients
    • Jiji C.V., Joshi M.V., and Chaudhuri S. Single-frame image super-resolution using learned wavelet coefficients. Int. J. Img. Syst. Tech. 14 3 (2004) 105-112
    • (2004) Int. J. Img. Syst. Tech. , vol.14 , Issue.3 , pp. 105-112
    • Jiji, C.V.1    Joshi, M.V.2    Chaudhuri, S.3
  • 28
    • 10444244425 scopus 로고    scopus 로고
    • Image interpolation using neural networks
    • Plaziac N. Image interpolation using neural networks. IEEE Trans. Img. Process. 8 11 (1999) 1647-1651
    • (1999) IEEE Trans. Img. Process. , vol.8 , Issue.11 , pp. 1647-1651
    • Plaziac, N.1
  • 30
    • 84995314939 scopus 로고    scopus 로고
    • C. Staelin, D. Greig, M. Fischer, R. Maurer, Neural Network Image Scaling Using spatial Errors, HP tech. rep. HPL-2003-26R1 (2003), 1-11.
  • 31
    • 0012111212 scopus 로고    scopus 로고
    • Training of a neural network for image superresolution based on a nonlinear interpolative vector quantizer
    • Davila C.A., and Hunt B.R. Training of a neural network for image superresolution based on a nonlinear interpolative vector quantizer. Appl. Opt. 39 20 (2000) 3473-3485
    • (2000) Appl. Opt. , vol.39 , Issue.20 , pp. 3473-3485
    • Davila, C.A.1    Hunt, B.R.2
  • 32
    • 0036709429 scopus 로고    scopus 로고
    • Limits on super-resolution and how to break them
    • Baker S., and Kanade T. Limits on super-resolution and how to break them. IEEE Trans. Pattern Anal. Mach. Intell. 24 9 (2002) 1167-1183
    • (2002) IEEE Trans. Pattern Anal. Mach. Intell. , vol.24 , Issue.9 , pp. 1167-1183
    • Baker, S.1    Kanade, T.2
  • 33
    • 14644444124 scopus 로고    scopus 로고
    • Steerable pyramid-based face hallucination
    • Su C., Zhuang Y., Huang L., and Wu F. Steerable pyramid-based face hallucination. Pattern Recognit. 38 6 (2005) 813-824
    • (2005) Pattern Recognit. , vol.38 , Issue.6 , pp. 813-824
    • Su, C.1    Zhuang, Y.2    Huang, L.3    Wu, F.4
  • 35
    • 0035887881 scopus 로고    scopus 로고
    • Artificial neural networks for noisy image super-resolution
    • Szu H., and Kopriva I. Artificial neural networks for noisy image super-resolution. Opt. Commun. 198 (2001) 71-81
    • (2001) Opt. Commun. , vol.198 , pp. 71-81
    • Szu, H.1    Kopriva, I.2
  • 36
    • 0344925809 scopus 로고    scopus 로고
    • Integrated recurrent neural network for image resolution enhancement from multiple image frames
    • Salari E., and Zhang S. Integrated recurrent neural network for image resolution enhancement from multiple image frames. IEE Proc.-Vis. Img. Sig. Process. 150 5 (2003) 299-305
    • (2003) IEE Proc.-Vis. Img. Sig. Process. , vol.150 , Issue.5 , pp. 299-305
    • Salari, E.1    Zhang, S.2
  • 37
    • 0026359271 scopus 로고
    • Improving resolution by image registration
    • Irani M., and Peleg S. Improving resolution by image registration. CVGIP: Graph. Model. Img. Process. 53 3 (1991) 231-239
    • (1991) CVGIP: Graph. Model. Img. Process. , vol.53 , Issue.3 , pp. 231-239
    • Irani, M.1    Peleg, S.2
  • 38
    • 0019647180 scopus 로고
    • An iterative image registration technique with an application to stereo vision
    • Lucas B.D., and Kanade T. An iterative image registration technique with an application to stereo vision. Int. J. Conf. Artif. Intell. (1981) 674-679
    • (1981) Int. J. Conf. Artif. Intell. , pp. 674-679
    • Lucas, B.D.1    Kanade, T.2
  • 40
  • 41
    • 0019654284 scopus 로고
    • Cubic convolution interpolation for digital image processing
    • Keys R. Cubic convolution interpolation for digital image processing. IEEE Trans. Acoust. Speech Sig. Process. 29 6 (1981) 1153-1160
    • (1981) IEEE Trans. Acoust. Speech Sig. Process. , vol.29 , Issue.6 , pp. 1153-1160
    • Keys, R.1
  • 42
    • 0025206332 scopus 로고
    • Probabilistic neural networks
    • Specht D.F. Probabilistic neural networks. Neural Netw. 3 1 (1990) 109-118
    • (1990) Neural Netw. , vol.3 , Issue.1 , pp. 109-118
    • Specht, D.F.1
  • 45
    • 0024878952 scopus 로고    scopus 로고
    • R. Hecht-Nielsen, Theory of the back-propagation neural network, in: Proc. Int. J. Conf. Neural Netw., 1, Washington DC, 1989, 593-605.
  • 46
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • Hornik K., Stinchcombe M., and White H. Multilayer feedforward networks are universal approximators. Neural Netw. 2 5 (1989) 359-366
    • (1989) Neural Netw. , vol.2 , Issue.5 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 51
    • 0035767988 scopus 로고    scopus 로고
    • Landsat 7 on-orbit modulation transfer function estimation
    • Storey J.C. Landsat 7 on-orbit modulation transfer function estimation. Proc. SPIE Sens. Syst. Next Gen. Sat. V 4540 (2001) 50-61
    • (2001) Proc. SPIE Sens. Syst. Next Gen. Sat. V , vol.4540 , pp. 50-61
    • Storey, J.C.1
  • 52
    • 84995353737 scopus 로고    scopus 로고
    • P.W. Scott, QuickBird on-orbit spatial image quality assessment, http://www.digitalglobe.com/downloads/asprs/DG%20ASPRS%20On-Orbit%20Spatial%20Image%20Quality%20Assessment.pdf.
  • 53
    • 84995308386 scopus 로고    scopus 로고
    • Available from: http://www.digitalglobe.com/.
  • 54
    • 26444479778 scopus 로고
    • Optimization by simulated annealing
    • Kirkpatrick S., Gelatt C.D., and Vecchi M.P. Optimization by simulated annealing. Science 220 4598 (1983) 671-680
    • (1983) Science , vol.220 , Issue.4598 , pp. 671-680
    • Kirkpatrick, S.1    Gelatt, C.D.2    Vecchi, M.P.3
  • 56
    • 34249045196 scopus 로고    scopus 로고
    • C. Miravet, F.B. Rodriguez, A hybrid MLP-PNN architecture for fast image superresolution, in: O. Kaynak, E. Alpaydin, E. Oja, L. Xu (Eds.), Lect. Not. Comput. Sci. 2714 (2003), pp. 417-425.
  • 57
    • 0022927138 scopus 로고
    • Distance transformations in digital images
    • Borgefors G. Distance transformations in digital images. Comput. Vis. Graph. Img. Process. 34 3 (1986) 344-371
    • (1986) Comput. Vis. Graph. Img. Process. , vol.34 , Issue.3 , pp. 344-371
    • Borgefors, G.1
  • 61
    • 85032751770 scopus 로고    scopus 로고
    • Computer vision applied to superresolution
    • Capel D., and Zisserman A. Computer vision applied to superresolution. IEEE Sig. Process. Mag. 20 3 (2003) 75-86
    • (2003) IEEE Sig. Process. Mag. , vol.20 , Issue.3 , pp. 75-86
    • Capel, D.1    Zisserman, A.2
  • 65
    • 0035309154 scopus 로고    scopus 로고
    • A computationally efficient supperresolution image reconstruction algorithm
    • Nguyen N., Milanfar P., and Golub G. A computationally efficient supperresolution image reconstruction algorithm. IEEE Trans. Img. Process. 10 4 (2001) 573-583
    • (2001) IEEE Trans. Img. Process. , vol.10 , Issue.4 , pp. 573-583
    • Nguyen, N.1    Milanfar, P.2    Golub, G.3
  • 66
    • 0001646777 scopus 로고
    • Toeplitz equations by conjugate gradients with circulant preconditioner
    • Chan R., and Strang G. Toeplitz equations by conjugate gradients with circulant preconditioner. SIAM J. Sci. Stat. Comput. 10 1 (1989) 104-119
    • (1989) SIAM J. Sci. Stat. Comput. , vol.10 , Issue.1 , pp. 104-119
    • Chan, R.1    Strang, G.2
  • 67
    • 0001105793 scopus 로고
    • Toeplitz approximate inverse preconditioner for banded Toeplitz matrices
    • Hanke M., and Nagy J. Toeplitz approximate inverse preconditioner for banded Toeplitz matrices. Numer. Algorithms 7 2 (1994) 183-199
    • (1994) Numer. Algorithms , vol.7 , Issue.2 , pp. 183-199
    • Hanke, M.1    Nagy, J.2
  • 68
    • 84995310000 scopus 로고    scopus 로고
    • Available from: http://www.soe.ucsc.edu/~milanfar/MDSP/superres.htm.
  • 69
    • 84995321571 scopus 로고    scopus 로고
    • Available from: http://www.robots.ox.ac.uk/~vgg/data4.html.
  • 71
    • 84995309999 scopus 로고    scopus 로고
    • Available from: http://sipi.usc.edu/database/database.cgi?volume=sequences.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.