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 …

Text2human: Text-driven controllable human image generation

Y Jiang, S Yang, H Qiu, W Wu, CC Loy… - ACM Transactions on …, 2022 - dl.acm.org
Generating high-quality and diverse human images is an important yet challenging task in
vision and graphics. However, existing generative models often fall short under the high …

Towards garment sewing pattern reconstruction from a single image

L Liu, X Xu, Z Lin, J Liang, S Yan - ACM Transactions on Graphics (TOG), 2023 - dl.acm.org
Garment sewing pattern represents the intrinsic rest shape of a garment, and is the core for
many applications like fashion design, virtual try-on, and digital avatars. In this work, we …

Deep image harmonization with learnable augmentation

L Niu, J Cao, W Cong, L Zhang - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
The goal of image harmonization is adjusting the foreground appearance in a composite
image to make the whole image harmonious. To construct paired training images, existing …

Human image generation: A comprehensive survey

Z Jia, Z Zhang, L Wang, T Tan - ACM Computing Surveys, 2024 - dl.acm.org
Image and video synthesis has become a blooming topic in computer vision and machine
learning communities along with the developments of deep generative models, due to its …

Avatarfusion: Zero-shot generation of clothing-decoupled 3d avatars using 2d diffusion

S Huang, Z Yang, L Li, Y Yang, J Jia - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Large-scale pre-trained vision-language models allow for the zero-shot text-based
generation of 3D avatars. The previous state-of-the-art method utilized CLIP to supervise …

Language-guided image reflection separation

H Zhong, Y Hong, S Weng… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper studies the problem of language-guided reflection separation which aims at
addressing the ill-posed reflection separation problem by introducing language descriptions …

Shadow generation for composite image in real-world scenes

Y Hong, L Niu, J Zhang - Proceedings of the AAAI conference on …, 2022 - ojs.aaai.org
Image composition targets at inserting a foreground object into a background image. Most
previous image composition methods focus on adjusting the foreground to make it …

Learning object placement via dual-path graph completion

S Zhou, L Liu, L Niu, L Zhang - European Conference on Computer Vision, 2022 - Springer
Object placement aims to place a foreground object over a background image with a
suitable location and size. In this work, we treat object placement as a graph completion …

L-DiffER: Single Image Reflection Removal with Language-Based Diffusion Model

Y Hong, H Zhong, S Weng, J Liang, B Shi - European Conference on …, 2025 - Springer
In this paper, we introduce L-DiffER, a language-based diffusion model designed for the ill-
posed single image reflection removal task. Although having shown impressive performance …