Systems & Applications

Research Highlights (back to Research Overview)

Please find more publication and technical reports on Google Scholar. Some of our codes and datasets are available at GitHub.

Abbreviations: [C]: Conference; [J] Journal; [W] Workshop; [TR]: Technical Report; [B]: Book; [P]: Patent; [Comp]: Competition; [Proj]: Project; [Org] Program Organization; [SOTA]: State-of-the-art (at the time of publication)

AI Systems:

AI Applications - Science & Engineering & Education & Finance:

    • [J] Deep Learning-based Automated Image Segmentation for Concrete Petrographic Analysis, Yu Song, Zilong Huang, Chuanyue Shen, Humphrey Shi, David A Lange, Cement and Concrete Research, 2020 (top journal for materials in civil engineering)
    • [C] Galaxy Classification Using Deep Convolutional Neural Networks, Honghui Shi and Thomas Huang, GPU Technology Conference (GTC), 2015
    • [Proj] Cement Phase Segmentation, collaborated with UIUC Civil Engineering (2018-2020)
    • [Proj] AI for Education, sponsored by New Oriental Education Technology (2018-2019)
    • [Proj] Intelligent Learning Advisor, sponsored by IBM Research (2017-2021)
    • [Proj] Deep Learning in Financial Modeling and Strategy, sponsored by Jump Trading (2015-2018)
    • [Proj] Galaxy Classification, collaborated with UIUC Astronomy (2014-2015)
    • [Proj] Gravitational Lens Detection, collaborated with UIUC Astronomy (2014-2015)

AI Applications - Agriculture:

AI Applications - Medicine:

    • [C] Motion Pyramid Networks for Accurate and Efficient Cardiac Motion Estimation, Hanhcao Yu, Xiao Chen, Humphrey Shi, Terrence Chen, Thomas Huang, Shanhui Sun, MICCAI, 2020
    • [C] FOAL: Fast Online Adaptive Learning for Cardiac Motion Estimation, Hanchao Yu, Shanhui Sun, Haichao Yu, Xiao Chen, Honghui Shi, Thomas Huang, Terrence Chen, CVPR, 2020 (fast & online adaptation method, acceptance rate 22.0 %)
    • [C] A Novel Framework for 3D-2D Vertebra Matching, Hanchao Yu, Yang Fu, Haichao Yu, Yunchao Wei, Xinchao Wang, Jianbo Jiao, Zhangyang Wang, Bihan Wen, Matthew Bramlet, Thenkurussi Kesavadas, Honghui Shi, Thomas Huang, IEEE Conference on Multimedia Information Processing and Retrieval (MIPR), 2019 (invited paper)
    • [C] Computed Tomography Super-Resolution Using Convolutional Neural Networks, Haichao Yu, Ding Liu, Honghui Shi, Hanchao Yu, Zhangyang Wang, Xinchao Wang, Brent Cross, Matthew Bramlet, Thomas S. Huang, ICIP, 2017
    • [Proj] Automated Cerebral Aneurysm Segmentation & Applications in Resident Training, sponsored by Jump ARCHES (2020-2021)
    • [Proj] Automated Retinopathy of Prematurity Detection and Analysis, sponsored by Jump ARCHES (2020-2021)
    • [Proj] Multiphoton Image Analysis for Cancer Diagnosis, sponsored by Mayo Clinic & UIUC (2018-2019)
    • [Proj] Multi-Task Learning for Medical Image Analysis, sponsored by Siemens (2016-2019)
    • [Proj] Multi-modal Medical Image Understanding, sponsored by Jump ARCHES (2016-2018)