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Kevin Jou

3 accepted papers

2024

ReF-LDM: A Latent Diffusion Model for Reference-based Face Image Restoration

NeurIPS 2024poster

While recent works on blind face image restoration have successfully produced impressive high-quality (HQ) images with abundant details from low-quality (LQ) input images, the generated content may not accurately reflect the real appearance of a person. To address this problem, incorporating well-sh…

Cited by 0SourcePDFScholar
2021

Bridging Unsupervised and Supervised Depth From Focus via All-in-Focus Supervision

ICCV 2021poster

Depth estimation is a long-lasting yet important task in computer vision. Most of the previous works try to estimate depth from input images and assume images are all-in-focus (AiF), which is less common in real-world applications. On the other hand, a few works take defocus blur into account and co…

Cited by 29PDFcodeScholar
2021

CLCC: Contrastive Learning for Color Constancy

CVPR 2021poster

In this paper, we present CLCC, a novel contrastive learning framework for color constancy. Contrastive learning has been applied for learning high-quality visual representations for image classification. One key aspect to yield useful representations for image classification is to design illuminant…

Cited by 72PDFcodeScholar