Jiangping Zhu (朱江平) 🏔️

Associate Professor and PhD supervisor(博士生导师), College of Computer Science, Sichuan University

Associate Dean (on aid mission), School of Information Science and Technology, Tibet University

I received my dual Ph.D. degrees from University of Electronic Science and Technology of China (UESTC) and University of Chinese Academy of Sciences (UCAS) in 2014. My research focuses on medical image analysis, multi-modal learning, computer vision, 3D imaging, and HDR imaging. Currently, I am serving an aid mission to Tibet University as Associate Dean(西藏大学信息科学与技术学院副院长（挂职）), while keeping my affiliation with Sichuan University.

Office: Wangjiang Campus West District Science and Technology Innovation Center 314, Sichuan University

Email: zjp16@scu.edu.cn

Jiangping Zhu

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招生：课题组每年招5-7名硕士/博士。研究方向：医学图像分析、多模态学习、计算机视觉、3D成像、HDR成像。欢迎邮件联系!
2026年9月入学：报考304（计算机学院）或604（图像所）的同学请联系我! 同样欢迎计划2027年9月入学的保研同学联系我!

Recent News

Publications

Multi-Modal Machine Learning

Multi-Label Text Classification Paper

Multi-Label Text Classification with Label Attention Aware and Correlation Aware Contrastive Learning

Zhengzhong Zhu, Pei Zhou, Zeting Li, Kejiang Chen, Jiangping Zhu*

IJCAI 2025, [Paper]

Enhancing GNN Paper

Enhancing Graph Neural Networks through Universal Self-Knowledge Distillation

Zhengzhong Zhu, Pei Zhou, Renyuan Liu, Jiangping Zhu*

Neural Networks, 2025, [Paper]

Unsupervised Semantic Paper

Unsupervised Semantic Discovery via Global and Local Semantic Alignment in Multimodal Clustering

Zhengzhong Zhu, Pei Zhou, Weihong Du, Shiquan Min, Jiangping Zhu*

AAAI 2026, [Paper]

Online Multi-Relational Paper

Online Multi-Relational Clustering with Dominant View Mining

Zhengzhong Zhu, Pei Zhou, Dongsheng Wang, Li Cheng, Jiangping Zhu*

AAAI 2026, [Paper]

Prototype Sample Paper

Prototype and Sample Level Semantic Alignment for Incomplete Multi-View Clustering

CVPR 2026

Reliable Clustering Paper

Reliable Clustering Number Estimation for Contrastive Multi-View Clustering

CVPR 2026

Multi-View Hierarchical Paper

Multi-View Hierarchical Alignment Learning for Spatial Transcriptomics

CVPR 2026

Advanced Medical Image Analysis

FLE-UMAMBA Paper

FLE-UMAMBA: Feature Location Extraction Vision MAMBA-Based UNet for Medical Image Segmentation

Shiquan Min, Yiran Peng*, Jiangping Zhu*, Pei Zhou, Fangji Gan, Zhengzhong Zhu

ICASSP 2026

GQD-DETR Paper

GQD-DETR: A Geometry-Aware and Quality-Adaptive Transformer for Robust Tooth Detection in Heterogeneous Dental Images

Chen Zhang, Ruijie Huang*, Jiangping Zhu*, Shiquan Min, Pei Zhou, Zhongjian Wang

IJCNN 2026

Hybrid Frequency Paper

Hybrid Frequency–Spatial Attention and Arch-Aware Priors for Tooth Detection and FDI Numbering in Dental Images

Xi Wu, Ruijie Huang*, Jiangping Zhu*, Shiquan Min, Pei Zhou, Zhongjian Wang

IJCNN 2026

DiMNet Paper

DiMNet: Multi-Label Detection Algorithm for Panoramic Radiographs

Yanfu Li, Ruijie Huang, Pei Zhou, Zhengzhong Zhu, Jiangping Zhu*

ICIC 2025, [Paper]

Cutting-Edge Computer Vision

EAS-YOLOv5 Paper

EAS-YOLOv5: Enhancing YOLOv5's Attention on Small Objects via Large Objects

Yifan Li, Pei Zhou, Junlin Du, Jiangping Zhu*

IJCNN 2025, [Paper]

Adaptive-Weighted Paper

Adaptive-Weighted Convolutional Filters: A Depth Discrepancy-Focused Approach to Defocus Estimation

Siwei Yan, Jiangping Zhu*, Pei Zhou, Junlin Du

IJCNN 2025, [Paper]

MFNet Paper

MFNet: A Novel Multilevel Feature Fusion Network With Multibranch Structure for Surface Defect Detection

Jiangping Zhu, Guohuan He, Pei Zhou

IEEE Trans. Instrum. Meas., Vol. 72, pp. 1-11, 2023 （中科院二区SCI）, [Paper]

Innovative 3D Imaging Technologies

Bi-Telecentric Paper

Bi-Telecentric Camera Calibration via Orthogonal Binary Phase Target for Shallow DoF and High-Accuracy Fringe Projection 3-D Microscopy

Jiangping Zhu, Xiaopeng Luo, Zhoumiao He, Guigang Yin, Pei Zhou

IEEE Trans. Instrum. Meas., Vol. 74, pp. 1-10, 2025 （中科院二区SCI）, [Paper]

Spatial-Temporal Paper

Spatial-temporal binarization encoding basis modulation Fourier single-pixel imaging

Jiangping Zhu, Yi Shuai, Lei Liu, Guigang Yin, Pei Zhou

Opt. Express, Vol. 33, No. 10, pp. 20767-20784, 2025 （中科院二区SCI）, [Paper]

SDD-Net Paper

SDD-Net: Self-Supervised Dual-Domain Dual-Path Single-Pixel Imaging

Zhengmin Guo, Pei Zhou, Jiangping Zhu

Opt. Express, Vol. 32, No. 17, pp. 30787, 2024 （中科院二区SCI）, [Paper]

NMSCANet Paper

NMSCANet: stereo matching network for speckle variations in single-shot speckle projection profilometry

Genshen Li, Pei Zhou, Junlin Du, Jianwei Zhang, Jiangping Zhu

Opt. Express, Vol. 32, No. 4, pp. 4778-4798, 2024 （中科院二区SCI）, [Paper]

Expandable Weighted Paper

An Expandable Weighted Spatial-Temporal Binarization Encoding Method Maximizing Intensity Information Utilization for 3-D Imaging

Jiangping Zhu, Jun Luo, Guigang Yin, Pei Zhou

IEEE Trans. Instrum. Meas., Vol. 73, pp. 1-11, 2024 （中科院二区SCI）, [Paper]

DCSM Network Paper

Accurate 3D Reconstruction of Single-Frame Speckle-Encoded Textureless Surfaces Based on Densely Connected Stereo Matching Network

Ruike Wang, Pei Zhou, Jiangping Zhu

Opt. Express, Vol. 31, No. 9, pp. 14048-14067, 2023 （中科院二区SCI）, [Paper]

Temporal-Spatial Binary Paper

Accurate and Fast 3D Surface Measurement with Temporal-Spatial Binary Encoding Structured Illumination

Jiangping Zhu, Pei Zhou, Xianyu Su, Zhisheng You

Opt. Express, Vol. 24, No. 25, pp. 28549-28560, 2016 （中科院二区SCI）, [Paper]

Diffusion Kernel Paper

An Optimizing Diffusion Kernel-Based Binary Encoding Strategy with Genetic Algorithm for Fringe Projection Profilometry

Jiangping Zhu, Changhui Zhu, Pei Zhou, Zhoumiao He, Di You

IEEE Trans. Instrum. Meas., Vol. 71, pp. 1-8, 2022 （中科院二区SCI）, [Paper]

MSUNet++ Paper

Deep Learning-Based End-to-End 3D Depth Recovery from a Single-Frame Fringe Pattern with the MSUNet++ Network

Chao Wang, Pei Zhou, Jiangping Zhu

Opt. Express, Vol. 31, No. 20, pp. 33287-33298, 2023 （中科院二区SCI）, [Paper]

3D Imaging Binary Paper

3D imaging method based on binary encoded fringes with complementary symmetric error diffusion paths

Yuqi Yang, Jiangping Zhu, Jun Luo, Fan Yang, Pei Zhou

Appl. Opt., Vol. 64, No. 10, pp. 2339-2350, 2025, [Paper]

SIM Binary Sampling Moiré Paper

Enhanced Accuracy in 3D Structured Illumination Microscopy Through Binary Encoding with Accelerated Speed Using Sampling Moiré

Zhoumiao He, Pei Zhou, Jianwei Zhang, Jiangping Zhu

Opt. Lasers Eng., Vol. 180, pp. 108297, 2024, [Paper]

MFPP Calibration Paper

Theoretical Model and Experimental Investigation on Integrated Calibration in MFPP With a Bi-Telecentric Camera and a Scheimpflug Projector

Shiyong An, Pei Zhou, Jiangping Zhu, Hongyu Yang

IEEE Trans. Instrum. Meas., Vol. 73, pp. 1-12, 2024 （中科院二区SCI）, [Paper]

Bi-Telecentric Calibration Paper

Constrained Nonlinear Optimization Method for Accurate Calibration of a Bi-Telecentric Camera in a Three-Dimensional Microtopography System

Wenfan Xiao, Pei Zhou, Shiyong An, Jiangping Zhu

Appl. Opt., Vol. 61, No. 1, pp. 157-166, 2022, [Paper]

High Dynamic Range Imaging Systems

Adaptive Fringe HDR Paper

Efficient 3D Measurement of a HDR Surface Based on Adaptive Fringe Projection

Jialing Hu, Jiangping Zhu, Pei Zhou

Appl. Opt., Vol. 61, No. 30, pp. 9028-9036, 2022, [Paper]

Shape-from-Focus HDR Paper

Improved Shape-from-Focus Reconstruction for High Dynamic Range Freedom Surface

Zhoumiao He, Pei Zhou, Jiangping Zhu, Jianwei Zhang

Opt. Lasers Eng., Vol. 170, pp. 107784, 2023, [Paper]

Learning-Based Modulation Paper

Learning-Based Modulation Enhancement for High-Dynamic-Range Fringe Projection Profilometry

IJCNN 2026

High Dynamic Reflection Paper

High dynamic reflection surface 3D reconstruction with sharing phase demodulation mechanism and multi-indicators guided phase domain fusion

Jiangping Zhu, Fan Yang, Jialing Hu, Pei Zhou

Opt. Express, Vol. 31, No. 15, pp. 25318-25338, 2023 （中科院二区SCI）, [Paper]

High-Dynamic-Range 3D Paper

High-Dynamic-Range 3-D Shape Measurement With Adaptive Speckle Projection Through Segmentation-Based Mapping

Pei Zhou, Yue Cheng, Jiangping Zhu, Jialing Hu

IEEE Trans. Instrum. Meas., Vol. 72, pp. 1-12, 2023 （中科院二区SCI）, [Paper]

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