메뉴 건너뛰기




Volumn 21, Issue 9, 2012, Pages 4054-4067

Generative Bayesian image super resolution with natural image prior

Author keywords

Bayesian minimum mean square error estimation; field of experts; Markov chain Monte Carlo (MCMC); Markov random field; natural image statistics; super resolution (SR)

Indexed keywords

FIELD-OF-EXPERTS; MARKOV CHAIN MONTE CARLO; MARKOV RANDOM FIELDS; MINIMUM MEAN SQUARE ERROR ESTIMATIONS; NATURAL IMAGE STATISTICS; SUPER RESOLUTION;

EID: 84865444179     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2012.2199330     Document Type: Article
Times cited : (79)

References (41)
  • 5
    • 78049312324 scopus 로고    scopus 로고
    • Image super-resolution via sparse representation
    • Nov
    • J. Yang, J. Wright, T. Huang, and Y. Ma, "Image super-resolution via sparse representation," IEEE Trans. Image Process., vol. 19, no. 11, pp. 2861-2873, Nov. 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.11 , pp. 2861-2873
    • Yang, J.1    Wright, J.2    Huang, T.3    Ma, Y.4
  • 7
    • 0035474760 scopus 로고    scopus 로고
    • New edge-directed interpolation
    • DOI 10.1109/83.951537, PII S1057714901082033
    • X. Li and M. T. Orchard, "New edge-directed interpolation," IEEE Trans. Image Process., vol. 10, no. 10, pp. 1521-1527, Oct. 2001. (Pubitemid 32981825)
    • (2001) IEEE Transactions on Image Processing , vol.10 , Issue.10 , pp. 1521-1527
    • Li, X.1    Orchard, M.T.2
  • 8
    • 33847712243 scopus 로고    scopus 로고
    • Kernel regression for image processing and reconstruction
    • DOI 10.1109/TIP.2006.888330
    • H. Takeda, S. Farsiu, and P. Milanfar, "Kernel regression for image processing and reconstruction," IEEE Trans. Image Process., vol. 16, no. 2, pp. 349-366, Feb. 2007. (Pubitemid 46421678)
    • (2007) IEEE Transactions on Image Processing , vol.16 , Issue.2 , pp. 349-366
    • Takeda, H.1    Farsiu, S.2    Milanfar, P.3
  • 10
    • 77951623771 scopus 로고    scopus 로고
    • Single-image super-resolution using sparse regression and natural image prior
    • Jun
    • K. I. Kim and Y. Kwon, "Single-image super-resolution using sparse regression and natural image prior," IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 6, pp. 1127-1133, Jun. 2010.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell. , vol.32 , Issue.6 , pp. 1127-1133
    • Kim, K.I.1    Kwon, Y.2
  • 11
    • 34547702076 scopus 로고    scopus 로고
    • Image upsampling via imposed edge statistics
    • R. Fattal, "Image upsampling via imposed edge statistics," ACM Trans. Graph., vol. 26, no. 3, pp. 95-102, 2007.
    • (2007) ACM Trans. Graph. , vol.26 , Issue.3 , pp. 95-102
    • Fattal, R.1
  • 12
    • 65149092220 scopus 로고    scopus 로고
    • Softcuts: A soft edge smoothness prior for color image super-resolution
    • May
    • S. Dai, M. Han, W. Xu, Y. Wu, Y. Gong, and A. K. Katsaggelos, "Softcuts: A soft edge smoothness prior for color image super-resolution," IEEE Trans. Image Process., vol. 18, no. 5, pp. 969-981, May 2009.
    • (2009) IEEE Trans. Image Process. , vol.18 , Issue.5 , pp. 969-981
    • Dai, S.1    Han, M.2    Xu, W.3    Wu, Y.4    Gong, Y.5    Katsaggelos, A.K.6
  • 16
    • 84862521437 scopus 로고    scopus 로고
    • Posterior mean super-resolution with a causal Gaussian Markov random field prior
    • to be published
    • T. Katsuki, A. Torii, and M. Inoue, "Posterior mean super-resolution with a causal Gaussian Markov random field prior," IEEE Trans. Image Process., to be published.
    • IEEE Trans. Image Process.
    • Katsuki, T.1    Torii, A.2    Inoue, M.3
  • 18
    • 57749202923 scopus 로고    scopus 로고
    • Fast image/video upsampling
    • Q. Shan, Z. Li, J. Jia, and C. K. Tang, "Fast image/video upsampling," ACM Trans. Graph., vol. 27, no. 5, pp. 1-5, 2008.
    • (2008) ACM Trans. Graph. , vol.27 , Issue.5 , pp. 1-5
    • Shan, Q.1    Li, Z.2    Jia, J.3    Tang, C.K.4
  • 22
    • 0023492118 scopus 로고
    • Relations between the statistics of natural images and the response profiles of cortical cells
    • D. J. Field, "Relations between the statistics of natural images and the response profiles of cortical cells," J. Opt. Soc. Amer., vol. 4, no. 12, pp. 2379-2394, 1987.
    • (1987) J. Opt. Soc. Amer. , vol.4 , Issue.12 , pp. 2379-2394
    • Field, D.J.1
  • 25
    • 60449120149 scopus 로고    scopus 로고
    • Fields of experts
    • S. Roth and M. J. Black, "Fields of experts," Int. J. Comput. Vis., vol. 82, no. 2, pp. 205-229, 2009.
    • (2009) Int. J. Comput. Vis. , vol.82 , Issue.2 , pp. 205-229
    • Roth, S.1    Black, M.J.2
  • 26
    • 33749249573 scopus 로고    scopus 로고
    • Removing camera shake from a single photograph
    • DOI 10.1145/1141911.1141956, ACM Transactions on Graphics - Proceedings of ACM SIGGRAPH 2006
    • R. Fergus, B. Singh, A. Hertzmann, S. T. Roweis, and W. T. Freeman, "Removing camera shake from a single photograph," ACM Trans. Graph. (SIGGRAPH), vol. 25, pp. 787-794, Aug. 2006. (Pubitemid 44481040)
    • (2006) ACM Transactions on Graphics , vol.25 , Issue.3 , pp. 787-794
    • Fergus, R.1    Singh, B.2    Hertzmann, A.3    Roweis, S.T.4    Freeman, W.T.5
  • 27
    • 19844370110 scopus 로고    scopus 로고
    • An iterative regularization method for total variation-based image restoration
    • DOI 10.1137/040605412
    • S. Osher, M. Burger, and D. Goldfarb, "An iterative regularization method for total variation-based image restoration," Multiscale Model. Simul., vol. 4, no. 2, pp. 460-489, 2005. (Pubitemid 43885248)
    • (2005) Multiscale Modeling and Simulation , vol.4 , Issue.2 , pp. 460-489
    • Osher, S.1    Burger, M.2    Goldfarb, D.3    Xu, J.4    Yin, W.5
  • 29
    • 0013344078 scopus 로고    scopus 로고
    • Training products of experts by minimizing contrastive divergence
    • G. E. Hinton, "Training products of experts by minimizing contrastive divergence," Neural Comput., vol. 14, no. 8, pp. 1771-1800, 2002.
    • (2002) Neural Comput. , vol.14 , Issue.8 , pp. 1771-1800
    • Hinton, G.E.1
  • 33
    • 0006397661 scopus 로고    scopus 로고
    • Ensemble learning for blind image separation and deconvolution
    • M. Girolami, Ed. New York: Springer-Verlag
    • J. Miskin and D. J. C. Mackay, "Ensemble learning for blind image separation and deconvolution," in Advances in Independent Component Analysis, M. Girolami, Ed. New York: Springer-Verlag, 2000.
    • (2000) Advances in Independent Component Analysis
    • Miskin, J.1    Mackay, D.J.C.2
  • 34
    • 78149237605 scopus 로고    scopus 로고
    • Tree-structured compressive sensing with variational Bayesian analysis
    • Mar
    • L. He, H. Chen, and L. Carin, "Tree-structured compressive sensing with variational Bayesian analysis," IEEE Signal Process. Lett., vol. 17, no. 3, pp. 233-236, Mar. 2010.
    • (2010) IEEE Signal Process. Lett. , vol.17 , Issue.3 , pp. 233-236
    • He, L.1    Chen, H.2    Carin, L.3
  • 35
    • 77956000018 scopus 로고    scopus 로고
    • M.S. thesis, School Comput. Sci. Eng., Hebrew Univ. Jerusalem, Jerusalem, Israel
    • E. Levi, "Using natural image priors-maximizing or sampling?" M.S. thesis, School Comput. Sci. Eng., Hebrew Univ. Jerusalem, Jerusalem, Israel, 2009.
    • (2009) Using Natural Image Priors-Maximizing or Sampling?
    • Levi, E.1
  • 37
    • 84856654560 scopus 로고    scopus 로고
    • Perturb-and-map random fields: Using discrete optimization to learn and sample from energy models
    • Nov.
    • G. Papandreou and A. Yuille, "Perturb-and-map random fields: Using discrete optimization to learn and sample from energy models," in Proc. IEEE Int. Conf. Comput. Vis., Nov. 2011, pp. 193-200.
    • (2011) Proc. IEEE Int. Conf. Comput. Vis. , pp. 193-200
    • Papandreou, G.1    Yuille, A.2
  • 38
    • 84865435090 scopus 로고    scopus 로고
    • Efficient sampling of high-dimensional Gaussian fields: The non-stationary/non-sparse case
    • vol. abs/1105.5887
    • F. Orieux, O. Féron, and J.-F. Giovannelli, "Efficient sampling of high-dimensional Gaussian fields: The non-stationary/non-sparse case," CoRR, vol. abs/1105.5887, 2011.
    • (2011) CoRR
    • Orieux, F.1    Féron, O.2    Giovannelli, J.-F.3
  • 40
    • 0034850577 scopus 로고    scopus 로고
    • A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
    • D. Martin, C. Fowlkes, D. Tal, and J. Malik, "A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics," in Proc. IEEE Int. Conf. Comput. Vis., vol. 2. Jul. 2001, pp. 416-423. (Pubitemid 32795086)
    • (2001) Proceedings of the IEEE International Conference on Computer Vision , vol.2 , pp. 416-423
    • Martin, D.1    Fowlkes, C.2    Tal, D.3    Malik, J.4
  • 41
    • 1942436689 scopus 로고    scopus 로고
    • Image quality assessment: From error visibility to structural similarity
    • Apr
    • Z. Wang, A. C. Bovik, H. R. Sheikh, and E. P. 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.C.2    Sheikh, H.R.3    Simoncelli, E.P.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.