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 …

Deep image harmonization with globally guided feature transformation and relation distillation

L Niu, L Tan, X Tao, J Cao, F Guo… - Proceedings of the …, 2023 - openaccess.thecvf.com
Given a composite image, image harmonization aims to adjust the foreground illumination to
be consistent with background. Previous methods have explored transforming foreground …

Deep image harmonization in dual color spaces

L Tan, J Li, L Niu, L Zhang - Proceedings of the 31st ACM International …, 2023 - dl.acm.org
Image harmonization is an essential step in image composition that adjusts the appearance
of composite foreground to address the inconsistency between foreground and background …

Deep video harmonization by improving spatial-temporal consistency

X Chen, L Fang, L Ye, Q Zhang - Machine Intelligence Research, 2024 - Springer
Video harmonization is an important step in video editing to achieve visual consistency by
adjusting foreground appearances in both spatial and temporal dimensions. Previous …

Painterly Image Harmonization by Learning from Painterly Objects

L Niu, J Cao, Y Hong, L Zhang - … of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Given a composite image with photographic object and painterly background, painterly
image harmonization targets at stylizing the composite object to be compatible with the …

Progressive Painterly Image Harmonization from Low-Level Styles to High-Level Styles

L Niu, Y Hong, J Cao, L Zhang - … of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Painterly image harmonization aims to harmonize a photographic foreground object on the
painterly background. Different from previous auto-encoder based harmonization networks …

Remote Sensing Image Harmonization Method for Fine-Grained Ship Classification

J Zhang, Z Zhong, X Wei, X Wu, Y Li - Remote Sensing, 2024 - mdpi.com
Target recognition and fine-grained ship classification in remote sensing face challenges of
high inter-class similarity and sample scarcity. A transfer fusion-based ship image …

Retrieval Augmented Image Harmonization

H Wang, M Liu, Z Yan, C Zhou, L **ao… - arxiv preprint arxiv …, 2024 - arxiv.org
When embedding objects (foreground) into images (background), considering the influence
of photography conditions like illumination, it is usually necessary to perform image …

DiffHarmony++: Enhancing Image Harmonization with Harmony-VAE and Inverse Harmonization Model

P Zhou, F Feng, G Liu, R Li, X Wang - Proceedings of the 32nd ACM …, 2024 - dl.acm.org
Latent diffusion model has demonstrated impressive efficacy in image generation and
editing tasks. Recently, it has also promoted the advancement of image harmonization …

BSTNet for Content-Fixed Image Harmonization

Y Zhi, Y Zhang, B Li, D Zhou, S Yang… - 2024 36th Chinese …, 2024 - ieeexplore.ieee.org
Image harmonization aims to enhance the visual coherence of composite images, where
composite images refer to placing an object from an image onto another one. Most …