Zhilu Zhang
ZZ

Zhilu Zhang

张志路

cszlzhang@outlook.com

I am an Associate Researcher at the Harbin Institute of Technology. I received my PhD under the supervision of Prof. Wangmeng Zuo. My research focuses on low-level vision, 3D vision, and generative models.

Research areas

Low-Level Vision 3D Vision Generative Models
01

Education & Work Experience

Apr 2025 — Now

Associate Researcher

Harbin Institute of Technology, Harbin

Aug 2020 — Mar 2025

PhD, Computer Science and Technology

Harbin Institute of Technology, Harbin

Supervisor: Prof. Wangmeng Zuo

Aug 2016 — Jun 2020

Bachelor, Computer Science and Technology

Harbin Institute of Technology, Harbin

02

Publications

= corresponding author

Preprint2025

PhysWorld: From Real Videos to World Models of Deformable Objects via Physics-Aware Demonstration Synthesis

Yu Yang, Zhilu Zhang, Xiang Zhang, Yihan Zeng, Hui Li, Wangmeng Zuo

ICME2026

MDIQA: Unified Image Quality Assessment for Multi-dimensional Evaluation and Restoration

Shunyu Yao, Ming Liu, Zhilu Zhang, Zhaolin Wan, Zhilong Ji, Jinfeng Bai, Wangmeng Zuo

CVPR2026

ArtHOI: Taming Foundation Models for Monocular 4D Reconstruction of Hand-Articulated-Object Interactions

Zikai Wang, Zhilu Zhang, Yiqing Wang, Hui Li, Wangmeng Zuo

CVPR2026

SelfHVD: Self-Supervised Handheld Video Deblurring

Honglei Xu, Zhilu Zhang, Junjie Fan, Xiaohe Wu, Wangmeng Zuo

ICLR2026

UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity

Jingbo Lin, Zhilu Zhang, Wenbo Li, Renjing Pei, Hang Xu, Hongzhi Zhang, Wangmeng Zuo

ICLR2026

DeAltHDR: Learning HDR Video Reconstruction from Degraded Alternating Exposure Sequences

Shuohao Zhang, Zhilu Zhang, Rongjian Xu, Xiaohe Wu, Wangmeng Zuo

ICLR2026

MoSA: Motion-Coherent Human Video Generation via Structure-Appearance Decoupling

Haoyu Wang, Hao Tang, Donglin Di, Zhilu Zhang, Wangmeng Zuo, Feng Gao, Siwei Ma, Shiliang Zhang

AAAI2026

Deblur4DGS: 4D Gaussian Splatting from Blurry Monocular Videos

Renlong Wu, Zhilu Zhang, Mingyang Chen, Zifei Yan, Wangmeng Zuo

ICME2025

Image Demoiréing Using Dual Camera Fusion on Mobile Phones

Yanting Mei, Zhilu Zhang, Xiaohe Wu, Wangmeng Zuo

IEEE TPAMI2025

Self-Supervised Learning for Real-World Super-Resolution from Dual and Multiple Zoomed Observations

Zhilu Zhang, Ruohao Wang, Hongzhi Zhang, Wangmeng Zuo

ICLR2025

Exposure Bracketing Is All You Need for a High-quality Image

Zhilu Zhang, Shuohao Zhang, Renlong Wu, Zifei Yan, Wangmeng Zuo

AAAI2025

DreamPhysics: Learning Physics-Based 3D Dynamics with Video Diffusion Priors

Tianyu Huang, Haoze Zhang, Yihan Zeng, Zhilu Zhang, Hui Li, Wangmeng Zuo, Rynson W. H. Lau

AAAI2025

Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising

Junyi Li, Zhilu Zhang, Wangmeng Zuo

AAAI2025

MV-VTON: Multi-View Virtual Try-On with Diffusion Models

Haoyu Wang, Zhilu Zhang, Donglin Di, Shiliang Zhang, Wangmeng Zuo

ECCV2024

Self-Supervised Video Desmoking for Laparoscopic Surgery Oral

Renlong Wu, Zhilu Zhang, Shuohao Zhang, Longfei Gou, Haobin Chen, Lei Zhang, Hao Chen, Wangmeng Zuo

ECCV2024

Dual-Camera Smooth Zoom on Mobile Phones

Renlong Wu, Zhilu Zhang, Yu Yang, Wangmeng Zuo

ICME2024

Multi-Attentional Distance for Zero-Shot Classification with Text-to-Image Diffusion Model Oral

Kailai Feng, Minheng Ni, Jiaxiu Jiang, Zhilu Zhang, Wangmeng Zuo

CVPR2024

DreamControl: Control-Based Text-to-3D Generation with 3D Self-Prior

Tianyu Huang, Yihan Zeng, Zhilu Zhang, Wan Xu, Hang Xu, Songcen Xu, Rynson W.H. Lau, Wangmeng Zuo

CVPR2024

Improving Image Restoration through Removing Degradations in Textual Representations

Jingbo Lin, Zhilu Zhang, Yuxiang Wei, Dongwei Ren, Dongsheng Jiang, Qi Tian, Wangmeng Zuo

IEEE TMM2024

NIR-Assisted Image Denoising: A Selective Fusion Approach and A Real-World Benchmark Dataset

Rongjian Xu, Zhilu Zhang, Renlong Wu, Wangmeng Zuo

AAAI2024

Learning Real-World Image De-Weathering with Imperfect Supervision

Xiaohui Liu, Zhilu Zhang, Xiaohe Wu, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo

ICLR2024

Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes

Zhilu Zhang, Haoyu Wang, Shuai Liu, Xiaotao Wang, Lei Lei, Wangmeng Zuo

CVPR2023

Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising

Junyi Li, Zhilu Zhang, Xiaoyu Liu, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo

NeurIPS2022

Self-Supervised Image Restoration with Blurry and Noisy Pairs

Zhilu Zhang, Rongjian Xu, Ming Liu, Zifei Yan, Wangmeng Zuo

ECCV2022

Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations

Zhilu Zhang, Ruohao Wang, Hongzhi Zhang, Yunjin Chen, Wangmeng Zuo

ICCV2021

Learning RAW-to-sRGB Mappings with Inaccurately Aligned Supervision

Zhilu Zhang, Haolin Wang, Ming Liu, Ruohao Wang, Jiawei Zhang, Wangmeng Zuo

ICME2025

Image Demoiréing Using Dual Camera Fusion on Mobile Phones

Yanting Mei, Zhilu Zhang, Xiaohe Wu, Wangmeng Zuo

IEEE TPAMI2025

Self-Supervised Learning for Real-World Super-Resolution from Dual and Multiple Zoomed Observations

Zhilu Zhang, Ruohao Wang, Hongzhi Zhang, Wangmeng Zuo

ECCV2024

Dual-Camera Smooth Zoom on Mobile Phones

Renlong Wu, Zhilu Zhang, Yu Yang, Wangmeng Zuo

IEEE TMM2024

NIR-Assisted Image Denoising: A Selective Fusion Approach and A Real-World Benchmark Dataset

Rongjian Xu, Zhilu Zhang, Renlong Wu, Wangmeng Zuo

ECCV2022

Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations

Zhilu Zhang, Ruohao Wang, Hongzhi Zhang, Yunjin Chen, Wangmeng Zuo

ICLR2026

DeAltHDR: Learning HDR Video Reconstruction from Degraded Alternating Exposure Sequences

Shuohao Zhang, Zhilu Zhang, Rongjian Xu, Xiaohe Wu, Wangmeng Zuo

ICLR2025

Exposure Bracketing Is All You Need for a High-quality Image

Zhilu Zhang, Shuohao Zhang, Renlong Wu, Zifei Yan, Wangmeng Zuo

CVPR Workshops2024

NTIRE 2024 Challenge on Bracketing Image Restoration and Enhancement: Datasets, Methods, and Results

Zhilu Zhang, Shuohao Zhang, Renlong Wu, Wangmeng Zuo, et al.

ICLR2024

Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes

Zhilu Zhang, Haoyu Wang, Shuai Liu, Xiaotao Wang, Lei Lei, Wangmeng Zuo

NeurIPS2022

Self-Supervised Image Restoration with Blurry and Noisy Pairs

Zhilu Zhang, Rongjian Xu, Ming Liu, Zifei Yan, Wangmeng Zuo

ICME2026

MDIQA: Unified Image Quality Assessment for Multi-dimensional Evaluation and Restoration

Shunyu Yao, Ming Liu, Zhilu Zhang, Zhaolin Wan, Zhilong Ji, Jinfeng Bai, Wangmeng Zuo

ICLR2026

UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity

Jingbo Lin, Zhilu Zhang, Wenbo Li, Renjing Pei, Hang Xu, Hongzhi Zhang, Wangmeng Zuo

CVPR2024

Improving Image Restoration through Removing Degradations in Textual Representations

Jingbo Lin, Zhilu Zhang, Yuxiang Wei, Dongwei Ren, Dongsheng Jiang, Qi Tian, Wangmeng Zuo

AAAI2024

Learning Real-World Image De-Weathering with Imperfect Supervision

Xiaohui Liu, Zhilu Zhang, Xiaohe Wu, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo

PRCV2023

RBSR: Efficient and Flexible Recurrent Network for Burst Super-Resolution

Renlong Wu, Zhilu Zhang, Shuohao Zhang, Hongzhi Zhang, Wangmeng Zuo

CVPR Workshops2023

Benchmark Dataset and Effective Inter-Frame Alignment for Real-World Video Super-Resolution

Ruohao Wang, Xiaohui Liu, Zhilu Zhang, Xiaohe Wu, Chun-Mei Feng, Lei Zhang, Wangmeng Zuo

ICCV2021

Learning RAW-to-sRGB Mappings with Inaccurately Aligned Supervision

Zhilu Zhang, Haolin Wang, Ming Liu, Ruohao Wang, Jiawei Zhang, Wangmeng Zuo

ECCV Workshops2020

Deep Adaptive Inference Networks for Single Image Super-Resolution

Ming Liu, Zhilu Zhang, Liya Hou, Wangmeng Zuo, Lei Zhang

CVPR2026

SelfHVD: Self-Supervised Handheld Video Deblurring

Honglei Xu, Zhilu Zhang, Junjie Fan, Xiaohe Wu, Wangmeng Zuo

AAAI2025

Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising

Junyi Li, Zhilu Zhang, Wangmeng Zuo

ECCV2024

Self-Supervised Video Desmoking for Laparoscopic Surgery Oral

Renlong Wu, Zhilu Zhang, Shuohao Zhang, Longfei Gou, Haobin Chen, Lei Zhang, Hao Chen, Wangmeng Zuo

CVPR2023

Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising

Junyi Li, Zhilu Zhang, Xiaoyu Liu, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo

CVPR2026

ArtHOI: Taming Foundation Models for Monocular 4D Reconstruction of Hand-Articulated-Object Interactions

Zikai Wang, Zhilu Zhang, Yiqing Wang, Hui Li, Wangmeng Zuo

AAAI2026

Deblur4DGS: 4D Gaussian Splatting from Blurry Monocular Videos

Renlong Wu, Zhilu Zhang, Mingyang Chen, Zifei Yan, Wangmeng Zuo

Preprint2025

PhysWorld: From Real Videos to World Models of Deformable Objects via Physics-Aware Demonstration Synthesis

Yu Yang, Zhilu Zhang, Xiang Zhang, Yihan Zeng, Hui Li, Wangmeng Zuo

AAAI2025

DreamPhysics: Learning Physics-Based 3D Dynamics with Video Diffusion Priors

Tianyu Huang, Haoze Zhang, Yihan Zeng, Zhilu Zhang, Hui Li, Wangmeng Zuo, Rynson W. H. Lau

CVPR2024

DreamControl: Control-Based Text-to-3D Generation with 3D Self-Prior

Tianyu Huang, Yihan Zeng, Zhilu Zhang, Wan Xu, Hang Xu, Songcen Xu, Rynson W.H. Lau, Wangmeng Zuo

ICLR2026

MoSA: Motion-Coherent Human Video Generation via Structure-Appearance Decoupling

Haoyu Wang, Hao Tang, Donglin Di, Zhilu Zhang, Wangmeng Zuo, Feng Gao, Siwei Ma, Shiliang Zhang

AAAI2025

MV-VTON: Multi-View Virtual Try-On with Diffusion Models

Haoyu Wang, Zhilu Zhang, Donglin Di, Shiliang Zhang, Wangmeng Zuo

ICME2024

Multi-Attentional Distance for Zero-Shot Classification with Text-to-Image Diffusion Model Oral

Kailai Feng, Minheng Ni, Jiaxiu Jiang, Zhilu Zhang, Wangmeng Zuo

03

Awards & Honors

Honors & Prizes

Outstanding Doctoral Dissertation of Heilongjiang Provincial Artificial Intelligence Society

2025

Outstanding Graduates of Heilongjiang Province

2025

China National Scholarship (Top 2%)

2024

Pacemaker to Merit Student (Top 1%)

2024

National Scholarship (Top 2%)

2022

Competition Awards

Winner — NTIRE 2020 Challenge on Real Image Denoising (Track 1: rawRGB), CVPR Workshops

2020

Winner — AIM 2020 Challenge on Learned ISP (Track 2: Perceptual), ECCV Workshops

2020

Runner-up — NTIRE 2022 Challenge on Burst Super-Resolution (Track 2: Real World), CVPR Workshops

2022

Runner-up — NTIRE 2022 Challenge on Super-Resolution & Quality Enhancement of Compressed Video, CVPR Workshops

2022

Runner-up — AIM 2022 Challenge on Reversed ISP, ECCV Workshops

2022

Runner-up — NTIRE 2023 Challenge on 360° Omnidirectional Image and Video Super-Resolution, CVPR Workshops

2023