👋 About Me

I am an Assistant Professor at School of Information Science and Technology, Southwest Jiaotong University. Before that, I got my Ph.D. from Beihang University under the supervision of Prof. Shi Zhenwei, the head of LEVIR Laboratory. My research interests lie in the deep learning, computer vision, and remote sensing image processing.

Self-motivated graduate/undergraduate students are welcomed to join my research group. Please email me with your CV if you are interested. (Email: senlei@swjtu.edu.cn)

🔥 News

  • 2024.06: One paper is accepted by TGRS (IF=8.2)!
  • 2023.12: One paper is accepted by TGRS (IF=8.2)!

📝 Selected Publications

My full paper list can be found at

arXiv 2024
RRSIS-FIANet

Exploring Fine-Grained Image-Text Alignment for Referring Remote Sensing Image Segmentation
ArXiv, 2024
Sen Lei, Xinyu Xiao, Heng-Chao Li, Zhenwei Shi, Qing Zhu
[ArXiv][Code]

arXiv 2024
FER-YOLO-Mamba
TGRS 2024
IDA-SiamNet

IDA-SiamNet: Interactive- and Dynamic-Aware Siamese Network for Building Change Detection
IEEE TGRS, 2024
Yun-Cheng Li, Sen Lei*, Nanqing Liu, Heng-Chao Li, Qian Du
[TGRS] [Code]

TGRS 2024
HiReNet

HiReNet: Hierarchical-Relation Network for Few-Shot Remote Sensing Image Scene Classification
IEEE TGRS, 2024
Feng Tian†, Sen Lei†, Yingbo Zhou, Jialin Cheng, Guohao Liang, Zhengxia Zou, Heng-Chao Li, Zhenwei Shi
[TGRS]

TGRS 2022
TransENet

Transformer-Based Multistage Enhancement for Remote Sensing Image Super-Resolution
IEEE Transactions on Geoscience and Remote Sensing, 2022
Sen Lei, Zhenwei Shi, Wenjing Mo
[TGRS][Code] (105 Citations, ESI Highly Cited Paper(Top-1%))

TGRS 2022
HSENet

Hybrid-Scale Self-Similarity Exploitation for Remote Sensing Image Super-Resolution
IEEE Transactions on Geoscience and Remote Sensing, 2022
Sen Lei, Zhenwei Shi
[TGRS][Code] (101 Citations, ESI Highly Cited Paper(Top-1%))

JSTARS 2021R2HGAN

Hyperspectral Remote Sensing Imagery Generation From RGB Images Based on Joint Discrimination
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021
Liqin Liu, Sen Lei, Zhenwei Shi, Ning Zhang, Xinzhong Zhu
[JSTARS][Code]

CVPR 2020
DAD

Deep Adversarial Decomposition: A Unified Framework for Separating Superimposed Images
IEEE Conference on Computer Vision and Pattern Recognition, 2020
Zhengxia Zou, Sen Lei, Tianyang Shi, Zhenwei Shi, Jieping Ye
[CVPR][Code]

TGRS 2020
CDGAN

Coupled Adversarial Training for Remote Sensing Image Super-Resolution
IEEE Transactions on Geoscience and Remote Sensing, 2020
Sen Lei, Zhenwei Shi, Zhengxia Zou
[TGRS] (120 Citations)

GRSL 2017
LGCNet

Super-Resolution for Remote Sensing Images via Local–Global Combined Network
IEEE Geoscience and Remote Sensing Letters, 2017
Sen Lei, Zhenwei Shi, Zhengxia Zou
[GRSL] (284 Citations, ESI Highly Cited Paper(Top-1%))

🏆 Honors and Awards

  • 2023 Innovative and Entrepreneurial Talents, Qingyang District Committee of Chengdu
  • 2023 Excellent Paper Award in 2019-2021, Journal of Data Acquisition and Processing
  • 2022 Excellent Doctoral Thesis of Beihang, Beihang University
  • 2021 “Outstanding Graduates” of Beihang, Beihang University
  • 2020 First Prize of “AVIC Scholarship”, Beihang University
  • 2020 Doctoral Scholarship Fund for Excellence, Beihang University
  • 2019 Excellent Academic Paper Award, Beihang University

📝 Services

Editor Service

  • Remote Sensing, Special Issue: “Imagery Classification and Feature Extraction Based on Hyperspectral Remote Sensing”. Guest Editor. Deadline for manuscript submissions: 30 Nov. 2024.

Reviewer Service

  • ACM MM
  • IEEE Transactions on Image Processing
  • IEEE Transactions on Neural Networks and Learning Systems
  • IEEE Transactions on Multimedia
  • IEEE Transactions on Geoscience and Remote Sensing
  • ISPRS Journal of Photogrammetry and Remote Sensing
  • International Journal of Applied Earth Observation and Geoinformation
  • IEEE Transactions on Intelligent Transportation Systems
  • Information Fusion
  • Expert Systems With Applications
  • Engineering Applications of Artificial Intelligence
  • Geo-Spatial Information Science
  • International Journal of Digital Earth
  • Remote Sensing
  • Infrared Physics and Technology
  • Neurocomputing
  • IEEE Geoscience and Remote Sensing Letters
  • IEEE Transactions on Radiation and Plasma Medical Sciences
  • Knowledge-Based Systems
  • IEEE CAA Journal of Automatica Sinica
  • Scientific Reports

📖 Educations

  • 2015.09 - 2021.06, Ph.D. in Pattern Recognition and Intelligent System, Beihang University, China.
  • 2011.09 - 2015.06, B.S. in Navigation, guidance, and control , Beihang University, China.

📝 Experience

  • 2024.01 - Present, Southwest Jiaotong University, Assistant Professor
  • 2021.07 - 2024.01, AVIC Chengdu Aircraft Industrial (Group) Company Ltd., Engineer for Remote Sensing Processing,
  • 2020.07 - 2020.08, Alibaba Group, The Intern of Algorithm Engineer