Making images real again: A comprehensive survey on deep image composition

L Niu, W Cong, L Liu, Y Hong, B Zhang, J Liang… - arXiv preprint arXiv …, 2021 - arxiv.org
As a common image editing operation, image composition aims to combine the foreground
from one image and another background image, resulting in a composite image. However …

CNN-generated images are surprisingly easy to spot... for now

SY Wang, O Wang, R Zhang… - Proceedings of the …, 2020 - openaccess.thecvf.com
In this work we ask whether it is possible to create a" universal" detector for telling apart real
images from these generated by a CNN, regardless of architecture or dataset used. To test …

Objectstitch: Object compositing with diffusion model

Y Song, Z Zhang, Z Lin, S Cohen… - Proceedings of the …, 2023 - openaccess.thecvf.com
Object compositing based on 2D images is a challenging problem since it typically involves
multiple processing stages such as color harmonization, geometry correction and shadow …

Fighting fake news: Image splice detection via learned self-consistency

M Huh, A Liu, A Owens… - Proceedings of the …, 2018 - openaccess.thecvf.com
Advances in photo editing and manipulation tools have made it significantly easier to create
fake imagery, highlighting the need for better visual forensics algorithms. However, learning …

Region-aware adaptive instance normalization for image harmonization

J Ling, H Xue, L Song, R Xie… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Image composition plays a common but important role in photo editing. To acquire photo-
realistic composite images, one must adjust the appearance and visual style of the …

Detection of gan-generated fake images over social networks

F Marra, D Gragnaniello, D Cozzolino… - … IEEE conference on …, 2018 - ieeexplore.ieee.org
The diffusion of fake images and videos on social networks is a fast growing problem.
Commercial media editing tools allow anyone to remove, add, or clone people and objects …

Dovenet: Deep image harmonization via domain verification

W Cong, J Zhang, L Niu, L Liu, Z Ling… - Proceedings of the …, 2020 - openaccess.thecvf.com
Image composition is an important operation in image processing, but the inconsistency
between foreground and background significantly degrades the quality of composite image …

High-resolution image harmonization via collaborative dual transformations

W Cong, X Tao, L Niu, J Liang, X Gao… - Proceedings of the …, 2022 - openaccess.thecvf.com
Given a composite image, image harmonization aims to adjust the foreground to make it
compatible with the background. High-resolution image harmonization is in high demand …

Image harmonization with transformer

Z Guo, D Guo, H Zheng, Z Gu… - Proceedings of the …, 2021 - openaccess.thecvf.com
Image harmonization, aiming to make composite images look more realistic, is an important
and challenging task. The composite, synthesized by combining foreground from one image …

Harmonizer: Learning to perform white-box image and video harmonization

Z Ke, C Sun, L Zhu, K Xu, RWH Lau - European Conference on Computer …, 2022 - Springer
Recent works on image harmonization solve the problem as a pixel-wise image translation
task via large autoencoders. They have unsatisfactory performances and slow inference …