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Face Sketch Synthesis via Sparse Representation
2010 20th International Conference on Pattern Recognition, 2010Face sketch synthesis with a photo is challenging due to that the psychological mechanism of sketch generation is difficult to be expressed precisely by rules. Current learning-based sketch synthesis methods concentrate on learning the rules by optimizing cost functions with low-level image features. In this paper, a new face sketch synthesis method is
Liang Chang +3 more
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Face Sketch Synthesis From Coarse to Fine
Proceedings of the AAAI Conference on Artificial Intelligence, 2018Synthesizing fine face sketches from photos is a valuable yet challenging problem in digital entertainment. Face sketches synthesized by conventional methods usually exhibit coarse structures of faces, whereas fine details are lost especially on some critical facial components.
Mingjin Zhang +4 more
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Face sketch synthesis using conditional adversarial networks
2017 International Conference on Information and Communication Technology Convergence (ICTC), 2017In this paper, we explore the use of recent conditional generative adversarial network framework for image to image translation applied to the domain of heterogeneous face sketch synthesis. Since the inception of the adversarial framework in 2014, great success has been noted with several variants till date.
Chikontwe Philip, Lee Hyo Jong
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Adaptive representation-based face sketch-photo synthesis
Neurocomputing, 2017Abstract Face sketch synthesis plays an important role in public security and digital entertainment. Most existing face sketch synthesis methods employ pixel intensities or other features to synthesize the whole image. Since different regions have their distinctive properties, they should be represented by different features.
Jie Li +3 more
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Multi-View Representation Based Face Sketch Synthesis
Proceedings of International Conference on Internet Multimedia Computing and Service, 2014Face photos and sketches are in two different modalities and synthesizing face sketches from photos plays an important role in law enforcement and digital entertainment. Although many face sketch synthesis methods have been proposed in recent years, most of these methods choose neighbor image patches based on image intensities.
Chunlei Peng +3 more
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Face Sketch Synthesis with Joint Training Model
2017 27th International Conference on Computer Theory and Applications (ICCTA), 2017Face sketch synthesis plays an important role in both law enforcement and digital entertainment. Frequency-used exemplar-based methods mainly consist of neighbor selection and reconstruction weight representation two parts. However, the training sketches usually are not taken into account during both of the aforementioned two processes.
Weiguo Wan, Hyo Jong Lee
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Markov Weight Fields for face sketch synthesis
2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012Great progress has been made in face sketch synthesis in recent years. State-of-the-art methods commonly apply a Markov Random Fields (MRF) model to select local sketch patches from a set of training data. Such methods, however, have two major drawbacks. Firstly, the MRF model used cannot synthesize new sketch patches.
Zhou, H, Kuang, Z, Wong, KKY
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Anchored Neighborhood Index for Face Sketch Synthesis
IEEE Transactions on Circuits and Systems for Video Technology, 2018Exemplar-based face sketch synthesis has long been impeded by the difficulty of accurate neighbor selection. Given a test patch extracted from the test photograph, the $K$ -nearest neighbor ( $K$ -NN) matching algorithm is generally performed by existing methods to find $K$ -nearest photograph patches in the training data set, which ...
Nannan Wang +3 more
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A Deep Collaborative Framework for Face Photo–Sketch Synthesis
IEEE Transactions on Neural Networks and Learning Systems, 2019Great breakthroughs have been made in the accuracy and speed of face photo-sketch synthesis in recent years. Regression-based methods have gained increasing attention, which benefit from deeper and faster end-to-end convolutional neural networks. However, most of these models typically formulate the mapping from photo domain X to sketch domain Y as a ...
Mingrui Zhu +3 more
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Face Sketch Recognition via Data-Driven Synthesis
2017In some real-world scenarios, there does not always exist a normal photo for face recognition or retrieval purpose, e.g. suspect searching for law enforcement. Under the circumstances, a sketch drawn by the artist is usually taken as the substitute for matching with the mug shot photos collected by the police office.
Nannan Wang +4 more
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