Paint by example: Exemplar-based image editing with diffusion models

B Yang, S Gu, B Zhang, T Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Language-guided image editing has achieved great success recently. In this paper,
we investigate exemplar-guided image editing for more precise control. We achieve this …

Deepfakes as a threat to a speaker and facial recognition: An overview of tools and attack vectors

A Firc, K Malinka, P Hanáček - Heliyon, 2023 - cell.com
Deepfakes present an emerging threat in cyberspace. Recent developments in machine
learning make deepfakes highly believable, and very difficult to differentiate between what is …

Editgan: High-precision semantic image editing

H Ling, K Kreis, D Li, SW Kim… - Advances in Neural …, 2021 - proceedings.neurips.cc
Generative adversarial networks (GANs) have recently found applications in image editing.
However, most GAN-based image editing methods often require large-scale datasets with …

Deepfake generation and detection: A benchmark and survey

G Pei, J Zhang, M Hu, Z Zhang, C Wang, Y Wu… - arxiv preprint arxiv …, 2024 - arxiv.org
Deepfake is a technology dedicated to creating highly realistic facial images and videos
under specific conditions, which has significant application potential in fields such as …

State‐of‐the‐Art in the Architecture, Methods and Applications of StyleGAN

AH Bermano, R Gal, Y Alaluf, R Mokady… - Computer Graphics …, 2022 - Wiley Online Library
Abstract Generative Adversarial Networks (GANs) have established themselves as a
prevalent approach to image synthesis. Of these, StyleGAN offers a fascinating case study …

Styleres: Transforming the residuals for real image editing with stylegan

H Pehlivan, Y Dalva, A Dundar - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
We present a novel image inversion framework and a training pipeline to achieve high-
fidelity image inversion with high-quality attribute editing. Inverting real images into …

One model to edit them all: Free-form text-driven image manipulation with semantic modulations

Y Zhu, H Liu, Y Song, Z Yuan, X Han… - Advances in …, 2022 - proceedings.neurips.cc
Free-form text prompts allow users to describe their intentions during image manipulation
conveniently. Based on the visual latent space of StyleGAN [21] and text embedding space …

Vecgan: Image-to-image translation with interpretable latent directions

Y Dalva, SF Altındiş, A Dundar - European Conference on Computer …, 2022 - Springer
We propose VecGAN, an image-to-image translation framework for facial attribute editing
with interpretable latent directions. Facial attribute editing task faces the challenges of …

Image-to-image translation with disentangled latent vectors for face editing

Y Dalva, H Pehlivan, OI Hatipoglu… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
We propose an image-to-image translation framework for facial attribute editing with
disentangled interpretable latent directions. Facial attribute editing task faces the challenges …

A style-based gan encoder for high fidelity reconstruction of images and videos

X Yao, A Newson, Y Gousseau, P Hellier - European conference on …, 2022 - Springer
We present a new encoder architecture for the inversion of Generative Adversarial Networks
(GAN). The task is to reconstruct a real image from the latent space of a pre-trained GAN …