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Volumn 38, Issue 2, 2016, Pages 295-307

Image Super-Resolution Using Deep Convolutional Networks

Author keywords

deep convolutional neural networks; sparse coding; Super resolution

Indexed keywords

CODES (SYMBOLS); ECONOMIC AND SOCIAL EFFECTS; FACE RECOGNITION; MAPPING; NEURAL NETWORKS; OPTICAL RESOLVING POWER;

EID: 84962128851     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2015.2439281     Document Type: Article
Times cited : (8514)

References (50)
  • 1
    • 33750383209 scopus 로고    scopus 로고
    • K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
    • Nov.
    • M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation," IEEE Trans. Signal Process., vol. 54, no. 11, pp. 4311-4322, Nov. 2006.
    • (2006) IEEE Trans. Signal Process. , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 2
    • 84898409537 scopus 로고    scopus 로고
    • Low-complexity single-image super-resolution based on nonnegative neighbor embedding
    • M. Bevilacqua, A. Roumy, C. Guillemot, and M. L. A. Morel, "Low-complexity single-image super-resolution based on nonnegative neighbor embedding," in Proc. Brit. Mach. Vis. Conf., 2012, pp. 1-10.
    • (2012) Proc. Brit. Mach. Vis. Conf. , pp. 1-10
    • Bevilacqua, M.1    Roumy, A.2    Guillemot, C.3    Morel, M.L.A.4
  • 6
    • 84959234961 scopus 로고    scopus 로고
    • Jointly optimized regressors for image super-resolution
    • D. Dai, R. Timofte, and L. Van Gool, "Jointly optimized regressors for image super-resolution," Eurographics, vol. 7, p. 8, 2015.
    • (2015) Eurographics , vol.7 , pp. 8
    • Dai, D.1    Timofte, R.2    Van Gool, L.3
  • 7
    • 65149092220 scopus 로고    scopus 로고
    • Softcuts: A soft edge smoothness prior for color image superresolution
    • May
    • S. Dai, M. Han, W. Xu, Y. Wu, Y. Gong, and A. K. Katsaggelos, "Softcuts: A soft edge smoothness prior for color image superresolution," IEEE Trans. Image Process., vol. 18, no. 11, pp. 969-981, May 2009.
    • (2009) IEEE Trans. Image Process. , vol.18 , Issue.11 , pp. 969-981
    • Dai, S.1    Han, M.2    Xu, W.3    Wu, Y.4    Gong, Y.5    Katsaggelos, A.K.6
  • 11
    • 84906484697 scopus 로고    scopus 로고
    • Learning a deep convolutional network for image super-resolution
    • C. Dong, C. C. Loy, K. He, and X. Tang, "Learning a deep convolutional network for image super-resolution," in Proc. Eur. Conf. Comput. Vis., 2014, pp. 184-199.
    • (2014) Proc. Eur. Conf. Comput. Vis. , pp. 184-199
    • Dong, C.1    Loy, C.C.2    He, K.3    Tang, X.4
  • 12
    • 84898798806 scopus 로고    scopus 로고
    • Restoring an image taken through a window covered with dirt or rain
    • D. Eigen, D. Krishnan, and R. Fergus, "Restoring an image taken through a window covered with dirt or rain," in Proc. IEEE Int. Conf. Comput. Vis., 2013, pp. 633-640.
    • (2013) Proc. IEEE Int. Conf. Comput. Vis. , pp. 633-640
    • Eigen, D.1    Krishnan, D.2    Fergus, R.3
  • 13
    • 79955668981 scopus 로고    scopus 로고
    • Image and video upscaling from local self-examples
    • G. Freedman and R. Fattal, "Image and video upscaling from local self-examples," ACM Trans. Graph., vol. 30, no. 11, p. 12, 2011.
    • (2011) ACM Trans. Graph. , vol.30 , Issue.11 , pp. 12
    • Freedman, G.1    Fattal, R.2
  • 17
    • 84959197642 scopus 로고    scopus 로고
    • Convolutional neural networks at constrained time cost
    • K. He and J. Sun, "Convolutional neural networks at constrained time cost," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2015, pp. 3791-3799.
    • (2015) Proc. IEEE Conf. Comput. Vis. Pattern Recog. , pp. 3791-3799
    • He, K.1    Sun, J.2
  • 18
    • 84906508687 scopus 로고    scopus 로고
    • Spatial pyramid pooling in deep convolutional networks for visual recognition
    • K. He, X. Zhang, S. Ren, and J. Sun, "Spatial pyramid pooling in deep convolutional networks for visual recognition," in Proc. Eur. Conf. Comput. Vis., 2014, pp. 346-361.
    • (2014) Proc. Eur. Conf. Comput. Vis. , pp. 346-361
    • He, K.1    Zhang, X.2    Ren, S.3    Sun, J.4
  • 20
    • 0026359271 scopus 로고
    • Improving resolution by image registration
    • M. Irani and S. Peleg, "Improving resolution by image registration," Graph. Models Image Process., vol. 53, no. 11, pp. 231-239, 1991.
    • (1991) Graph. Models Image Process. , vol.53 , Issue.11 , pp. 231-239
    • Irani, M.1    Peleg, S.2
  • 21
    • 78149296699 scopus 로고    scopus 로고
    • Natural image denoising with convolutional networks
    • V. Jain and S. Seung, "Natural image denoising with convolutional networks," in Proc. Adv. Neural Inf. Process. Syst., 2008, pp. 769-776.
    • (2008) Proc. Adv. Neural Inf. Process. Syst. , pp. 769-776
    • Jain, V.1    Seung, S.2
  • 22
    • 84871727602 scopus 로고    scopus 로고
    • Image transformation based on learning dictionaries across image spaces
    • Feb.
    • K. Jia, X. Wang, and X. Tang, "Image transformation based on learning dictionaries across image spaces," IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 11, pp. 367-380, Feb. 2013.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell. , vol.35 , Issue.11 , pp. 367-380
    • Jia, K.1    Wang, X.2    Tang, X.3
  • 24
    • 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
  • 27
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • Nov.
    • Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner, "Gradient-based learning applied to document recognition," Proc. IEEE, vol. 86, no. 11, pp. 2278-2324, Nov. 1998.
    • (1998) Proc. IEEE , vol.86 , Issue.11 , pp. 2278-2324
    • LeCun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 29
    • 34547195896 scopus 로고    scopus 로고
    • Face hallucination: Theory and practice
    • C. Liu, H. Y. Shum, and W. T. Freeman, "Face hallucination: Theory and practice," Int. J. Comput. Vis., vol. 75, no. 11, pp. 115-134, 2007.
    • (2007) Int. J. Comput. Vis. , vol.75 , Issue.11 , pp. 115-134
    • Liu, C.1    Shum, H.Y.2    Freeman, W.T.3
  • 31
    • 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., 2001, vol. 2, pp. 416-423.
    • (2001) Proc. IEEE Int. Conf. Comput. Vis. , vol.2 , pp. 416-423
    • Martin, D.1    Fowlkes, C.2    Tal, D.3    Malik, J.4
  • 32
    • 77956509090 scopus 로고    scopus 로고
    • Rectified linear units improve restricted Boltzmann machines
    • V. Nair and G. E. Hinton, "Rectified linear units improve restricted Boltzmann machines," in Proc. Int. Conf. Mach. Learn., 2010, pp. 807-814.
    • (2010) Proc. Int. Conf. Mach. Learn. , pp. 807-814
    • Nair, V.1    Hinton, G.E.2
  • 34
    • 84898788725 scopus 로고    scopus 로고
    • Joint deep learning for pedestrian detection
    • W. Ouyang and X. Wang, "Joint deep learning for pedestrian detection," in Proc. IEEE Int. Conf. Comput. Vis., 2013, pp. 2056-2063.
    • (2013) Proc. IEEE Int. Conf. Comput. Vis. , pp. 2056-2063
    • Ouyang, W.1    Wang, X.2
  • 37
    • 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. 11, pp. 2117-2128, Dec. 2005.
    • (2005) IEEE Trans. Image Process. , vol.14 , Issue.11 , pp. 2117-2128
    • Sheikh, H.R.1    Bovik, A.C.2    De Veciana, G.3
  • 38
    • 84937852544 scopus 로고    scopus 로고
    • Deep learning face representation by joint identification-verification
    • Y. Sun, Y. Chen, X. Wang, and X. Tang, "Deep learning face representation by joint identification-verification," in Proc. Adv. Neural Inf. Process. Syst., 2014, pp. 1988-1996.
    • (2014) Proc. Adv. Neural Inf. Process. Syst. , pp. 1988-1996
    • Sun, Y.1    Chen, Y.2    Wang, X.3    Tang, X.4
  • 39
    • 84898792173 scopus 로고    scopus 로고
    • Anchored neighborhood regression for fast example-based super-resolution
    • R. Timofte, V. De Smet, and L. Van Gool, "Anchored neighborhood regression for fast example-based super-resolution," in Proc. IEEE Int. Conf. Comput. Vis., 2013, pp. 1920-1927.
    • (2013) Proc. IEEE Int. Conf. Comput. Vis. , pp. 1920-1927
    • Timofte, R.1    De Smet, V.2    Van Gool, L.3
  • 40
    • 84983684720 scopus 로고    scopus 로고
    • A+: Adjusted anchored neighborhood regression for fast super-resolution
    • R. Timofte, V. De Smet, and L. Van Gool, "A+: Adjusted anchored neighborhood regression for fast super-resolution," in Proc. IEEE Asian Conf. Comput. Vis., 2014, pp. 111-126.
    • (2014) Proc. IEEE Asian Conf. Comput. Vis. , pp. 111-126
    • Timofte, R.1    De Smet, V.2    Van Gool, L.3
  • 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. 11, pp. 600-612, Apr. 2004.
    • (2004) IEEE Trans. Image Process. , vol.13 , Issue.11 , pp. 600-612
    • Wang, Z.1    Bovik, A.C.2    Sheikh, H.R.3    Simoncelli, E.P.4
  • 43
  • 46
    • 84864128043 scopus 로고    scopus 로고
    • Coupled dictionary training for image super-resolution
    • Aug.
    • J. Yang, Z. Wang, Z. Lin, S. Cohen, and T. Huang, "Coupled dictionary training for image super-resolution," IEEE Trans. Image Process., vol. 21, no. 11, pp. 3467-3478, Aug. 2012.
    • (2012) IEEE Trans. Image Process. , vol.21 , Issue.11 , pp. 3467-3478
    • Yang, J.1    Wang, Z.2    Lin, Z.3    Cohen, S.4    Huang, T.5
  • 48
    • 78049312324 scopus 로고    scopus 로고
    • Image super-resolution via sparse representation
    • Nov.
    • J. Yang, J. Wright, T. S. 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.S.3    Ma, Y.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.