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Shoulie Xie

5 accepted papers

2026

Multi-Level Blur-Aware Stable Diffusion for Region-Adaptive Defocus Deblurring

AAAI 2026technical

Defocus blur, common in shallow depth-of-field photography, varies across image regions and is challenging to accurately estimate and restore. Existing deblurring methods often struggle to capture fine structural textures and do not effectively adapt to regional differences in blur. We propose Multi

Cited by 0SourcePDFScholar
2024

LERE: Learning-Based Low-Rank Matrix Recovery with Rank Estimation

AAAI 2024technical

A fundamental task in the realms of computer vision, Low-Rank Matrix Recovery (LRMR) focuses on the inherent low-rank structure precise recovery from incomplete data and/or corrupted measurements given that the rank is a known prior or accurately estimated. However, it remains challenging for exist…

2023

Efficient Robust Principal Component Analysis via Block Krylov Iteration and CUR Decomposition

CVPR 2023poster

Robust principal component analysis (RPCA) is widely studied in computer vision. Recently an adaptive rank estimate based RPCA has achieved top performance in low-level vision tasks without the prior rank, but both the rank estimate and RPCA optimization algorithm involve singular value decompositio…

Cited by 8SourcePDFScholar