← Search

Zipeng Qi

3 accepted papers

2026

Bayesian Neural Networks for One-to-Many Mapping in Image Enhancement

AAAI 2026technical

In image enhancement tasks, such as low-light and underwater image enhancement, a degraded image can correspond to multiple plausible target images due to dynamic photography conditions. This naturally results in a one-to-many mapping problem. To address this, we propose a Bayesian Enhancement Model

Cited by 0SourcePDFScholar
2025

Zigzag Diffusion Sampling: Diffusion Models Can Self-Improve via Self-Reflection

ICLR 2025poster

Diffusion models, the most popular generative paradigm so far, can inject conditional information into the generation path to guide the latent towards desired directions. However, existing text-to-image diffusion models often fail to maintain high image quality and high prompt-image alignment for th…

2024

Layered Rendering Diffusion Model for Controllable Zero-Shot Image Synthesis

ECCV 2024poster

"This paper introduces innovative solutions to enhance spatial controllability in diffusion models reliant on text queries. We first introduce vision guidance as a foundational spatial cue within the perturbed distribution. This significantly refines the search space in a zero-shot paradigm to focus…

Cited by 1SourcePDFScholar