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Guided collaborative training for pixel-wise semi-supervised learning
We investigate the generalization of semi-supervised learning (SSL) to diverse pixel-wise
tasks. Although SSL methods have achieved impressive results in image classification, the …
tasks. Although SSL methods have achieved impressive results in image classification, the …
Crime investigation using DCGAN by forensic sketch-to-face transformation (STF)-a review
This paper outlines about the most advanced technique of Artificial Intelligence for digitally
ascertaining a criminal through facial recognition system by converting forensic sketch into a …
ascertaining a criminal through facial recognition system by converting forensic sketch into a …
Knowledge distillation for face photo–sketch synthesis
Significant progress has been made with face photo–sketch synthesis in recent years due to
the development of deep convolutional neural networks, particularly generative adversarial …
the development of deep convolutional neural networks, particularly generative adversarial …
Face sketch synthesis using regularized broad learning system
There are two main categories of face sketch synthesis: data-and model-driven. The data-
driven method synthesizes sketches from training photograph–sketch patches at the cost of …
driven method synthesizes sketches from training photograph–sketch patches at the cost of …
Dual conditional normalization pyramid network for face photo-sketch synthesis
Face photo-sketch synthesis has undergone remarkable progress with the rapid
development of deep learning techniques. Cutting-edge methods directly learn the cross …
development of deep learning techniques. Cutting-edge methods directly learn the cross …
15m multimodal facial image-text dataset
Currently, image-text-driven multi-modal deep learning models have demonstrated their
outstanding potential in many fields. In practice, tasks centered around facial images have …
outstanding potential in many fields. In practice, tasks centered around facial images have …
[PDF][PDF] A Sketch-Transformer Network for Face Photo-Sketch Synthesis.
We present a face photo-sketch synthesis model, which converts a face photo into an artistic
face sketch or recover a photo-realistic facial image from a sketch portrait. Recent progress …
face sketch or recover a photo-realistic facial image from a sketch portrait. Recent progress …
Protecting prostate cancer classification from rectal artifacts via targeted adversarial training
Magnetic resonance imaging (MRI)-based deep neural networks (DNN) have been widely
developed to perform prostate cancer (PCa) classification. However, in real-world clinical …
developed to perform prostate cancer (PCa) classification. However, in real-world clinical …
IsGAN: Identity-sensitive generative adversarial network for face photo-sketch synthesis
Face photo-sketch synthesis aims to generate face sketches from real photos and vice
versa. It can be abstracted as a constrained quantization problem. Although many efforts …
versa. It can be abstracted as a constrained quantization problem. Although many efforts …
Semi-supervised Cycle-GAN for face photo-sketch translation in the wild
The performance of face photo-sketch translation has improved a lot thanks to deep neural
networks. GAN based methods trained on paired images can produce high-quality results …
networks. GAN based methods trained on paired images can produce high-quality results …