High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks
@article{Wang2018HighQualityFP, title={High-Quality Facial Photo-Sketch Synthesis Using Multi-Adversarial Networks}, author={L. Wang and Vishwanath Sindagi and V. Patel}, journal={2018 13th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2018)}, year={2018}, pages={83-90} }
Synthesizing face sketches from real photos and its inverse have many applications. [...] Key Method The hidden layers of the generator are supervised to first generate lower resolution images followed by implicit refinement in the network to generate higher resolution images. Furthermore, since photo-sketch synthesis is a coupled/paired translation problem, we leverage the pair information using CycleGAN framework. Both Image Quality Assessment (IQA) and Photo-Sketch Matching experiments are conducted to…Expand Abstract
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