Ten years of generative adversarial nets (GANs): a survey of the state-of-the-art

T Chakraborty, UR KS, SM Naik, M Panja… - Machine Learning …, 2024 - iopscience.iop.org
Generative adversarial networks (GANs) have rapidly emerged as powerful tools for
generating realistic and diverse data across various domains, including computer vision and …

Comparative analysis of edge information and polarization on sar-to-optical translation based on conditional generative adversarial networks

Q Zhang, X Liu, M Liu, X Zou, L Zhu, X Ruan - Remote Sensing, 2021 - mdpi.com
To accurately describe dynamic vegetation changes, high temporal and spectral resolution
data are urgently required. Optical images contain rich spectral information but are limited by …

CR-GAN: Automatic craniofacial reconstruction for personal identification

Y Li, J Wang, W Liang, H Xue, Z He, J Lv, L Zhang - Pattern Recognition, 2022 - Elsevier
Craniofacial reconstruction is applied to identify human remains in the absence of
determination data (eg, fingerprinting, dental records, radiological materials, or DNA), by …

SoloGAN: multi-domain multimodal unpaired image-to-image translation via a single generative adversarial network

S Huang, C He, R Cheng - IEEE Transactions on Artificial …, 2022 - ieeexplore.ieee.org
Despite significant advances in image-to-image (I2I) translation with generative adversarial
networks (GANs), it remains challenging to effectively translate an image to a set of diverse …

Combination of certainty and uncertainty: Using FusionGAN to create abstract paintings

M Li, J Lv, C Tang, J Wang, Z Lai, Y Huang - Neural Networks, 2021 - Elsevier
In the study of generative art, it is relatively easy at present to achieve a high degree of
certainty or uncertainty. However, the combination of certainty and uncertainty has always …

Shunting at Arbitrary Feature Levels via Spatial Disentanglement: Toward Selective Image Translation

J Wang, X Yang, Y Tian, J Zhou… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The past few years have witnessed considerable efforts devoted to translating images from
one domain to another, mainly aiming at editing global style. Here, we focus on a more …

Multi-view Adaptive Bone Activation from Chest X-Ray with Conditional Adversarial Nets

C Niu, Y Li, J Wang, J Zhou, T **ong, D Yu… - … on Multimedia Modeling, 2023 - Springer
Activating bone from a chest X-ray (CXR) is significant for disease diagnosis and health
equity for under-developed areas, while the complex overlap of anatomical structures in …