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Jinhui HOU

2 accepted papers

2026

Consistency Geodesic Bridge: Image Restoration with Pretrained Diffusion Models

ICLR 2026poster

Bridge diffusion models have shown great promise in image restoration by constructing a direct path from degraded to clean images. However, they often rely on predefined, high-action trajectories, which limits both sampling efficiency and final restoration quality. To address this, we propose a Cons…

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2023

Global Structure-Aware Diffusion Process for Low-light Image Enhancement

NeurIPS 2023poster

This paper studies a diffusion-based framework to address the low-light image enhancement problem. To harness the capabilities of diffusion models, we delve into this intricate process and advocate for the regularization of its inherent ODE-trajectory. To be specific, inspired by the recent research…