LI Lingzhi, ZOU Beiji, ZHANG Xiaoyun, “An Ensemble Colorization Method,” Chinese Journal of Electronics, vol. 23, no. 3, pp. 489-493, 2014,
Citation: LI Lingzhi, ZOU Beiji, ZHANG Xiaoyun, “An Ensemble Colorization Method,” Chinese Journal of Electronics, vol. 23, no. 3, pp. 489-493, 2014,

An Ensemble Colorization Method

Funds:  This work is supported by the National Natural Science Funds of China (No.61173122, No.61262032) and Hunan Provincial Natural Science Foundation of China (No.11JJ3067, No.12JJ2038).
  • Received Date: 2013-05-01
  • Rev Recd Date: 2013-12-01
  • Publish Date: 2014-07-05
  • Colorization is a well established problem concerning recovering the potential colors of monochrome images. In the past decade several highly effective computer-assisted methods have been proposed for solving the colorization problem, among which two methods achieved the state-of-the-art performance. The two methods are totally different, and each of them has its advantages and disadvantages. We propose an ensemble method unifying the two state-of-the-art methods to better exploit their advantages. Empirical results demonstrate the superiority of our ensemble method over using each of the two methods alone.
  • loading
  • L. Cheng and S. Vishwanathan, "Learning to compress images and videos", Proceedings of the 24th International Conference on Machine Learning, ACM, pp.161-168, 2007.
    T. Horiuchi, "Estimation of color for gray-level image by probabilistic relaxation", Proceedings of the 16th International Conference on Pattern Recognition, 2002.
    R. Irony, D. Cohen-Or, and D. Lischinski, "Colorization by example", Proceedings of the Sixteenth Eurographics Conference on Rendering Techniques, EGSR'05, pp.201-210, 2005.
    A. Levin, D. Lischinski, and Y. Weiss, "Colorization using optimization", ACM Transactions on Graphics (TOG), Vol.23, No.3, pp.689-694, 2004.
    Q. Luan, F. Wen, D. Cohen-Or, L. Liang, Y.-Q. Xu and H.-Y. Shum, "Natural image colorization", Rendering Techniques 2007 (Proceedings Eurographics Symposium on Rendering), Eurographics, 2007.
    Y. Qu, T.-T. Wong, and P.-A. Heng, "Manga colorization", ACM Trans. Graph., Vol.25, No.3, pp.1214-1220, 2006.
    S. Wang and Z. Zhang, "Colorization by matrix completion", AAAI Conference on Artificial Intelligence (AAAI), 2012.
    L. Yatziv and G. Sapiro, "Fast image and video colorization using chrominance blending", IEEE Transactions on Image Processing, Vol.15, No.5, pp.1120-1129, 2006.
    C. Tomasi and R. Manduchi, "Bilateral filtering for gray and color images", International Conference on Computer Vision (ICCV), 1998.
    R. Mazumder, T. Hastie, and R. Tibshirani, "Spectral regularization algorithms for learning large incomplete matrices", Journal of Machine Learning Research, Vol.11, No.2, pp.2287-2322, 2010.
    E. Cand`es, X. Li, Y. Ma, and J. Wright, "Robust principal component analysis", Journal of the ACM, Vol.58, No.3, 2011.
    Z. Lin, M. Chen, L. Wu, and Y. Ma, "The augmented lagrange multiplier method for exact recovery of corrupted low-rank matrices", UIUC Technical Report, UILU-ENG-09-2215, 2009.
    D. Zhang, Y. Hu, J. Ye, X. Li, and X. He, "Matrix completion by truncated nuclear norm regularization", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012.
    D. Liu, T. Zhou, H. Qian, C. Xu, and Z. Zhang, "A nearly unbiased matrix completion approach", Machine Learning and Knowledge Discovery in Databases, Springer, pp.210-225, 2013.
    S. Wang and Z. Zhang, "Nonconvex relaxation approaches to robust matrix recovery", International Joint Conference on Artificial Intelligence (IJCAI), 2013.
    S. Boyd, N. Parikh, E. Chu, B. Peleato, and J. Eckstein, "Distributed optimization and statistical learning via the alternating direction method of multipliers", Foundations and Trends R in Machine Learning, Vol.3, No.1, pp.1-122, 2011.
    J.-F. Cai, E. Cand`es, and Z. Shen, "A singular value thresholding algorithm for matrix completion", SIAM Journal on Optimization, Vol.20, No.4, pp.1956-1982, 2010.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (535) PDF downloads(1157) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return