4 papers
Multi-Style Facial Sketch Synthesis through Masked Generative Modeling
Bowen Sun, Guo Lu, Shibao Zheng
The facial sketch synthesis (FSS) model, capable of generating sketch portraits from given facial photographs, holds profound implications across multiple domains, encompassing cro…
FreeFlow: A Comprehensive Understanding on Diffusion Probabilistic Models via Optimal Transport
Bowen Sun, Shibao Zheng
The blooming diffusion probabilistic models (DPMs) have garnered significant interest due to their impressive performance and the elegant inspiration they draw from physics. While…
DiFace: Cross-Modal Face Recognition through Controlled Diffusion
Bowen Sun, Shibao Zheng
Diffusion probabilistic models (DPMs) have exhibited exceptional proficiency in generating visual media of outstanding quality and realism. Nonetheless, their potential in non-gene…
Machine Vision Therapy: Multimodal Large Language Models Can Enhance Visual Robustness via Denoising In-Context Learning
Zhuo Huang, Chang Liu, Yinpeng Dong +3
Although vision models such as Contrastive Language-Image Pre-Training (CLIP) show impressive generalization performance, their zero-shot robustness is still limited under Out-of-D…