Lixiang Ru

Ph.D student

School of Computer Science, Wuhan University.

🧐

Biography

I'm currently a Ph.D student in School of Computer Science, Wuhan University. I'm interested in Weakly-Supervised vision problems, e.g. weakly-supervised semantic image segmentation, object localization.

Education

School of Computer Science, Wuhan University.

Ph.D in Computer Science,
2018.09 - 2023.06. (Expected)

School of Cyber Science and Engineering, Wuhan University.

B.Sc in Information Security,
2014.09 - 2018.06.

Experience

JD Explore Academy,

Research Intern,
2021.03 - 2022.11.

Publications

Google Scholar

§. Weakly-Supervised Semantic Segmentation, (2020 - Now)

	Token Contrast for Weakly-Supervised Semantic Segmentation Lixiang Ru, Heliang Zheng, Yibing Zhan, Bo Du IEEE Conference on Computer Vision and Pattern Recognition (*CVPR*), 2023. [Paper][Code]
	Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers Lixiang Ru, Yibing Zhan, Baosheng Yu, Bo Du IEEE Conference on Computer Vision and Pattern Recognition (*CVPR*), 2022. [Paper][Code][Poster][Project]
	Weakly-Supervised Semantic Segmentation with Visual Words Learning and Hybrid Pooling Lixiang Ru, Bo Du, Yibing Zhan, Chen Wu International Journal of Computer Vision (*IJCV*), 2022. [Paper][Code]
	Learning Visual Words for Weakly-Supervised Semantic Segmentation Lixiang Ru, Bo Du, Chen Wu International Joint Conference on Artificial Intelligence (IJCAI), 2021. [Paper][Code] [Slide] [Poster]

§. Pixel/Scene-Level Remote Sensing Image Change Detection, (2018 - 2020)

	An Investigation of Traffic Density Changes inside Wuhan during the COVID-19 Epidemic with GF-2 Time-Series Images Chen Wu, Yinong Guo, Haonan Guo, Jingwen Yuan, Lixiang Ru, Hongruixuan Chen, Bo Du, Liangpei Zhang International Journal of Applied Earth Observation and Geoinformation, 2021. [Paper]
	Multi-Temporal Scene Classification and Scene Change Detection with Correlation based Fusion Lixiang Ru, Bo Du, Chen Wu, IEEE Transactions on Image Processing (TIP), 2020. [Paper] [Code] [Dataset]
	Unsupervised Deep Slow Feature Analysis for Change Detection in Multi-Temporal Remote Sensing Images Bo Du, Lixiang Ru, Chen Wu, Liangpei Zhang, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2019. [Paper] [Code]

Competitions

2018.11 Aerospace Remote Sensing Cup of High Resolution Application Solution Competition, Rank 4/94;
2015.11 National College Students Mathematical Competition (Hubei Province), First-Class Prize;

Honors & Awards

2022.10 National Scholarship; Wuhan University;
2022.10 First-Class Outstanding Scholarship for Postgraduate; Wuhan University;
2021.11 National Scholarship; Wuhan University;
2021.11 First-Class Outstanding Scholarship for Postgraduate; Wuhan University;
2020.11 Yisheng Scholarship; Wuhan University;
2020.04 IEEE GRSS Transactions Prize Paper Award; IEEE GRSS Society;
2019.11 First-Class Outstanding Scholarship for Postgraduate; Wuhan University;
2016.10 Outstanding Student Scholarship; Wuhan University;
2016.10 National Encouragement Scholarship; Wuhan University;
2015.10 Outstanding Student Scholarship; Wuhan University;
2015.10 National Encouragement Scholarship; Wuhan University;