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ⱡ: corresponding author; *: co-first author

2024

• Bootstrapping Language-Driven Chest CT Image Understanding by Distilling Knowledge from X-ray Expert Models
  Weiwei Cao, Jianpeng Zhangⱡ, Yingda Xia, Tony C. W. Mok, Zi Li, Xianghua Ye, Le Lu, Jian Zhengⱡ, Yuxing Tang, Ling Zhang
  CVPR 2024

• Continual Self-supervised Learning : Towards Universal Multi-modal Medical Data Representation Learning
  Yiwen Ye, Yutong Xie, Jianpeng Zhang, Ziyang Chen, Qi Wu, Yong Xia
  CVPR 2024

• Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration
  Tony C. W. MOK, Zi Li, Yunhao Bai, Jianpeng Zhang, Wei Liu, Yan-Jie Zhou, Ke Yan, Dakai Jin, Yu Shi, Xiaoli Yin, Le Lu, Ling Zhang
  CVPR 2024

2023

• Parse and Recall: Towards Accurate Lung Nodule Malignancy Prediction like Radiologists
  Jianpeng Zhang, Xianghua Ye, Jianfeng Zhang, Yuxing Tang, Minfeng Xu, Jianfei Guo, Xin Chen, Zaiyi Liu, Jingren Zhou, Le Lu, Ling Zhang
  MICCAI 2023 (early accept, 14%)

• UniSeg: A Prompt-driven Universal Segmentation Model as well as A Strong Representation Learner
  Yiwen Ye*, Yutong Xie*, Jianpeng Zhang, Ziyang Chen, Yong Xia
  MICCAI 2023 (early accept, 14%) [arXiv]

• TPRO: Text-prompting-based Weakly Supervised Histopathology Tissue Segmentation
  Shaoteng Zhang, Jianpeng Zhang, Yong Xia, Yutong Xie
  MICCAI 2023 (early accept, 14%)

• Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality
  Hu Wang, Congbo Ma, Jianpeng Zhang, Yuan Zhang, Jodie Avery, Mary Hull, Gustavo Carneiro
  MICCAI 2023

• Unpaired Cross-modal Interaction Learning for COVID-19 Segmentation on Limited CT images
  Qingbiao Guan, Yutong Xie, Yang Bing, Jianpeng Zhang, Zhibin Liao, Qi Wu, Yong Xia
  MICCAI 2023

• MedIM: Boost Medical Image Representation via Radiology Report-guided Masking
  Yutong Xie, Lin Gu, Tatsuya Harada, Jianpeng Zhang, Yong Xia, Qi Wu
  MICCAI 2023

• Towards a single unified model for effective detection, segmentation, and diagnosis of eight major cancers using a large collection of ct scans
  Jieneng Chen, Yingda Xia, Jiawen Yao, Ke Yan, Jianpeng Zhang, Le Lu, Fakai Wang, Bo Zhou, Mingyan Qiu, Qihang Yu, Mingze Yuan, Wei Fang, Yuxing Tang, Minfeng Xu, Jian Zhou, Yuqian Zhao, Qifeng Wang, Xianghua Ye, Xiaoli Yin, Yu Shi, Xin Chen, Jingren Zhou, Alan Yuille, Zaiyi Liu, Ling Zhang
  ICCV 2023

• Attention Mechanisms in Medical Image Segmentation: A Survey
  Yutong Xie, Bing Yang, Qingbiao Guan, Jianpeng Zhang, Qi Wu, Yong Xia
  [arXiv] [Over 300 references]

• Learning from partially labeled data for multi-organ and tumor segmentation
  Yutong Xie, Jianpeng Zhang, Yong Xia, Chunhua Shen
  IEEE TPAMI 2023
  [arXiv]

• ReFs: A Hybrid Pre-training Paradigm for 3D Medical Image Segmentation
  Yutong Xie, Jianpeng Zhang, Lingqiao Liu, Hu Wang, Yiwen Ye, Verjans Johan, Yong Xia
  Medical Image Analysis 2023

2022

• UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier
  Yutong Xie, Jianpeng Zhang, Yong Xia, and Qi Wu
  ECCV 2022

• Uncertainty-aware Multi-modal Learning via Cross-modal Random Network Prediction
  Hu Wang, Jianpeng Zhang, Yuanhong Chen, Congbo Ma, Jodie Avery, Mary Hull, and Gustavo Carneiro
  ECCV 2022

• DeSD: Self-Supervised Learning with Deep Self-Distillation for 3D Medical Image Segmentation
  Yiwen Ye*, Jianpeng Zhang*, Ziyang Chen, and Yong Xia (* Equal contribution)
  MICCAI 2022

• Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation
  Shishuai Hu, Zehui Liao, Jianpeng Zhang, Yong Xia
  IEEE TMI 2022

2021

• DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets
  Jianpeng Zhang*, Yutong Xie*, Yong Xia, and Chunhua Shen (* Equal contribution)
  CVPR 2021
  [arXiv] [Code]

• CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation
  Yutong Xie, Jianpeng Zhang, Chunhua Shen, and Yong Xia
  MICCAI 2021
  [arXiv] [Code]

• Intra- and Inter-pair Consistency for Semi-supervised Gland Segmentation
  Yutong Xie, Jianpeng Zhang, Zhibin Liao, Johan Verjans, Chunhua Shen, and Yong Xia
  IEEE TIP 2021

2020

• Viral Pneumonia Screening on Chest X-rays Using Confidence-Aware Anomaly Detection
  Jianpeng Zhang*, Yutong Xie*, Guansong Pang, Zhibin Liao, Johan Verjans, Wenxing Li, Zongji Sun, Jian He, Yi Li, Chunhua Shen, Yong Xia (* Equal contribution)
  IEEE TMI 2020 (ESI Highly Cited Paper)
  [arXiv]

• Inter-slice Context Residual Learning for 3D Medical Image Segmentation
  Jianpeng Zhang, Yutong Xie, Yan Wang, and Yong Xia
  IEEE TMI 2020
  [arXiv] [Code]

• SESV: Accurate Medical Image Segmentation by Predicting and Correcting Errors
  Yutong Xie*, Jianpeng Zhang*, Hao Lu, Chunhua Shen, and Yong Xia (* Equal contribution)
  IEEE TMI 2020

• A Mutual Bootstrapping Model for Automated Skin Lesion Segmentation and Classification
  Yutong Xie*, Jianpeng Zhang*, Yong Xia and Chunhua Shen (* Equal contribution)
  IEEE TMI 2020
  [arXiv] [Code]

• Pairwise Relation Learning for Semi-supervised Gland Segmentation
  Yutong Xie, Jianpeng Zhang, Zhibin Liao, Chunhua Shen, Johan Verjans and Yong Xia
  MICCAI 2020
  [arXiv]

• EfficientSeg: A Simple But Efficient Solution to Myocardial Pathology Segmentation Challenge
  Jianpeng Zhang, Yutong Xie, Zhibin Liao, Johan Verjans and Yong Xia
  MICCAI MyoPS Segmentation Challenge 2020
  [Code]

• PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation
  Yutong Xie*, Jianpeng Zhang*, Zehui Liao, Yong Xia, and Chunhua Shen (* Equal contribution)
  arXiv:2011.12640.
  [arXiv]

2019

• Attention residual learning for skin lesion classification
  Jianpeng Zhang, Yutong Xie, Yong Xia, Chunhua Shen
  IEEE TMI 2020 (ESI Highly Cited Paper)

• Medical image classification using synergic deep learning
  Jianpeng Zhang, Yutong Xie, Qi Wu, Yong Xia
  Medical Image Analysis 2019

• Knowledge-based Collaborative Deep Learning for Benign-Malignant Lung Nodule Classification on Chest CT
  Yutong Xie, Yong Xia, Jianpeng Zhang, Yang Song, David Dagan Feng, Michael Fulham, Weidong Cai
  IEEE TMI 2019 (ESI Highly Cited Paper)
  [Code]

• Semi-supervised adversarial model for benign–malignant lung nodule classification on chest CT
  Yutong Xie, Jianpeng Zhang, Yong Xia
  Medical Image Analysis 2019

• Light-Weight Hybrid Convolutional Network for Liver Tumor Segmentation
  Jianpeng Zhang, Yutong Xie, Pingping Zhang, Hao Chen, Yong Xia, Chunhua Shen
  IJCAI 2019

• Deep Segmentation-Emendation Model for Gland Instance Segmentation
  Yutong Xie, Hao Lu, Jianpeng Zhang, Chunhua Shen, Yong Xia
  MICCAI 2019

2018

• Classification of medical images in biomedical literature by jointly using deep and handcrafted visual features
  Jianpeng Zhang, Yong Xia, Yutong Xie, Michael Fulham, David Dagan Feng
  IEEE JBHI 2018
  

• Skin lesion classification in dermoscopy images using synergic deep learning
  Jianpeng Zhang, Yutong Xie, Qi Wu, Yong Xia
  MICCAI 2018

• Fusing texture, shape and deep model-learned information at decision level for automated classification of lung nodules on chest CT
  Yutong Xie, Jianpeng Zhang, Yong Xia, Michael Fulham, and Yanning Zhang
  Information Fusion 2018 (ESI Highly Cited Paper)

2017

• Transferable Multi-model Ensemble for Benign-Malignant Lung Nodule Classification on Chest CT
  Yutong Xie, Yong Xia, Jianpeng Zhang, David Dagan Feng, Michael Fulham and Weidong Cai
  MICCAI 2017