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 …

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 …

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 …

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 …

Dccf: Deep comprehensible color filter learning framework for high-resolution image harmonization

B Xue, S Ran, Q Chen, R Jia, B Zhao… - European Conference on …, 2022 - Springer
Image color harmonization algorithm aims to automatically match the color distribution of
foreground and background images captured in different conditions. Previous deep learning …

Intrinsic image harmonization

Z Guo, H Zheng, Y Jiang, Z Gu… - Proceedings of the ieee …, 2021 - openaccess.thecvf.com
Compositing an image usually inevitably suffers from inharmony problem that is mainly
caused by incompatibility of foreground and background from two different images with …

Scs-co: Self-consistent style contrastive learning for image harmonization

Y Hang, B Xia, W Yang, Q Liao - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Image harmonization aims to achieve visual consistency in composite images by adapting a
foreground to make it compatible with a background. However, existing methods always …

Pct-net: Full resolution image harmonization using pixel-wise color transformations

JJA Guerreiro, M Nakazawa… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this paper, we present PCT-Net, a simple and general image harmonization method that
can be easily applied to images at full resolution. The key idea is to learn a parameter …

Collage diffusion

V Sarukkai, L Li, A Ma, C Ré… - Proceedings of the …, 2024 - openaccess.thecvf.com
We seek to give users precise control over diffusion-based image generation by modeling
complex scenes as sequences of layers, which define the desired spatial arrangement and …

Neural preset for color style transfer

Z Ke, Y Liu, L Zhu, N Zhao… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
In this paper, we present a Neural Preset technique to address the limitations of existing
color style transfer methods, including visual artifacts, vast memory requirement, and slow …