2 papers
cs.CV2026
COLLAR: Cascaded Object-Level Latent Refinement for High-Fidelity Conditional Generation
Xinlong Zhang, Jia Wei, Xiaoyu Zhang +3
Achieving high-fidelity object-level control in Diffusion Transformers remains a significant challenge despite the introduction of structural priors like depth and Canny maps. Curr…
cs.CV2025
Multi-Scale Diffusion: Enhancing Spatial Layout in High-Resolution Panoramic Image Generation
Xiaoyu Zhang, Teng Zhou, Xinlong Zhang +2
Diffusion models have recently gained recognition for generating diverse and high-quality content, especially in image synthesis. These models excel not only in creating fixed-size…