papers

Publications (11)

cs.CV2026

Stylos: Multi-View 3D Stylization with Single-Forward Gaussian Splatting

Hanzhou Liu, Jia Huang, Mi Lu +2

We present Stylos, a single-forward 3D Gaussian framework for 3D style transfer that operates on unposed content, from a single image to a multi-view collection, conditioned on a s…

math.NA2017

The Normalized Singular Value Decomposition of Non-Symmetric Matrices Using Givens fast Rotations

Ehsan Rohani, Gwan Choi, Mi Lu

In this paper we introduce the algorithm and the fixed point hardware to calculate the normalized singular value decomposition of a non-symmetric matrices using Givens fast (approx…

cs.CV2019

Multiple Linear Regression Haze-removal Model Based on Dark Channel Prior

Binghan Li, Wenrui Zhang, Mi Lu

Dark Channel Prior (DCP) is a widely recognized traditional dehazing algorithm. However, it may fail in bright region and the brightness of the restored image is darker than hazy i…

cs.CV2021

Advanced Multiple Linear Regression Based Dark Channel Prior Applied on Dehazing Image and Generating Synthetic Haze

Binghan Li, Yindong Hua, Mi Lu

Haze removal is an extremely challenging task, and object detection in the hazy environment has recently gained much attention due to the popularity of autonomous driving and traff…

cs.CV2025

DiNAT-IR: Exploring Dilated Neighborhood Attention for High-Quality Image Restoration

Hanzhou Liu, Binghan Li, Chengkai Liu +1

Transformers, with their self-attention mechanisms for modeling long-range dependencies, have become a dominant paradigm in image restoration tasks. However, the high computational…

cs.CV2025

XYScanNet: A State Space Model for Single Image Deblurring

Hanzhou Liu, Chengkai Liu, Jiacong Xu +2

Deep state-space models (SSMs), like recent Mamba architectures, are emerging as a promising alternative to CNN and Transformer networks. Existing Mamba-based restoration methods p…