Face Sketch Synthesis in the Wild via Deep Patch Representation-Based Probabilistic Graphical Model

2020 ◽  
Vol 15 ◽  
pp. 172-183 ◽  
Author(s):  
Chunlei Peng ◽  
Nannan Wang ◽  
Jie Li ◽  
Xinbo Gao
Keyword(s):  
Graphical Model ◽  
Probabilistic Graphical Model ◽  
In The Wild ◽  
Sketch Synthesis ◽  
Face Sketch Synthesis

scholarly journals Robust Face Sketch Synthesis via Generative Adversarial Fusion of Priors and Parametric Sigmoid

2018 ◽  
Author(s):  
Shengchuan Zhang ◽  
Rongrong Ji ◽  
Jie Hu ◽  
Yue Gao ◽  
Chia-Wen Lin
Keyword(s):  
Activation Function ◽  
Ethnic Origin ◽  
Training Data ◽  
Generative Adversarial Network ◽  
Adversarial Network ◽  
In The Wild ◽  
Sketch Synthesis ◽  
Face Sketch Synthesis ◽  
Constrained Conditions ◽  
Sigmoid Activation Function

Despite the extensive progress in face sketch synthesis, existing methods are mostly workable under constrained conditions, such as fixed illumination, pose, background and ethnic origin that are hardly to control in real-world scenarios. The key issue lies in the difficulty to use data under fixed conditions to train a model against imaging variations. In this paper, we propose a novel generative adversarial network termed pGAN, which can generate face sketches efficiently using training data under fixed conditions and handle the aforementioned uncontrolled conditions. In pGAN, we embed key photo priors into the process of synthesis and design a parametric sigmoid activation function for compensating illumination variations. Compared to the existing methods, we quantitatively demonstrate that the proposed method can work well on face photos in the wild.

A Probabilistic-Graphical-Model Based Approach for Representing Lineages in Uncertain Data

2011 ◽  
Vol 34 (10) ◽  
pp. 1897-1906 ◽  
Author(s):  
Kun YUE ◽  
Wei-Yi LIU ◽  
Yun-Lei ZHU ◽  
Wei ZHANG
Keyword(s):  
Graphical Model ◽  
Uncertain Data ◽  
Probabilistic Graphical Model ◽  
Model Based

Face sketch synthesis: a survey

2021 ◽  
Author(s):  
Hongbo Bi ◽  
Ziqi Liu ◽  
Lina Yang ◽  
Kang Wang ◽  
Ning Li
Keyword(s):  
Sketch Synthesis ◽  
Face Sketch Synthesis

A Probabilistic Graphical Model-based Approach for Minimizing Energy Under Performance Constraints

2015 ◽  
Vol 43 (1) ◽  
pp. 267-281 ◽  
Author(s):  
Nikita Mishra ◽  
Huazhe Zhang ◽  
John D. Lafferty ◽  
Henry Hoffmann
Keyword(s):  
Graphical Model ◽  
Probabilistic Graphical Model ◽  
Performance Constraints ◽  
Model Based

scholarly journals Generative adversarial learning for detail-preserving face sketch synthesis

2021 ◽  
Vol 438 ◽  
pp. 107-121
Author(s):  
Weiguo Wan ◽  
Yong Yang ◽  
Hyo Jong Lee
Keyword(s):  
Adversarial Learning ◽  
Sketch Synthesis ◽  
Face Sketch Synthesis
Sign in / Sign up

Export Citation Format

Share Document