Home  |  Team  |  Research  |  Publications  |  Resources

AI-guided Medical Image Analysis: Computational Histopathology & Computational Radiology

Weakly-supervised learning for WSI classification

  • Vision Transformers for Computational Histopathology
    Hongming Xu, Qi Xu, Fengyu Cong, Jeonghyun Kang, Chu Han, Zaiyi Liu, Anant Madabhushi and Cheng Lu
    IEEE Reviews in Biomedical Engineering (RBME), vol. x, no. x, pp. xx, 2023


  • Deep learning-based Survival Prognosis from WSI

  • Spatial analysis of tumor infiltrating lymphocytes in histological sections using deep learning techniques predicts progression-free survival in colorectal carcinoma
    Hongming Xu*, Yoon Jin Cha*, Jean R. Clemenceau, Jinhwan Choi, Sung Hak Lee, Jeonghyun Kang, and Tae Hyun Hwang
    Journal of Pathology: Clinical Research vol.8, no.4, pp.327-339, 2022


  • Multi-modality MRI-based Learning for Segmentation and Prediction

  • Automatic cervical cancer segmentation in multimodal MRI using an EfficientNet encoder in UNet++ architecture
    Shan Jin Hongming Xu#, Yue Dong, Xinyu Hao, Fengying Qin, Qi Xu, Yong Zhu, and Fengyu Cong
    International Journal of Imaging Systems and Technology, 2023 vol.33, pp.362-377, 2023


  • Object Detection in Digital Pathology and Microscopy Images

  • An Efficient Technique for Nuclei Segmentation Based on Ellipse Descriptor Analysis and Improved Seed Detection Algorithm
    Hongming Xu, Cheng Lu, Mrinal Mandal
    IEEE Journal of Biomedical and Health Informatics, vol. 18, no. 5, pp. 1729-1741, 2014
  • Automatic Nuclei Detection Based on Generalized Laplacian of Gaussian Filters
    Hongming Xu, Cheng Lu, Richard Berendt, Naresh Jha, Mrinal Mandal
    IEEE Journal of Biomedical and Health Informatics, vol. 21, no. 3, pp. 826-837, 2017
  • Automatic Nuclear Segmentation Using Multiscale Radial Line Scanning With Dynamic Programming
    Hongming Xu, Cheng Lu, Richard Berendt, Naresh Jha, Mrinal Mandal
    IEEE Transactions on Biomedical Engineering, vol. 64, no. 10, pp. 2475-2485, 2017


  • Classification and Cancer Grading in Digital Pathology

  • Automated analysis and classification of melanocytic tumor on skin whole slide images
    Hongming Xu, Cheng Lu, Richard Berendt, Naresh Jha, Mrinal Mandala
    Computerized Medical Imaging and Graphics, vol. 66, pp. 124-134, 2018
  • Automatic measurement of melanoma depth of invasion in skin histopathological images
    Hongming Xu, Richard Berendt, Naresh Jha, Mrinal Mandala
    Micron, vol. 9351, pp. 383-390, 2015
  • Computerized Classification of Prostate Cancer Gleason Scores from Whole Slide Images
    Hongming Xu, Sunho Park, Tae Hyun Hwang
    IEEE/ACM Transactions on Computational Biology and Bioinformatics , accepted in Sep. 2019



  • Home  |  Team  |  Research  |  Publications  |  Resources