SL Shuai Lu
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Portrait illustration of Shuai Lu

Shuai Lu 陆帅

Postdoctoral Fellow

Affiliation
Beijing Institute of Technology
Research
Vision-Language Models · Anomaly Detection · Medical Image Analysis
Address
Beijing 100081, China
Google Scholar ↗ ResearchGate ↗ OpenReview ↗ Semantic Scholar ID ↗

Biography

Introduction

I am a postdoctoral fellow in the School of Information and Electronics at Beijing Institute of Technology (BIT), China. I received my Ph.D. degree in Electronic Information from BIT in 2024. From 2025 to 2026, I was a visiting scholar at the Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, supported by the China Scholarship Council's Innovative Talents International Cooperation Program. My research focuses on artificial intelligence for medical and industrial applications, with particular interests in vision-language models, unsupervised anomaly detection, and ophthalmic image analysis.

News

  • Completed my visiting scholar appointment at IHPC, A*STAR, Singapore.
  • Our paper Dinomaly was published at CVPR 2025.
  • Started a visiting scholar appointment at IHPC, A*STAR, Singapore.
  • Joined Beijing Institute of Technology as a postdoctoral fellow.
  • Received my Ph.D. degree in Electronic Information from Beijing Institute of Technology.

Journal Articles

9 publications

* indicates corresponding authorship and † indicates equal contribution.

Haibo Wang†, Siyi Zhang†, Hongwei Zhang, Shuai Lu*

Swin Transformer–Normalising Flow: An unsupervised learning model for defect detection on fabric surfaces using Normalising Flow

Coloration Technology, 2026

Tianxi Wu†, Zeyu Wang†, Hongwei Zhang, Shuai Lu*, Huanhuan Zhang

Dual-task teacher–student networks for unsupervised anomaly detection

Coloration Technology, 2025

Shuai Lu, Weihang Zhang, He Zhao, Hanruo Liu, Ningli Wang

Anomaly Detection for Medical Images using Heterogeneous Auto-Encoder

IEEE Transactions on Image Processing

Shuai Lu, He Zhao, Hanruo Liu, Huiqi Li, Ningli Wang

PKRT-Net: Prior knowledge-based relation transformer network for optic cup and disc segmentation

Neurocomputing

Jia Guo, Shuai Lu, Lize Jia, Weihang Zhang, Huiqi Li

Encoder-Decoder Contrast for Unsupervised Anomaly Detection in Medical Images

IEEE Transactions on Medical Imaging

Shuai Lu, Weihang Zhang, Jia Guo, Hanruo Liu, Huiqi Li, Ningli Wang

PatchCL-AE: Anomaly Detection for Medical Images Using Patch-wise Contrastive Learning-based Auto-encoder

Computerized Medical Imaging and Graphics

Yong-li Xu, Shuai Lu, Han-xiong Li, Rui-rui Li

Mixed Maximum Loss Design for Optic Disc and Optic Cup Segmentation with Deep Learning from Imbalanced Samples

Sensors

Collaborating author

REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs

Medical Image Analysis

Collaborating author

A hierarchical deep learning approach with transparency and interpretability based on small samples for glaucoma diagnosis

npj Digital Medicine

Conference Papers

3 publications

Jia Guo, Shuai Lu, Weihang Zhang, Fang Chen, Huiqi Li, Hongen Liao

Dinomaly: The less is more philosophy in multi-class unsupervised anomaly detection

CVPR 2025CCF-A

Jia Guo, Shuai Lu, Lize Jia, Weihang Zhang, Huiqi Li

ReContrast: Domain-Specific Anomaly Detection via Contrastive Reconstruction

NeurIPS 2023CCF-A

Shuai Lu, Weihang Zhang, Lijun Jiang, Huiqi Li

DE-AE: A Dual-Encoder-Based Auto-encoder Framework with Improved Transformer for Anomaly Detection in Medical Imaging

ICIEA 2023Conference paper

Patents

4 records

  1. 一种基于视觉语言模型的视盘萎缩弧弱监督分割方法

    Invention patent · First inventor

  2. 一种基于血管特征引导的视盘和视杯分割方法

    CN115018855A · 2022-09-06 · Second inventor

  3. 一种基于无监督异构蒸馏框架的视网膜 OCT 图像病变分类方法

    CN116091449A · 2023-05-09 · Second inventor

  4. 一种基于扭结点的轻量级视杯分割方法

    Invention patent · Second inventor

Reviews

Conference Review

  • Medical Image Computing and Computer Assisted Intervention (MICCAI)
  • AAAI Conference on Artificial Intelligence (AAAI)

Journal Review

  • IEEE Transactions on Image Processing (TIP)
  • IEEE Journal of Biomedical and Health Informatics (JBHI)
  • IEEE Transactions on Evolutionary Computation (TEVC)
  • Engineering Applications of Artificial Intelligence
  • Knowledge-Based Systems