Ran He

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My Research

My research interests include computer vision, pattern recognition, machine learning, and image processing. I have been working on the following research topics:


  • Biometrics
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    I am interested in advanced biometric algorithms in terms of iris recognition, face recognition, heterogeneous image synthesis and recognition. I am committed to tacking biometric recognition problems in complex unconstrained situations, such as large pose variations and extreme lightings. Some works have achieved satisfactory performances in real scenarios, and been successfully applied in mobile phones, public security, etc.


  • Low-Level Vision
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    I am interested in most tasks of low-level vision, like super-resolution, deblurring, denoising, inpainting, deraining, anti-makeup, face aging and cross-spectral hallucination. Some of the works have achieved promising performances in diverse datasets and benchmarks. We have already focused on image enhancement in real-world scenarios like surveillance, and alleviated the challenges of down-stream computer-vision applications.


  • Unsupervised Learning and Generative Models
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    I am interested in developing unsupervised learning methods and generative models, including information theory learning, domain adaptation, Variational Autoencoder and Generative Adversarial Networks. The proposed algorithms achieved advanced distribution quality and visual appearance. Specifically, I am trying to conquer the essential issues in high-resolution synthesis. Some of the works have been successfully applied to novel view synthesis, portrait manipulation, and image-to-image translation.


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    News

    • 03/2022   I will serve as the Area Chair of NeurIPS 2022.
    • 03/2022   4 paper accepted in CVPR 2022.
    • 02/2022   I will serve as the Area Chair of ECCV 2022.
    • 12/2021   1 papers accepted in IJCAI 2021.
    • 07/2021   2 papers accepted in ICCV 2021.
    • 07/2021   I will serve as the Associate Editor of IEEE TIP.
    • 03/2021   I will serve as the Area Chair of NeurIPS 2021.
    • 03/2021   5 papers accepted in CVPR 2021.
    • 01/2021   Many congratulations to Xiangqiang Zhou, presented with IAPR ICPR Best Scientific Paper Award for Contrastive Relation Network.
    • 12/2020   Many congratulations to Xiang Wu, presented with IEEE SPS Young Author Best Paper Award for Light CNN.
    • 09/2020   Ran He is leading a "2035 Innovation Team" of AI research in CASIA!
    • 09/2020   Congratulations! Dr. Jia Li is awarded with "CAS Special Research Assistant Program"!
    • 08/2020   Yi Li won the Chinese Academy of Sciences Presidential Scholarship!
    • 07/2020   Congratulations! Ran He was named as IAPR Fellow!
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    Join us!

    • New!依托自动化所、国科大等高水平学术机构招收博士、硕士研究生,欢迎联系
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