Transfer deep feature learning for face sketch recognition
Sign Up to like & getrecommendations! Published in 2019 at "Neural Computing and Applications"
DOI: 10.1007/s00521-019-04242-5
Abstract: Sketch-to-photo recognition is an important challenge in face recognition because it requires matching face images in different domains. Even the deep learning, which has recently been deployed in face recognition, is not efficient for face… read more here.
Keywords: face sketch; recognition; transfer deep; sketch recognition ... See more keywords
Data-driven vs. model-driven: Fast face sketch synthesis
Sign Up to like & getrecommendations! Published in 2017 at "Neurocomputing"
DOI: 10.1016/j.neucom.2016.07.071
Abstract: Abstract Face sketch synthesis refers to the technique generating a sketch from an input photo. Existing methods are data-driven, which synthesize a sketch by linearly combining K candidate sketch patches which are purposely selected from… read more here.
Keywords: face sketch; data driven; sketch synthesis; model driven ... See more keywords
A Superpixel-Wise Approach for Face Sketch Synthesis
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DOI: 10.1109/access.2019.2933645
Abstract: Face sketch synthesis from an input photo has drawn great attention in law enforcement and digital entertainment applications. Currently, the input photo is simply divided into overlapped rectangular patches and transformed to a sketch through… read more here.
Keywords: sketch synthesis; sketch; superpixel; face sketch ... See more keywords
MHGAN: Multi-Hierarchies Generative Adversarial Network for High-Quality Face Sketch Synthesis
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3041284
Abstract: Face sketch synthesis has made significant progress in the past few years. Recently, GAN-based methods have shown promising results on image-to-image translation problems, especially photo-to-sketch synthesis. Because the facial sketch has a hyper-abstract style and… read more here.
Keywords: sketch synthesis; sketch; image; face sketch ... See more keywords
Cascaded Face Sketch Synthesis Under Various Illuminations
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2019.2942514
Abstract: Face sketch synthesis from a photo is of significant importance in digital entertainment. An intelligent face sketch synthesis system requires a strong robustness to lighting variations. Under uncontrolled lighting conditions in real-world settings, such a… read more here.
Keywords: sketch synthesis; face; sketch; cascaded face ... See more keywords
Face Sketch Synthesis by Multidomain Adversarial Learning
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2018.2869574
Abstract: Given 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… read more here.
Keywords: sketch synthesis; synthesis; face; adversarial learning ... See more keywords
Fine-Tuning of Pre-Trained Deep Face Sketch Models Using Smart Switching Slime Mold Algorithm
Sign Up to like & getrecommendations! Published in 2023 at "Applied Sciences"
DOI: 10.3390/app13085102
Abstract: There are many pre-trained deep learning-based face recognition models developed in the literature, such as FaceNet, ArcFace, VGG-Face, and DeepFace. However, performing transfer learning of these models for handling face sketch recognition is not applicable… read more here.
Keywords: sketch; face sketch; trained deep; fine tuning ... See more keywords