Huihui Li (李晖晖) | Assoc. Prof.

Dr. Huihui Li is an Assoc. Prof. at Northwestern Polytechnical University, Xi'an, China. She received the M.S. and Ph.D. degrees from Northwestern Polytechnical University, Xi'an, China, in 2003 and 2007, respectively. Her main research interests are computer vision, pattern recognition, and remote sensing image image processing and analysis. She is or has been a reviewer for IEEE TVCST, ACM MM, Journal of Automation, Control and Decision Making, etc. She is a expert in correspondence evaluation for the National Natural Science Foundation of China, and is a member of China Graphics Society, China Artificial Intelligence Society, Automation Society.

Research

My current work mainly involves computer vision, pattern recognition, and deep learning. Specifically, it includes the following aspects:

  • Multimodal data learning and fusion:
    • Cross-modal graphic matching and retrieval;
    • SAR and multispectral image fusion and conversion generation;
    • Target detection and recognition based on visual relations.
  • UAV intelligent visual perception (visual navigation, localization and tracking).
  • Vision-based intelligent monitoring and state detection of unattended industrial scenes.

Selected Publications

  • Seg-CycleGAN: SAR-to-Optical Image Translation Guided by a Downstream Task. Hannuo Zhang, Huihui Li*, Jiarui Lin, Yujie Zhang, Jianghua Fan, Hang Liu. IEEE Geoscience and Remote Sensing Letters (IEEE GRSL), 2025. [paper] [code]

  • Dual Stream Relation Learning Network for Image-Text Retrieval. Dongqing Wu, Huihui Li*, Cang Gu, Lei Guo, Hang Liu. IEEE Transactions on Multimedia (IEEE TMM), 2024. [paper] [code]

  • Spatial-Channel Attention Transformer with Pseudo Regions for Remote Sensing Image-Text Retrieval. Dongqing Wu, Huihui Li*, Xinyuan Hou, Cuili Xu, Gong Cheng, Lei Guo, and Hang Liu. IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2024. [paper] [code]

  • Feature First: Advancing Image-Text Retrieval through Improved Visual Features. Dongqing Wu, Huihui Li*, Cang Gu, Hang Liu, Cuili Xu, Yinxuan Hou, Lei Guo. IEEE Transactions on Multimedia (IEEE TMM), 2024. [paper] [code]

  • Instrument Detection and Reading Based on Arbitrary Quadrilateral. Huihui Li*, Yulin Feng, Yi Zhao, Qianru Wen, Hang Liu. IEEE Transactions ON Instrumentation and Measurement (IEEE TIM), 2024. [paper] [code]

  • Bel: Batch Equalization Loss for scene graph generation. Huihui Li*, Baorong Liu, Dongqing Wu, Hang Liu, Lei Guo. Pattern Analysis and Applications (PAA), 2023. [paper] [code]

  • Multiscale Generative Adversarial Network Based on Wavelet Feature Learning for SAR-to-Optical Image Translation. Huihui Li*, Cang Gu, Dongqing Wu, Gong Cheng, Lei Guo, Hang Liu. IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022. [paper] [code]

  • Improving Fusion of Region Features and Grid Features via Two-Step Interaction for Image-Text Matching. Dongqing Wu, Huihui Li*, Cang Gu, Lei Guo, Hang Liu. Proceedings of the 30th ACM International Conference on Multimedia (ACM MM), 2022. [paper] [code]

  • Global-Guided Asymmetric Attention Network for Image-Text Matching. Dongqing Wu, Huihui Li*, Yinge Tang, Lei Guo, Hang Liu. Neurocomputing, 2022. [paper] [code]

Major Honors & Awards

  • 2022年: 领跑者5000—中国精品科技期刊顶尖学术论文;

  • 2015年: 《仪器仪表学报》优秀论文;

  • 2012年: 国防技术发明奖三等奖;

  • 2011年: 中国百篇最具影响力的论文.