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Face sketch synthesis: a survey
Multimedia Tools and Applications, 2021Face sketch synthesis (FSS) has been widely applied to various computer vision tasks, such as criminal detection, information security, digital entertainment, etc. In the past several years, various FSS models with promising performance have been proposed. However, an in-depth understanding of these models in this topic remains lacking.
Hongbo Bi +4 more
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Knowledge Distillation for Face Photo–Sketch Synthesis
IEEE Transactions on Neural Networks and Learning Systems, 2022Significant progress has been made with face photo-sketch synthesis in recent years due to the development of deep convolutional neural networks, particularly generative adversarial networks (GANs). However, the performance of existing methods is still limited because of the lack of training data (photo-sketch pairs).
Mingrui Zhu +3 more
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Dual-Transfer Face Sketch–Photo Synthesis
IEEE Transactions on Image Processing, 2019Recognizing the identity of a sketched face from a face photograph dataset is a critical yet challenging task in many applications, not least law enforcement and criminal investigations. An intelligent sketched face identification system would rely on automatic face sketch synthesis from photographs, thereby avoiding the cost of artists manually ...
Mingjin Zhang +4 more
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Bayesian Face Sketch Synthesis
IEEE Transactions on Image Processing, 2017Exemplar-based face sketch synthesis has been widely applied to both digital entertainment and law enforcement. In this paper, we propose a Bayesian framework for face sketch synthesis, which provides a systematic interpretation for understanding the common properties and intrinsic difference in different methods from the perspective of probabilistic ...
Nannan Wang +3 more
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Transductive Face Sketch-Photo Synthesis
IEEE Transactions on Neural Networks and Learning Systems, 2013Face sketch-photo synthesis plays a critical role in many applications, such as law enforcement and digital entertainment. Recently, many face sketch-photo synthesis methods have been proposed under the framework of inductive learning, and these have obtained promising performance.
Wang, Nannan +4 more
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Robust Face Sketch Style Synthesis
IEEE Transactions on Image Processing, 2016Heterogeneous image conversion is a critical issue in many computer vision tasks, among which example-based face sketch style synthesis provides a convenient way to make artistic effects for photos. However, existing face sketch style synthesis methods generate stylistic sketches depending on many photo-sketch pairs.
, Shengchuan Zhang +3 more
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Face Photo-Sketch Synthesis and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2009In this paper, we propose a novel face photo-sketch synthesis and recognition method using a multiscale Markov Random Fields (MRF) model. Our system has three components: 1) given a face photo, synthesizing a sketch drawing; 2) given a face sketch drawing, synthesizing a photo; and 3) searching for face photos in the database based on a query sketch ...
Xiaogang, Wang, Xiaoou, Tang
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Cascaded Face Sketch Synthesis Under Various Illuminations
IEEE Transactions on Image Processing, 2020Face sketch synthesis from a photo is of significant importance in digital entertainment. An intelligent face sketch synthesis system requires a strong robustness to lighting variations. Under uncontrolled lighting conditions in real-world settings, such a system will perform consistently well and have little restriction on the lighting conditions ...
Mingjin, Zhang +4 more
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AAM Based Face Sketch Synthesis
Neural Processing Letters, 2018Face sketch synthesis has many practical applications, such as law enforcement and digital entertainment. Existing face sketch synthesis methods focus on neighbor selection and/or weight reconstruction. However, these approaches did not take “interpretation through synthesis” into consideration obviously.
Shengchuan Zhang, Rongrong Ji
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Face image-sketch synthesis via generative adversarial fusion
Neural Networks, 2022Face image-sketch synthesis is widely applied in law enforcement and digital entertainment fields. Despite the extensive progression in face image-sketch synthesis, there are few methods focusing on generating a color face image from a sketch. The existing methods pay less attention to learning the illumination or highlight distribution on the face ...
Jianyuan Sun +5 more
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