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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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FCN based preprocessing for exemplar-based face sketch synthesis
Neurocomputing, 2019Most of the current exemplar-based face sketch synthesis approaches directly synthesize face sketches from face photos. However, due to the great difference between face photos and sketches, as well as the cluttered backgrounds in photo images, there ...
Dan Lu +3 more
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Generative Adversarial Multi-Task Learning for Face Sketch Synthesis and Recognition
International Conference on Information Photonics, 2019Face sketch synthesis and recognition have wide range of applications in law enforcement. Despite the impressive progresses have been made in faces sketch and recognition, most existing researches regard them as two separate tasks.
Weiguo Wan, H. Lee
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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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Semi-Supervised Learning for Face Sketch Synthesis in the Wild
Asian Conference on Computer Vision, 2018Face sketch synthesis has made great progress in the past few years. Recent methods based on deep neural networks are able to generate high quality sketches from face photos.
Chaofeng Chen +3 more
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A Multi-Scale Conditional Generative Adversarial Network for Face Sketch Synthesis
International Conference on Information Photonics, 2019We investigate conditional generative adversarial network (cGAN) as a solution to realize the face-to-sketch translation problems. These networks not only learn the mapping relationships between the face and responding sketch, but also generate a loss ...
Hongbo Bi +4 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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Learning Deep Patch representation for Probabilistic Graphical Model-Based Face Sketch Synthesis
International Journal of Computer Vision, 2021Mingrui Zhu, Jie Li, N. Wang, Xinbo Gao
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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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