5 papers
Region-to-Region: Enhancing Generative Image Harmonization with Adaptive Regional Injection
Zhiqiu Zhang, Dongqi Fan, Mingjie Wang +3
The goal of image harmonization is to adjust the foreground in a composite image to achieve visual consistency with the background. Recently, latent diffusion model (LDM) are appli…
One-Shot Learning for Pose-Guided Person Image Synthesis in the Wild
Dongqi Fan, Tao Chen, Mingjie Wang +5
Current Pose-Guided Person Image Synthesis (PGPIS) methods depend heavily on large amounts of labeled triplet data to train the generator in a supervised manner. However, they ofte…
ConStyle v2: A Strong Prompter for All-in-One Image Restoration
Dongqi Fan, Junhao Zhang, Liang Chang
This paper introduces ConStyle v2, a strong plug-and-play prompter designed to output clean visual prompts and assist U-Net Image Restoration models in handling multiple degradatio…
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style Transfer
Dongqi Fan, Xin Zhao, Liang Chang
Recently, the contrastive learning paradigm has achieved remarkable success in high-level tasks such as classification, detection, and segmentation. However, contrastive learning a…
LIR: A Lightweight Baseline for Image Restoration
Dongqi Fan, Ting Yue, Xin Zhao +2
Recently, there have been significant advancements in Image Restoration based on CNN and transformer. However, the inherent characteristics of the Image Restoration task are often…