3 papers
cs.CV2025
FreeControl: Efficient, Training-Free Structural Control via One-Step Attention Extraction
Jiang Lin, Xinyu Chen, Song Wu +7
Controlling the spatial and semantic structure of diffusion-generated images remains a challenge. Existing methods like ControlNet rely on handcrafted condition maps and retraining…
cs.CV2025
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…
cs.CV2024
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…