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Enforcing Mutual Consistency of Hard Regions for Semi-supervised Medical Image Segmentation


Sep 21, 2021
Yicheng Wu, Zongyuan Ge, Donghao Zhang, Minfeng Xu, Lei Zhang, Yong Xia, Jianfei Cai


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Domain and Content Adaptive Convolution for Domain Generalization in Medical Image Segmentation


Sep 13, 2021
Shishuai Hu, Zehui Liao, Jianpeng Zhang, Yong Xia


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PSGR: Pixel-wise Sparse Graph Reasoning for COVID-19 Pneumonia Segmentation in CT Images


Aug 09, 2021
Haozhe Jia, Haoteng Tang, Guixiang Ma, Weidong Cai, Heng Huang, Liang Zhan, Yong Xia


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Boundary-aware Graph Reasoning for Semantic Segmentation


Aug 09, 2021
Haoteng Tang, Haozhe Jia, Weidong Cai, Heng Huang, Yong Xia, Liang Zhan


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Learning from Ambiguous Labels for Lung Nodule Malignancy Prediction


Apr 23, 2021
Zehui Liao, Yutong Xie, Shishuai Hu, Yong Xia

* Submitted to IEEE-TMI 

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CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation


Mar 04, 2021
Yutong Xie, Jianpeng Zhang, Chunhua Shen, Yong Xia

* 13 pages 

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H2NF-Net for Brain Tumor Segmentation using Multimodal MR Imaging: 2nd Place Solution to BraTS Challenge 2020 Segmentation Task


Dec 30, 2020
Haozhe Jia, Weidong Cai, Heng Huang, Yong Xia

* Accepted by MICCAI BrainLesion Workshop 2020 

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Fully-Automated Liver Tumor Localization and Characterization from Multi-Phase MR Volumes Using Key-Slice ROI Parsing: A Physician-Inspired Approach


Dec 15, 2020
Bolin Lai, Xiaoyu Bai, Yuhsuan Wu, Xiao-Yun Zhou, Peng Wang, Jinzheng Cai, Yuankai Huo, Lingyun Huang, Yong Xia, Jing Xiao, Le Lu, Heping Hu, Adam Harrison

* 13 pages 

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Inter-layer Transition in Neural Architecture Search


Nov 30, 2020
Benteng Ma, Jing Zhang, Yong Xia, Dacheng Tao


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Inter-slice Context Residual Learning for 3D Medical Image Segmentation


Nov 28, 2020
Jianpeng Zhang, Yutong Xie, Yan Wang, Yong Xia

* IEEE Trans. Med. Imaging (2020) 
* Accpeted by IEEE-TMI 

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PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation


Nov 25, 2020
Yutong Xie, Jianpeng Zhang, Zehui Liao, Yong Xia, Chunhua Shen

* 13 pages 

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DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets


Nov 20, 2020
Jianpeng Zhang, Yutong Xie, Yong Xia, Chunhua Shen


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Rethinking the Extraction and Interaction of Multi-Scale Features for Vessel Segmentation


Oct 09, 2020
Yicheng Wu, Chengwei Pan, Shuqi Wang, Ming Zhang, Yong Xia, Yizhou Yu


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Pairwise Relation Learning for Semi-supervised Gland Segmentation


Aug 06, 2020
Yutong Xie, Jianpeng Zhang, Zhibin Liao, Chunhua Shen, Johan Verjans, Yong Xia

* Accepted by MICCAI2020 

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COVID-19 Screening on Chest X-ray Images Using Deep Learning based Anomaly Detection


Mar 27, 2020
Jianpeng Zhang, Yutong Xie, Yi Li, Chunhua Shen, Yong Xia


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D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentation


Aug 14, 2019
Yongjin Zhou, Weijian Huang, Pei Dong, Yong Xia, Shanshan Wang


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Semi- and Weakly Supervised Directional Bootstrapping Model for Automated Skin Lesion Segmentation


Mar 12, 2019
Yutong Xie, Jianpeng Zhang, Yong Xia, Chunhua Shen


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Residual Network based Aggregation Model for Skin Lesion Classification


Jul 24, 2018
Yongsheng Pan, Yong Xia

* ISIC2018 task3 

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A Multi-Level Deep Ensemble Model for Skin Lesion Classification in Dermoscopy Images


Jul 23, 2018
Yutong Xie, Jianpeng Zhang, Yong Xia

* 4 pages, 2 figures, ISIC2018 

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3D Global Convolutional Adversarial Network\\ for Prostate MR Volume Segmentation


Jul 18, 2018
Haozhe Jia, Yang Song, Donghao Zhang, Heng Huang, Dagan Feng, Michael Fulham, Yong Xia, Weidong Cai

* 9 pages, 3 figures, 2 tables, 16 references 

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ChestNet: A Deep Neural Network for Classification of Thoracic Diseases on Chest Radiography


Jul 09, 2018
Hongyu Wang, Yong Xia

* 8 pages, 3 figures 

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A Pulmonary Nodule Detection Model Based on Progressive Resolution and Hierarchical Saliency


Jul 02, 2018
Junjie Zhang, Yong Xia, Yanning Zhang

* 8 pages,4 figures,1 table 

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Autonomous Deep Learning: A Genetic DCNN Designer for Image Classification


Jul 01, 2018
Benteng Ma, Yong Xia


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Classification of Medical Images and Illustrations in the Biomedical Literature Using Synergic Deep Learning


Jun 28, 2017
Jianpeng Zhang, Yong Xia, Qi Wu, Yutong Xie


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A Tribe Competition-Based Genetic Algorithm for Feature Selection in Pattern Classification


Apr 28, 2017
Benteng Ma, Yong Xia


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Similar Handwritten Chinese Character Discrimination by Weakly Supervised Learning


Sep 19, 2015
Zhibo Yang, Huanle Xu, Keda Fu, Yong Xia

* 5 figures, 8 pages 

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