my photo


News

Opening: I am looking for RA/Postdoc to work on medical image analysis, computer vision and machine learning. Please feel free to drop me an email if interested.

  • [06/2020] Paper on cell detection and counting is accepted to MICCAI 2020.
  • [06/2020] Paper on partial correlation learning for cross-modal retrieval is accepted to TMM.
  • [09/2019] Paper on multimodal harmonization learning is accepted to TPAMI.


    • Short Bio

    I am now an assistant research fellow with the Research Center for Artificial Intelligence, Peng Cheng Laboratory . Before that, I was a post-doc at the School of Computer Science and Technology, University of Chinese Academy of Sciences (UCAS), supervised by Prof. Qingming Huang. I obtained my Ph.D. degree in UCAS, supervised by Prof. Qingming Huang and Dr. Shuhui Wang in December 2017. I received the B.S. degree in mathematics and applied mathematics and the M.S. degree in operational research and cybernetics from Zhengzhou University, in 2009 and 2012, respectively.



    Research Interests

    Multimodal Learning, Computer Vision, Medical Image Analysis, Machine Learning.

    Recently, I focus on multimodal learning for medical scenarios, for improving lesion detection, abnormal structure segmentation and quantification, cancer diagnosis and therapy.



    Publications

    Learning Feature Representation and Partial Correlation for Multimodal Multi-Labeled Data.
    Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian. [paper]
    IEEE Trans. Multimedia (TMM), accepted.

    Learning Feature Representation and Partial Correlation for Multimodal Multi-Labeled Data.
    Yiling Wu, Shuhui Wang, Guoli Song, Qingming Huang. [paper]
    IEEE Trans. Multimedia (TMM), accepted.

    Harmonized Multimodal Learning with Gaussian Process Latent Variable Models.
    Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian. [paper]
    IEEE Trans. Pattern Analysis and Machine Intelligence (TPAMI), accepted.

    Learning Fragment Self-Attention Embeddings for Image-Text Matching.
    Yiling Wu, Shuhui Wang, Guoli Song, Qingming Huang. [paper] [code]
    ACM Multimedia, 2019. (oral).

    Online Asymmetric Metric Learning with Multi-Layer Similarity Aggregation for Cross-Modal Retrieval.
    Yiling Wu, Guoli Song, Shuhui Wang, Qingming Huang. [paper] [code]
    IEEE Trans. Image Processing 28(9): 4299-4312, 2019.

    Multimodal Similarity Gaussian Process Latent Variable Model.
    Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian. [paper] [code]
    IEEE Trans. Image Processing 26(9): 4168-4181, 2017.

    Multimodal Gaussian Process Latent Variable Models with Harmonization.
    Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian. [paper] [code]
    ICCV 2017.

    Similarity Gaussian Process Latent Variable Model for Multi-Modal Data Analysis.
    Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian. [paper]
    ICCV 2015.