Publications

PhD Thesis

  • User-Centered Deep Learning for Medical Image Analysis
    UCLA Electronic Theses and Dissertations
    [PDF]

Book Chapters

Conference & Journal Publications

  • Hongyan Gu, Yuan Liang, Yifan Xu, Christopher Kazu Williams, Shino Magaki, Negar Khanlou, Harry Vinters, Zesheng Chen, Shuo Ni, Chunxu Yang, Wenzhong Yan, Xinhai Robert Zhang, Yang Li, Mohammad Haeri, Xiang ‘Anthony’ Chen
    Improving Workflow Integration with xPath: Design and Evaluation of a Human-AI Diagnosis System in Pathology
    ACM Transactions on Computer-Human Interaction, 2022
    [PDF]

  • Jiawei Yang, Hanbo Chen, Yuan Liang, Junzhou Huang, Lei He, Jianhua Yao
    ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images
    European Conference on Computer Vision (ECCV), 2022
    [PDF]

  • Zhuofu Tao, Chen Wu, Yuan Liang, Kun Wang, Lei He
    LW-GCN: A Lightweight FPGA-Based Graph Convolutional Network Accelerator
    ACM Transactions on Reconfigurable Technology and Systems (TRETS), 2022
    [PDF]

  • Liang Qiu, Yizhou Zhao, Yuan Liang, Pan Lu, Weiyan Shi, Zhou Yu, Song-Chun Zhu
    Towards Socially Intelligent Agents with Mental State Transition and Human Utility
    The 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL), 2022
    [PDF]

  • Xuan Zhang*, Yuan Liang*, Wen Li, Chao Liu, Deao Gu, Weibin Sun, Leiying Miao     (* equal contribution)
    Development and Evaluation of Deep Learning for Screening Dental Caries from Oral Photos
    Oral Diseases, 2022
    [PDF][Codes]

  • Yuan Liang, Weikun Han, Liang Qiu, Chen Wu, Yiting Shao, Kun Wang, Lei He
    Exploring Forensic Dental Identification with Deep Learning
    Conference on Neural Information Processing Systems (NeurIPS), 2021
    [PDF][Slides]

  • Wen Li*, Yuan Liang*, Xuan Zhang, Chao Liu, Lei He, Leiying Miao, Weibin Sun (* equal contribution)
    A Deep Learning Approach to Automatic Gingivitis Screening based On classification and Localization in RGB Photos
    Scientific Reports, 2021
    [PDF]

  • Jiawei Yang, Yao Zhang, Yuan Liang, Yang Zhang, Lei He and Zhiqiang He
    TumorCP: A Simple but Effective Object-Level Data Augmentation for Tumor Segmentation
    Medical Image Computing & Computer Assisted Intervention (MICCAI), 2021
    [PDF][Codes]

  • Liang Qiu, Yuan Liang, Yizhou Zhao, Pan Lu, Baolin Peng, Zhou Yu, Ying Nian Wu and Song-Chun Zhu
    SocAoG: Incremental Graph Parsing for Social Relation Inference in Dialogues
    The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics (ACL), 2021
    [PDF]

  • Jiawei Yang*, Yuan Liang*, Yao Zhang, Weinan Song, Kun Wang, Lei He (* equal contribution)
    Exploring Instance-Level Uncertainty for Medical Detection
    18th IEEE International Symposium on Biomedical Imaging (ISBI), 2021
    [PDF][Codes]

  • Weinan Song, Yuan Liang, Jiawei Yang, Kun Wang, Lei He
    T-Net: Learning Feature Representation with Task-specific Supervisions in Biomedical Image Analysis
    18th IEEE International Symposium on Biomedical Imaging (ISBI), 2021
    [PDF]

  • Yuan Liang, Liang Qiu, Tiancheng Lu, Zhujun Fang, Dezhan Tu, Jiawei Yang, Yiting Shao, Kun Wang, Xiang ‘Anthony’ Chen, Lei He
    OralViewer: 3D Demonstration of Dental Surgeries for Patient Education with Oral Cavity Reconstruction from a 2D Panoramic X-ray
    26th Annual Conference on Intelligent User Interfaces (IUI), 2021
    [PDF][Demo]

  • Weinan Song*, Yuan Liang*, Jiawei Yang, Kun Wang, Lei He     (* equal contribution)
    Oral-3D: Reconstructing the 3D bone structure of Oral Cavity from 2D Panoramic X-ray
    Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI), 2021
    [PDF]

  • Liang Qiu, Yizhou Zhao, Weiyan Shi, Yuan Liang, Feng Shi, Tao Yuan, Zhou Yu, Song-Chun Zhu
    Structured Attention for Unsupervised Dialogue Structure Induction
    Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020
    [PDF][Codes]

  • Yuan Liang, Weinan Song, Jiawei Yang, Liang Qiu, Kun Wang, Lei He
    Atlas-aware ConvNet for Accurate yet Robust Anatomical Segmentation
    Asian Conference on MachineLearning (ACML), 2020
    [PDF][Codes]

  • Yuan Liang, Weinan Song, Jiawei Yang, Liang Qiu, Kun Wang, Lei He
    X2Teeth: 3D Teeth Reconstruction from a Single Panoramic Radiograph
    Medical Image Computing & Computer Assisted Intervention (MICCAI), 2020
    [PDF]

  • Yuan Liang, Hsuan-Wei Fan, Zhujun Fang, Leiying Miao, Wen Li, Xuan Zhang, Weibin Sun, Kun Wang, Lei He, Xiang ‘Anthony’ Chen
    OralCam: Enabling Self-Examination and Awareness of Oral Health Using a Smartphone Camera
    Best Paper Honorable Mentioned Award
    Human Factors in Computing Systems (CHI), 2020
    [PDF][Demo]

  • Yuan Liang, Weinan Song, J.P. Dym, Liang Qiu, Kun Wang, Lei He
    CompareNet: AnatomicalSegmentation Network with Deep Non-local Label Fusion
    Medical Image Computing & Computer Assisted Intervention (MICCAI), 2019
    [PDF]

  • Jinlong Yan, Qi Zeng, Yuan Liang, Lei He, Zhengping Li
    Modeling and Implementation of Electroactive Smart Air-Conditioning Vent Register for Personalized HVAC Systems
    IEEE Access, 2017
    [PDF]

Patents

  • Shiping Xu, Jean-Paul Dym, Yuan Liang
    System for generating medical reports for imaging studies
    WO-2021045996-A1, 2021
    [PDF]

Works Under Review

  • Yuan Liang, Weinan Song, Liang Qiu, Kun Wang, Lei He
    A Prior Constraint Adoption Module for Accurate yet Robust Brain Parcellation
    IEEE Journal of Biomedical and Health Informatics

  • Yuan Liang, Amirali Omidfar, Alexander Chen, Liang Qiu, Peng Cheng, Ximeng Liu and Xiang ‘Anthony’ Chen
    Camiot: Recognizing & Interacting with Distant IoT Objects Using a Wrist-Worn Outward-Facing Camera

  • Hongyan Gu, Yuan Liang, Yifan Xu, Xiang ‘Anthony’ Chen
    xPath: A Tool for Human-AI Collaborative Diagnosis in Pathology with Joint-Analyses of Multiple Criteria andExplanation by Hierarchically Traceable Evidence