期刊
IEEE TRANSACTIONS ON CYBERNETICS
卷 48, 期 3, 页码 904-915出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCYB.2017.2664499
关键词
Compositional model; facial entertainment; sketch generator
类别
资金
- National Natural Science Foundation of China [61671339, 61501339, 61432014, U1605252, 61601158]
- Fundamental Research Funds for the Central Universities [JB160104]
- Program for Changjiang Scholars and Innovative Research Team in University of China [IRT13088]
- China Post-Doctoral Science Foundation [2015M580818, 2016T90893]
- Shaanxi Province Post-Doctoral Science Foundation
Face sketch synthesis (FSS) plays an important role in facial entertainment, which includes face sketch morphing among two styles, multiview FSS and face sketch expression manipulation. For facial entertainment, most existing FSS methods generate sketches with over-smoothing effects, i.e., fine details are suppressed more or less. In this paper, we propose a face sketch generator based on the compositional model to handle this issue. It decomposes a face into different components instead of patches as before, and each component has several candidate templates. Multilevel B-spline approximation is utilized to delicately polish the chosen templates of all components. To fuse these components, Poisson blending is employed instead of the weighted average operator. The proposed compositional method crucially reduces the high frequency loss and improves the synthesis performance in comparison to the state-of-the-art methods. Experiments on face sketch morphing, expression manipulation, and multiview FSS, make further efforts to demonstrate the effectiveness of the proposed method.
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