Result Of STD

Result Of STD

  We compared our method with some existing methods, included the total variation L1 (TV-L1)[1], weight least square (WLS)[2], L0 smoothing (L0)[3], relative total variation (RTV)[4], rolling guided filtering (RGF)[5], structure gradient and texture decorrelating regularization (SGTD)[6], scale-aware structure-preserving texture filtering (STF)[7], joint convolutional analysis and synthesis sparse representation (JCAS)[8], image smoothing via unsupervised learning (IUL)[9], side window filtering (SWF)[10].

[1] W. Yin, D. Goldfarb, and S. Osher, “Image cartoon-texture decomposition and feature selection using the total variation regularized functional,” Lecture Notes Comp. Sci., vol. 3752, pp. 73-84, 2005.
[2] Z. Farbman, R. Fattal, D. Lischinski, and R. Szeliski, “Edge-preserving decompositions for multi-scale tone and detail manipulation,” ACM Trans. Graph., vol. 27, no. 3, pp. 67:1-67:10, 2008.
[3] L. Xu, C. Lu, Y. Xu, and J. Jia, “Image smoothing via L0 gradient minimization,” ACM Trans. Graph., vol. 30, no. 6, pp. 174:1-174:11, 2011.
[4] L. Xu, Q. Yan, Y. Xia, and J. Jia, “Structure extraction from texture via relative total variation,” ACM Trans. Graph., vol. 31, no. 6, pp. 139:1- 139:10, 2012.
[5] Q. Zhang, X. Shen, L. Xu, and J. Jia, “Rolling guidance filter,” in Proc. Eur. Conf. Comput. Vis., 2014, pp. 815-830.
[6] Q. Liu, J. Liu, P. Dong and D. Liang, “SGTD: Structure Gradient and Texture Decorrelating Regularization for Image Decomposition,” 2013 IEEE International Conference on Computer Vision, Sydney, NSW, 2013, pp. 1081-1088.
[7] J. Jeon, H. Lee, H. Kang, S. Lee, “Scale-aware Structure-Preserving Texture Filtering”, Computer Graphics Forum (special issue on Pacific Graphics 2016), Vol. 35, No. 7, October 2016. Doi: 10.1111/cgf.13005
[8] S. Gu, D. Meng, W. Zuo, and L. Zhang, “Joint convolutional analysis and synthesis sparse representation for single image layer separation,” in Proc. IEEE Int. Conf. Comput. Vis., 2017, pp. 1717-1725
[9] Q. Fan, J. Yang, D. Wipe, B. Chen, and X. Tong, “Image smoothing via unsupervised learning,” ACM Trans. Graph., vol. 37, no. 6, pp. 259:1- 259:14, 2018
[10] H. Yin, Y. Gong, and G. Qiu, “Side window filtering,” to appear in IEEE Conf. Comput. Vis. Pattern Recog., 2019

The result images of STD could be downloaded from following links.
Panbaidu: Result_of_STD    提取码:sed8
Onedrive: Result_of_STD

Fei Zhou:
Qun Chen:

Results from different combinations of functional spaces



Results of texture removal