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Superpixel-Based Face Sketch–Photo Synthesis
IEEE Transactions on Circuits and Systems for Video Technology, 2017Face sketch–photo synthesis technique has attracted growing attention in many computer vision applications, such as law enforcement and digital entertainment. Existing methods either simply perform the face sketch–photo synthesis on the holistic image or divide the face image into regular rectangular patches ignoring the inherent structure of the face ...
Chunlei Peng, Xinbo Gao, Nannan Wang
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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, Ruxin Wang, Xinbo Gao
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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 +2 more
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Neural Probabilistic Graphical Model for Face Sketch Synthesis
IEEE Transactions on Neural Networks and Learning Systems, 2020Neural network learning for face sketch synthesis from photos has attracted substantial attention due to its favorable synthesis performance. However, most existing deep-learning-based face sketch synthesis models stacked only by multiple convolutional layers without structured regression often lose the common facial structures, limiting their ...
Mingjin Zhang +2 more
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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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Local face sketch synthesis learning
Neurocomputing, 2008Facial sketch synthesis (FSS) is crucial in sketch-based face recognition. This paper proposes an automatic FSS algorithm with local strategy based on embedded hidden Markov model (E-HMM) and selective ensemble (SE). By using E-HMM to model the nonlinear relationship between a photo-sketch patch pair, a series of pseudo-sketch patches, generated based ...
Xinbo Gao 0001 +3 more
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Residual Learning for Face Sketch Synthesis
2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018Face sketch synthesis plays an important role in both digital entertainment and law enforcement. It can bridge the great texture discrepancy between face photos and sketches. Most of the current face sketch synthesis approaches directly learn the relationship between the photos and sketches, and it is very difficult for them to generate the individual ...
Junjun Jiang +3 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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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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