Countering malicious deepfakes: Survey, battleground, and horizon

F Juefei-Xu, R Wang, Y Huang, Q Guo, L Ma… - International journal of …, 2022 - Springer
The creation or manipulation of facial appearance through deep generative approaches,
known as DeepFake, have achieved significant progress and promoted a wide range of …

Image-to-image translation via hierarchical style disentanglement

X Li, S Zhang, J Hu, L Cao, X Hong… - Proceedings of the …, 2021 - openaccess.thecvf.com
Recently, image-to-image translation has made significant progress in achieving both multi-
label (ie, translation conditioned on different labels) and multi-style (ie, generation with …

Cascade ef-gan: Progressive facial expression editing with local focuses

R Wu, G Zhang, S Lu, T Chen - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Abstract Recent advances in Generative Adversarial Nets (GANs) have shown remarkable
improvements for facial expression editing. However, current methods are still prone to …

Smoothing the disentangled latent style space for unsupervised image-to-image translation

Y Liu, E Sangineto, Y Chen, L Bao… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract Image-to-Image (I2I) multi-domain translation models are usually evaluated also
using the quality of their semantic interpolation results. However, state-of-the-art models …

Random reconstructed unpaired image-to-image translation

X Zhang, C Fan, Z Xiao, L Zhao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The goal of unpaired image-to-image translation is to learn a mapping from a source domain
to a target domain without using any labeled examples of paired images. This problem can …

A GAN-based model of deepfake detection in social media

M Kumar, HK Sharma - Procedia Computer Science, 2023 - Elsevier
Abstract DeepFake uses Generative+ Adversarial Network for successfully switching the
identities of two people. Large public databases and deep learning methods are now rapidly …

CoMoGAN: continuous model-guided image-to-image translation

F Pizzati, P Cerri, R De Charette - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
CoMoGAN is a continuous GAN relying on the unsupervised reorganization of the target
data on a functional manifold. To that matter, we introduce a new Functional Instance …

Norm-guided latent space exploration for text-to-image generation

D Samuel, R Ben-Ari, N Darshan… - Advances in Neural …, 2024 - proceedings.neurips.cc
Text-to-image diffusion models show great potential in synthesizing a large variety of
concepts in new compositions and scenarios. However, the latent space of initial seeds is …

Not all steps are created equal: Selective diffusion distillation for image manipulation

L Wang, S Yang, S Liu, Y Chen - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Conditional diffusion models have demonstrated impressive performance in image
manipulation tasks. The general pipeline involves adding noise to the image and then …

Unpaired image-to-image translation with shortest path regularization

S Xie, Y Xu, M Gong, K Zhang - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Unpaired image-to-image translation aims to learn proper mappings that can map images
from one domain to another domain while preserving the content of the input image …