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Zikun Liu

6 accepted papers

2025

FaceMe: Robust Blind Face Restoration with Personal Identification

AAAI 2025technical

Blind face restoration is a highly ill-posed problem due to the lack of necessary context. Although existing methods produce high-quality outputs, they often fail to faithfully preserve the individual's identity. In this paper, we propose a personalized face restoration method, FaceMe, based on a di…

2025

Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing

CVPR 2025poster

We propose a novel Iterative Predictor-Critic Code Decoding framework for real-world image dehazing, abbreviated as IPC-Dehaze, which leverages the high-quality codebook prior encapsulated in a pre-trained VQGAN. Apart from previous codebook-based methods that rely on one-shot decoding, our method u…

2024

EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models

NeurIPS 2024poster

Image restoration has experienced significant advancements due to the development of deep learning. Nevertheless, it encounters challenges related to ill-posed problems, resulting in deviations between single model predictions and ground-truths. Ensemble learning, as a powerful machine learning tech…

2024

Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration

ECCV 2024poster

"All-in-one image restoration aims to handle multiple degradation types using one model. This paper proposes a simple pipeline for all-in-one blind image restoration to Restore Anything with Masks (). We focus on the image content by utilizing Mask Image Modeling to extract intrinsic image informati…

2023

Multi-Frequency Representation Enhancement with Privilege Information for Video Super-Resolution

ICCV 2023poster

CNN's limited receptive field restricts its ability to capture long-range spatial-temporal dependencies, leading to unsatisfactory performance in video super-resolution. To tackle this challenge, this paper presents a novel multi-frequency representation enhancement module (MFE) that performs spatia…

Cited by 20PDFScholar