Giter VIP home page Giter VIP logo

Guangyu Guo, PhD (Chinese name: 郭广宇) 👋

[Google Scholar] [知乎]

About Me

  • Current State: I am pursuing my Ph.D. degree at Northwestern Polytechnical University, also as a Research Intern at Medical AI Laboratory, Damo, Alibaba.
  • Research Interests: Computer Vision and Artificial Intelligence related topics, especially in weakly supervised learning, knowledge distillation, medical image analysis, and vision-language model.

Education/Work Experience

  • $\bullet$ 2023-Present: Research Intern at Medical AI Laboratory, Damo (达摩院) Alibaba (阿里巴巴)
  • $\bullet$ 2021-2022: Inter at the third academy of China Aerospace Science and Industry Corporation (CASIC)
  • $\bullet$ 2018-Present: Northwestern Polytechnical University, Ph.D, supervised by Prof. Junwei Han and Prof. Dingwen Zhang
  • $\bullet$ 2016-2018: Northwestern Polytechnical University, MA, supervised by Prof. Junwei Han
  • $\bullet$ 2012-2016: Nanjing University of Aeronautics and Astronautics, BA

Research Experience

Time Domain Papers
2021 - Present AI for Medical IE-Net(JBHI), PAE-ASS(Neural Netw.), RG-CD(Arxiv24) 1 TMI under review
2021 - Present Knowledge distillation SPU(Vis. Intell.), Pixel Distillation(TPAMI) 1 TPAMI under review
2018 - 2022 Weakly-supervised Learning ODSAWL(TCSVT), SLT-Net(CVPR), GWSOL(TNNLS)
2016 - 2017 Flow estimation, Keypoint detection PoseFlow(CVPR)

Project Experience

Time Task Projects Source
2023 - Present Medical Image Analysis AI-powered multi-cancer early detection public welfare program, CT-based Survival Prediction Medical AI Lab, Alibaba Damo
2022 - Present Medical Image Analysis Nuclei recognition, Lung ultrasound B-Line detection Xijing Hospital, The Fourth Military Medical University
2021 - 2022 Object and Keypoint Detection Infrared ship recognition under complex background China Aerospace Science and Industry Corporation (CASIC)

News

  • $\bullet$ 2024.07: One paper was accepted to TPAMI.
  • $\bullet$ 2024.04: Congratulations to Kaihui Yang on obtaining the Ph.D qualification of NWPU
  • $\bullet$ 2024.01: One paper was accepted to ACM TOMM. Congratulations to Kaihui Yang.
  • $\bullet$ 2024.01: One paper was accepted to Neural Networks. Congratulations to Jieru Yao.

Paper List

$^{\star}$ equal contribution; 📧 corresponding author.

  • $\bullet$ Guangyu Guo, Dingwen Zhang, Longfei Han, Nian Liu, Ming-Ming Cheng, Junwei Han. Pixel Distillation: Cost-flexible Distillation across Image Sizes and Heterogeneous Networks. TPAMI, 2024.
  • $\bullet$ Kaihui Yang, Junwei Han, Guangyu Guo, Chaowei Fang, Yingzi Fan, Lechao Cheng, Dingwen Zhang. Progressive Adapting and Pruning: Domain-Incremental Learning for Saliency Prediction. ACM TOMM, 2024.
  • $\bullet$ Jieru Yao, Longfei Han, Kaihui Yang, Guangyu Guo, Nian Liu, Xiankai Huang, Zhaohui Zheng, Dingwen Zhang, Junwei Han. Contextual Dependency Vision Transformer for spectrogram-based multivariate time series analysis. Neurocomputing, 2024.
  • $\bullet$ Guangyu Guo, Jiawen Yao, Yingda Xia, Tony CW Mok, Zhilin Zheng, Junwei Han, Le Lu, Dingwen Zhang, Jian Zhou, Ling Zhang. Boosting Medical Image-based Cancer Detection via Text-guided Supervision from Reports. arXiv preprint, 2024.
  • $\bullet$ Jieru Yao, Longfei Han, Guangyu Guo, Zhaohui Zheng, Runmin Cong, Xiankai Huang, Jin Ding, Kaihui Yang, Dingwen Zhang, Junwei Han. Position-based anchor optimization for point supervised dense nuclei detection. Neural Networks, 2024.
  • $\bullet$ Guangyu Guo, Longfei Han, Le Wang, Dingwen Zhang, Junwei Han. Semantic-aware Knowledge Distillation with Parameter-free Feature Uniformization. Visual Intelligence, 2023.
  • $\bullet$ Dingwen Zhang, Junwei Han, Guangyu Guo, Long Zhao. Generalized Weakly Supervised Object Localization. TNNLS, 2022.
  • $\bullet$ Guangyu Guo, Junwei Han, Fang Wan, Dingwen Zhang. Strengthen learning tolerance for weakly supervised object localization. CVPR, 2021.
  • $\bullet$ Guangyu Guo, Zhuoyan Liu, Shijie Zhao, Lei Guo, Tianming Liu. Eliminating indefiniteness of clinical spectrum for better screening COVID-19. JBHI, 2021.
  • $\bullet$ Dingwen Zhang, Guangyu Guo $^{\star}$, Dong Huang, Junwei Han. Poseflow: A deep motion representation for understanding human behaviors in videos. CVPR. 2018.
  • $\bullet$ Dingwen Zhang, Junwei Han, Guangyu Guo, Long Zhao. Learning object detectors with semi-annotated weak labels. TCSVT, 2018.

Guangyu Guo (郭广宇)'s Projects

ai-server-configuration-cn icon ai-server-configuration-cn

深度学习服务器配置,适合需要自己配置服务器,有一定用户管理需求的高校实验室

gwsol icon gwsol

The pytorch code of Generalized Weakly Supervised Object Localization, TNNLS 2022

ie-net icon ie-net

official code of "Eliminating Indefiniteness of Clinical Spectrum for Better Screening COVID-19", accepted by IEEE Journal of Biomedical and Health Informatics (JBHI2021).

latex-cn icon latex-cn

LaTex常见编辑器汇总:优缺点及配置教程 (Texlive/VSCode/Overleaf)

linux-automatic-dialing icon linux-automatic-dialing

Linux server automatically redials after network disconnection or reboot, suitable for individuals and university laboratories.| Linux服务器断网及重启后自动重新拨号,适合个人及高校实验室

odsawl icon odsawl

code for "Learning Object Detectors with Semi-Annotated Weak Labels", published in TCSVT2018

pfn icon pfn

This is the release for paper "PoseFlow: A Deep Motion Representation for Understanding Human Behaviors in Videos" CVPR2018

pixeldistillation icon pixeldistillation

Official code for TPAMI2024 paper: Pixel Distillation: Cost-flexible Distillation across Image Sizes and Heterogeneous Networks

slt-net icon slt-net

official implementation of "Strengthen Learning Tolerance for Weakly Supervised Object Localization", CVPR2021.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.