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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 +3 more
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Face Sketch Synthesis Using Regularized Broad Learning System
IEEE Transactions on Neural Networks and Learning Systems, 2022There are two main categories of face sketch synthesis: data- and model-driven. The data-driven method synthesizes sketches from training photograph-sketch patches at the cost of detail loss. The model-driven method can preserve more details, but the mapping from photographs to sketches is a time-consuming training process, especially when the deep ...
Ping Li, Bin Sheng, C. L. Philip Chen
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Face Sketch Synthesis by Multidomain Adversarial Learning
IEEE Transactions on Neural Networks and Learning Systems, 2019Given a training set of face photo-sketch pairs, face sketch synthesis targets at learning a mapping from the photo domain to the sketch domain. Despite the exciting progresses made in the literature, it retains as an open problem to synthesize high-quality sketches against blurs and deformations.
Shengchuan Zhang +4 more
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Deep Neural Representation Guided Face Sketch Synthesis
IEEE Transactions on Visualization and Computer Graphics, 2019Face sketch synthesis shows great applications in a lot of fields such as online entertainment and suspects identification. Existing face sketch synthesis methods learn the patch-wise sketch style from the training dataset containing photo-sketch pairs.
Bin Sheng +3 more
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Face Sketch Synthesis From a Single Photo–Sketch Pair
IEEE Transactions on Circuits and Systems for Video Technology, 2017Face sketch synthesis is crucial in many practical applications, such as digital entertainment and law enforcement. Previous methods relying on many photo–sketch pairs have made great progress. State-of-the-art face sketch synthesis algorithms adopt Bayesian inference (BI) (e.g., Markov random fields) to select local sketch patches around corresponding
Shengchuan Zhang +3 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 +3 more
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Deep residual network for face sketch synthesis
Expert Systems with Applications, 2022Abstract Face sketch synthesis plays a crucial role in face recognition for law enforcement applications. However, the current face sketch synthesis approaches generate sketches from photos based on a model trained by a certain database that is usually collected from individuals of the same ethnicity, and therefore such sketches merely inherit ...
Abduljalil Radman +2 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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Unified framework for face sketch synthesis
Signal Processing, 2017Face sketch synthesis (FSS) has great significance to sketch based face retrieval or recognition and digital entertainment. Recently, great progress has been made in face sketch synthesis. Most state-of-the-art FSS methods work at patch level. However, these methods only consider either position constraint or global search when selecting candidate ...
Nannan Wang +5 more
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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 +3 more
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