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 .
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
✉ = corresponding author
Full List
Multi-Sensor Restoration
Multi-Exposure Restoration
General Restoration
Self-Supervised Restoration
3D/4D Reconstruction
3D/4D Generation
Image/Video Generation
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
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