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Volumn 21, Issue 4, 2012, Pages 1742-1755

Automatic single-image-based rain streaks removal via image decomposition

Author keywords

Dictionary learning; image decomposition; morphological component analysis (MCA); rain removal; sparse representation

Indexed keywords

BILATERAL FILTERS; COMPONENT ANALYSIS; DICTIONARY LEARNING; HIGH FREQUENCY HF; IMAGE DECOMPOSITION; ORIGINAL IMAGES; SINGLE IMAGES; SPARSE CODING; SPARSE REPRESENTATION; TEMPORAL INFORMATION;

EID: 84859079535     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2011.2179057     Document Type: Article
Times cited : (892)

References (45)
  • 1
    • 72949124238 scopus 로고    scopus 로고
    • Analysis of rain and snow in frequency space
    • Jan.
    • P. C. Barnum, S. Narasimhan, and T. Kanade, "Analysis of rain and snow in frequency space," Int. J. Comput. Vis., vol. 86, no. 2/3, pp. 256-274, Jan. 2010.
    • (2010) Int. J. Comput. Vis. , vol.86 , Issue.2-3 , pp. 256-274
    • Barnum, P.C.1    Narasimhan, S.2    Kanade, T.3
  • 5
    • 77953979443 scopus 로고    scopus 로고
    • Photorealistic rendering of rain streaks
    • DOI 10.1145/1141911.1141985, ACM Transactions on Graphics - Proceedings of ACM SIGGRAPH 2006
    • K. Garg and S. K. Nayar, "Photorealistic rendering of rain streaks," ACM Trans. Graph., vol. 25, no. 3, pp. 996-1002, Jul. 2006. (Pubitemid 44481061)
    • (2006) ACM Transactions on Graphics , vol.25 , Issue.3 , pp. 996-1002
    • Garg, K.1    Nayar, S.K.2
  • 6
    • 34247552892 scopus 로고    scopus 로고
    • Rain removal in video by combining temporal and chromatic properties
    • Toronto, ON, Canada Jul.
    • X. Zhang, H. Li, Y. Qi, W. K. Leow, and T. K. Ng, "Rain removal in video by combining temporal and chromatic properties," in Proc. IEEE Int. Conf. Multimedia Expo., Toronto, ON, Canada, Jul. 2006, pp. 461-464.
    • (2006) Proc. IEEE Int. Conf. Multimedia Expo. , pp. 461-464
    • Zhang, X.1    Li, H.2    Qi, Y.3    Leow, W.K.4    Ng, T.K.5
  • 7
    • 58349109724 scopus 로고    scopus 로고
    • Using the shape characteristics of rain to identify and remove rain from video
    • N. Brewer and N. Liu, "Using the shape characteristics of rain to identify and remove rain from video," Lecture Notes Comput. Sci., vol. 5342/2008, pp. 451-458, 2008.
    • (2008) Lecture Notes Comput. Sci. , vol.5342 , Issue.2008 , pp. 451-458
    • Brewer, N.1    Liu, N.2
  • 8
    • 79958694845 scopus 로고    scopus 로고
    • Rain or snow detection in image sequences through use of a histogram of orientation of streaks
    • Jul.
    • J. Bossu, N. Hautière, and J. P. Tarel, "Rain or snow detection in image sequences through use of a histogram of orientation of streaks," Int. J. Comput. Vis., vol. 93, no. 3, pp. 348-367, Jul. 2011.
    • (2011) Int. J. Comput. Vis. , vol.93 , Issue.3 , pp. 348-367
    • Bossu, J.1    Hautière, N.2    Tarel, J.P.3
  • 9
    • 45249120151 scopus 로고    scopus 로고
    • Video-based automatic incident detection for smart roads: The outdoor environmental challenges regarding false alarms
    • Jun
    • M. S. Shehata, J. Cai, W. M. Badawy, T. W. Burr, M. S. Pervez, R. J. Johannesson, and A. Radmanesh, "Video-based automatic incident detection for smart roads: The outdoor environmental challenges regarding false alarms," IEEE Trans. Intell. Transp. Syst., vol. 9, no. 2, pp. 349-360, Jun. 2008.
    • (2008) IEEE Trans. Intell. Transp. Syst. , vol.9 , Issue.2 , pp. 349-360
    • Shehata, M.S.1    Cai, J.2    Badawy, W.M.3    Burr, T.W.4    Pervez, M.S.5    Johannesson, R.J.6    Radmanesh, A.7
  • 11
    • 70449589366 scopus 로고    scopus 로고
    • Raindrop detection on car windshields using geometric-photometric environment construction and intensitybased correlation
    • J. C. Halimeh and M. Roser, "Raindrop detection on car windshields using geometric-photometric environment construction and intensitybased correlation," in Proc. IEEE Intell. Veh. Symp., Xi'an, China, Jun. 2009, pp. 610-615.
    • (2009) Proc. IEEE Intell. Veh. Symp., xi'An, China, Jun. , pp. 610-615
    • Halimeh, J.C.1    Roser, M.2
  • 12
    • 77956549756 scopus 로고    scopus 로고
    • [Online]. Available:
    • Google Goggles [Online]. Available: http://www.google.com/mobile/goggles/
    • Google Goggles
  • 13
    • 3042535216 scopus 로고    scopus 로고
    • Distinctive image features from scale-invariant keypoints
    • Nov.
    • D. G. Lowe, "Distinctive image features from scale-invariant keypoints," Int. J. Comput. Vis., vol. 60, no. 2, pp. 91-110, Nov. 2004.
    • (2004) Int. J. Comput. Vis. , vol.60 , Issue.2 , pp. 91-110
    • Lowe, D.G.1
  • 17
    • 51949098112 scopus 로고    scopus 로고
    • Classification using intersection kernel support vector machines is efficient
    • Anchorage, AK, Jun.
    • S. Maji, A. C. Berg, and J. Malik, "Classification using intersection kernel support vector machines is efficient," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Anchorage, AK, Jun. 2008, pp. 1-8.
    • (2008) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1-8
    • Maji, S.1    Berg, A.C.2    Malik, J.3
  • 19
    • 33645653318 scopus 로고    scopus 로고
    • A review of image denoising algorithms, with a new one
    • DOI 10.1137/040616024
    • A. Buades, B. Coll, and J. M. Morel, "A review of image denoising algorithms, with a new one," Multisc. Model. Simul., vol. 4, no. 2, pp. 490-530, 2005. (Pubitemid 43890582)
    • (2005) Multiscale Modeling and Simulation , vol.4 , Issue.2 , pp. 490-530
    • Buades, A.1    Coll, B.2    Morel, J.M.3
  • 20
    • 33751379736 scopus 로고    scopus 로고
    • Image denoising via sparse and redundant representations over learned dictionaries
    • DOI 10.1109/TIP.2006.881969
    • M. Elad and M. Aharon, "Image denoising via sparse and redundant representations over learned dictionaries," IEEE Trans. Image Process., vol. 15, no. 12, pp. 3736-3745, Dec. 2006. (Pubitemid 44811686)
    • (2006) IEEE Transactions on Image Processing , vol.15 , Issue.12 , pp. 3736-3745
    • Elad, M.1    Aharon, M.2
  • 21
    • 33750383209 scopus 로고    scopus 로고
    • K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation
    • DOI 10.1109/TSP.2006.881199
    • M. Aharon, M. Elad, and A. M. Bruckstein, "The K-SVD: An algorithm for designing of overcomplete dictionaries for sparse representation," IEEE Trans. Signal Process., vol. 54, no. 11, pp. 4311-4322, Nov. 2006. (Pubitemid 44637761)
    • (2006) IEEE Transactions on Signal Processing , vol.54 , Issue.11 , pp. 4311-4322
    • Aharon, M.1    Elad, M.2    Bruckstein, A.3
  • 22
    • 39149089704 scopus 로고    scopus 로고
    • Sparse representation for color image restoration
    • Jan.
    • J. Mairal, M. Elad, and G. Sapiro, "Sparse representation for color image restoration," IEEE Trans. Image Process., vol. 17, no. 1, pp. 53-69, Jan. 2008.
    • (2008) IEEE Trans. Image Process. , vol.17 , Issue.1 , pp. 53-69
    • Mairal, J.1    Elad, M.2    Sapiro, G.3
  • 26
    • 77952744186 scopus 로고    scopus 로고
    • Image decomposition and separation using sparse representations: An overview
    • Jun
    • J. M. Fadili, J. L. Starck, J. Bobin, and Y. Moudden, "Image decomposition and separation using sparse representations: An overview," Proc. IEEE, vol. 98, no. 6, pp. 983-994, Jun. 2010.
    • (2010) Proc. IEEE , vol.98 , Issue.6 , pp. 983-994
    • Fadili, J.M.1    Starck, J.L.2    Bobin, J.3    Moudden, Y.4
  • 27
    • 75449083431 scopus 로고    scopus 로고
    • MCALab: Reproducible research in signal and image decomposition and inpainting
    • Jan./Feb.
    • J. M. Fadili, J. L. Starck, M. Elad, and D. L. Donoho, "MCALab: Reproducible research in signal and image decomposition and inpainting," IEEE Comput. Sci. Eng., vol. 12, no. 1, pp. 44-63, Jan./Feb. 2010.
    • (2010) IEEE Comput. Sci. Eng. , vol.12 , Issue.1 , pp. 44-63
    • Fadili, J.M.1    Starck, J.L.2    Elad, M.3    Donoho, D.L.4
  • 28
    • 35548953504 scopus 로고    scopus 로고
    • Morphological component analysis: An adaptive thresholding strategy
    • DOI 10.1109/TIP.2007.907073
    • J. Bobin, J. L. Starck, J. M. Fadili, Y. Moudden, and D. L. Donoho, "Morphological component analysis: An adaptive thresholding strategy," IEEE Trans. Image Process., vol. 16, no. 11, pp. 2675-2681, Nov. 2007. (Pubitemid 350147649)
    • (2007) IEEE Transactions on Image Processing , vol.16 , Issue.11 , pp. 2675-2681
    • Bobin, J.1    Starck, J.-L.2    Fadili, J.M.3    Moudden, Y.4    Donoho, D.L.5
  • 29
    • 42149162472 scopus 로고    scopus 로고
    • Learning adapted dictionaries for geometry and texture separation
    • G. Peyré, J. Fadili, and J. L. Starck, "Learning adapted dictionaries for geometry and texture separation," in Proc. SPIE, 2007, vol. 6701, p. 67 011T.
    • (2007) Proc. SPIE , vol.6701
    • Peyré, G.1    Fadili, J.2    Starck, J.L.3
  • 30
    • 27744574209 scopus 로고    scopus 로고
    • Image decomposition via the combination of sparse representations and a variational approach
    • DOI 10.1109/TIP.2005.852206
    • J. L. Starck, M. Elad, and D. L. Donoho, "Image decomposition via the combination of sparse representations and a variational approach," IEEE Trans. Image Process., vol. 14, no. 10, pp. 1570-1582, Oct. 2005. (Pubitemid 41623087)
    • (2005) IEEE Transactions on Image Processing , vol.14 , Issue.10 , pp. 1570-1582
    • Starck, J.-L.1    Elad, M.2    Donoho, D.L.3
  • 31
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • DOI 10.1038/381607a0
    • B. A. Olshausen and D. J. Field, "Emergence of simple-cell receptive field properties by learning a sparse code for natural images," Nature, vol. 381, no. 6583, pp. 607-609, Jun. 1996. (Pubitemid 26177476)
    • (1996) Nature , vol.381 , Issue.6583 , pp. 607-609
    • Olshausen, B.A.1    Field, D.J.2
  • 32
    • 0027842081 scopus 로고
    • Matching pursuits with time-frequency dictionaries
    • Dec
    • S. Mallat and Z. Zhang, "Matching pursuits with time-frequency dictionaries," IEEE Trans. Signal Process., vol. 41, no. 12, pp. 3397-3415, Dec. 1993.
    • (1993) IEEE Trans. Signal Process. , vol.41 , Issue.12 , pp. 3397-3415
    • Mallat, S.1    Zhang, Z.2
  • 33
    • 76749107542 scopus 로고    scopus 로고
    • Online learning for matrix factorization and sparse coding
    • Jan.
    • J. Mairal, F. Bach, J. Ponce, and G. Sapiro, "Online learning for matrix factorization and sparse coding," J. Mach. Learn. Res., vol. 11, pp. 19-60, Jan. 2010.
    • (2010) J. Mach. Learn. Res. , vol.11 , pp. 19-60
    • Mairal, J.1    Bach, F.2    Ponce, J.3    Sapiro, G.4
  • 35
    • 57049096977 scopus 로고    scopus 로고
    • Multiresolution bilateral filtering for image denoising
    • Dec
    • M. Zhang and B. K. Gunturk, "Multiresolution bilateral filtering for image denoising," IEEE Trans. Image Process., vol. 17, no. 12, pp. 2324-2333, Dec. 2008.
    • (2008) IEEE Trans. Image Process. , vol.17 , Issue.12 , pp. 2324-2333
    • Zhang, M.1    Gunturk, B.K.2
  • 36
    • 33645712892 scopus 로고    scopus 로고
    • Compressed sensing
    • Apr.
    • D. L. Donoho, "Compressed sensing," IEEE Trans. Inf. Theory, vol. 52, no. 4, pp. 1289-1306, Apr. 2006.
    • (2006) IEEE Trans. Inf. Theory , vol.52 , Issue.4 , pp. 1289-1306
    • Donoho, D.L.1
  • 37
    • 59749104367 scopus 로고    scopus 로고
    • From sparse solutions of systems of equations to sparse modeling of signals and images
    • Feb.
    • A. M. Bruckstein, D. L. Donoho, and M. Elad, "From sparse solutions of systems of equations to sparse modeling of signals and images," SIAM Rev., vol. 51, no. 1, pp. 34-81, Feb. 2009.
    • (2009) SIAM Rev. , vol.51 , Issue.1 , pp. 34-81
    • Bruckstein, A.M.1    Donoho, D.L.2    Elad, M.3
  • 39
    • 31144478351 scopus 로고    scopus 로고
    • Image information and visual quality
    • DOI 10.1109/TIP.2005.859378
    • 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. (Pubitemid 43126168)
    • (2006) IEEE Transactions on Image Processing , vol.15 , Issue.2 , pp. 430-444
    • Sheikh, H.R.1    Bovik, A.C.2
  • 40
    • 84859079570 scopus 로고    scopus 로고
    • Rain
    • [Online]. Available:
    • D. Tang, "Rain," Photoshop Tutorials [Online]. Available: http://photoshoptutorials. ws/photoshop-tutorials/photo-effects/rain.html
    • Photoshop Tutorials
    • Tang, D.1
  • 42
    • 80051602640 scopus 로고    scopus 로고
    • NTHU Rain Removal Project [Online]. Available: http://www.ee.nthu.edu.tw/ cwlin/Rain-Removal/Rain-Removal.htm
    • NTHU Rain Removal Project
  • 44
    • 67649842407 scopus 로고    scopus 로고
    • Learning to sense sparse signals: Simultaneous sensing matrix and sparsifying dictionary optimization
    • Jul.
    • J. M. Duarte-Carvajalino and G. Sapiro, "Learning to sense sparse signals: Simultaneous sensing matrix and sparsifying dictionary optimization," IEEE Trans. Image Process., vol. 18, no. 7, pp. 1395-1408, Jul. 2009.
    • (2009) IEEE Trans. Image Process. , vol.18 , Issue.7 , pp. 1395-1408
    • Duarte-Carvajalino, J.M.1    Sapiro, G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.