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Learning from Multiple Datasets with Heterogeneous and Partial Labels for Universal Lesion Detection in CT

Sep 05, 2020
Ke Yan, Jinzheng Cai, Youjing Zheng, Adam P. Harrison, Dakai Jin, You-Bao Tang, Yu-Xing Tang, Lingyun Huang, Jing Xiao, Le Lu

* In submission 

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Deep Volumetric Universal Lesion Detection using Light-Weight Pseudo 3D Convolution and Surface Point Regression

Aug 30, 2020
Jinzheng Cai, Ke Yan, Chi-Tung Cheng, Jing Xiao, Chien-Hung Liao, Le Lu, Adam P. Harrison

* Accepted by MICCAI2020 

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Lymph Node Gross Tumor Volume Detection in Oncology Imaging via Relationship Learning Using Graph Neural Network

Aug 29, 2020
Chun-Hung Chao, Zhuotun Zhu, Dazhou Guo, Ke Yan, Tsung-Ying Ho, Jinzheng Cai, Adam P. Harrison, Xianghua Ye, Jing Xiao, Alan Yuille, Min Sun, Le Lu, Dakai Jin

* Accepted to MICCAI 2020 

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Lymph Node Gross Tumor Volume Detection and Segmentation via Distance-based Gating using 3D CT/PET Imaging in Radiotherapy

Aug 27, 2020
Zhuotun Zhu, Dakai Jin, Ke Yan, Tsung-Ying Ho, Xianghua Ye, Dazhou Guo, Chun-Hung Chao, Jing Xiao, Alan Yuille, Le Lu

* MICCAI2020 

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CFAD: Coarse-to-Fine Action Detector for Spatiotemporal Action Localization

Aug 19, 2020
Yuxi Li, Weiyao Lin, John See, Ning Xu, Shugong Xu, Ke Yan, Cong Yang

* 7 figures, 3 tables; ECCV2020 

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Reliable Liver Fibrosis Assessment from Ultrasound using Global Hetero-Image Fusion and View-Specific Parameterization

Aug 07, 2020
Bowen Li, Ke Yan, Dar-In Tai, Yuankai Huo, Le Lu, Jing Xiao, Adam P. Harrison

* 10 pages, MICCAI 2020 

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One Click Lesion RECIST Measurement and Segmentation on CT Scans

Jul 21, 2020
Youbao Tang, Ke Yan, Jing Xiao, Ranold M. Summers


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Harvesting, Detecting, and Characterizing Liver Lesions from Large-scale Multi-phase CT Data via Deep Dynamic Texture Learning

Jun 28, 2020
Yuankai Huo, Jinzheng Cai, Chi-Tung Cheng, Ashwin Raju, Ke Yan, Bennett A. Landman, Jing Xiao, Le Lu, Chien-Hung Liao, Adam Harrison


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Universal Lesion Detection by Learning from Multiple Heterogeneously Labeled Datasets

May 28, 2020
Ke Yan, Jinzheng Cai, Adam P. Harrison, Dakai Jin, Jing Xiao, Le Lu


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Detecting Scatteredly-Distributed, Small, andCritically Important Objects in 3D OncologyImaging via Decision Stratification

May 27, 2020
Zhuotun Zhu, Ke Yan, Dakai Jin, Jinzheng Cai, Tsung-Ying Ho, Adam P Harrison, Dazhou Guo, Chun-Hung Chao, Xianghua Ye, Jing Xiao, Alan Yuille, Le Lu

* 14 pages, 4 Figures 

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Lesion Harvester: Iteratively Mining Unlabeled Lesions and Hard-Negative Examples at Scale

Jan 28, 2020
Jinzheng Cai, Adam P. Harrison, Youjing Zheng, Ke Yan, Yuankai Huo, Jing Xiao, Lin Yang, Le Lu

* This work has been submitted to the IEEE for possible publication 

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MULAN: Multitask Universal Lesion Analysis Network for Joint Lesion Detection, Tagging, and Segmentation

Aug 12, 2019
Ke Yan, Youbao Tang, Yifan Peng, Veit Sandfort, Mohammadhadi Bagheri, Zhiyong Lu, Ronald M. Summers

* MICCAI 2019, including appendix. code: https://github.com/rsummers11/CADLab/tree/master/MULAN_universal_lesion_analysis 

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A self-attention based deep learning method for lesion attribute detection from CT reports

Apr 30, 2019
Yifan Peng, Ke Yan, Veit Sandfort, Ronald M. Summers, Zhiyong Lu

* 5 pages, 2 figures, accepted by 2019 IEEE International Conference on Healthcare Informatics (ICHI 2019) 

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Holistic and Comprehensive Annotation of Clinically Significant Findings on Diverse CT Images: Learning from Radiology Reports and Label Ontology

Apr 27, 2019
Ke Yan, Yifan Peng, Veit Sandfort, Mohammadhadi Bagheri, Zhiyong Lu, Ronald M. Summers

* CVPR 2019 oral, main paper + supplementary material 

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Fine-grained lesion annotation in CT images with knowledge mined from radiology reports

Mar 26, 2019
Ke Yan, Yifan Peng, Zhiyong Lu, Ronald M. Summers

* 4 pages, IEEE International Symposium on Biomedical Imaging (ISBI) 2019, oral presentation 

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ULDor: A Universal Lesion Detector for CT Scans with Pseudo Masks and Hard Negative Example Mining

Jan 18, 2019
Youbao Tang, Ke Yan, Yuxing Tang, Jiamin Liu, Jing Xiao, Ronald M. Summers


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Attention Driven Person Re-identification

Oct 13, 2018
Fan Yang, Ke Yan, Shijian Lu, Huizhu Jia, Xiaodong Xie, Wen Gao

* Accepted in the Pattern Recognition (PR) 

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Deep Learning for Image Denoising: A Survey

Oct 11, 2018
Chunwei Tian, Yong Xu, Lunke Fei, Ke Yan


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3D Context Enhanced Region-based Convolutional Neural Network for End-to-End Lesion Detection

Jul 29, 2018
Ke Yan, Mohammadhadi Bagheri, Ronald M. Summers

* MICCAI 2018 

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Deep Lesion Graphs in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-scale Lesion Database

Jul 28, 2018
Ke Yan, Xiaosong Wang, Le Lu, Ling Zhang, Adam Harrison, Mohammadhad Bagheri, Ronald Summers

* Accepted by CVPR2018. DeepLesion url added 

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CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement

Jul 18, 2018
Youbao Tang, Jinzheng Cai, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers

* Accepted by MLMI 2018 

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Accurate Weakly-Supervised Deep Lesion Segmentation using Large-Scale Clinical Annotations: Slice-Propagated 3D Mask Generation from 2D RECIST

Jul 02, 2018
Jinzheng Cai, Youbao Tang, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers

* 9 pages, 3 figures, accepted to MICCAI 2018. arXiv admin note: substantial text overlap with arXiv:1801.08614 

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Information Design in Crowdfunding under Thresholding Policies

Mar 28, 2018
Wen Shen, Jacob W. Crandall, Ke Yan, Cristina V. Lopes

* 9 pages, 2 figures, In Proceedings of the 17th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2018) 

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Unsupervised Body Part Regression via Spatially Self-ordering Convolutional Neural Networks

Mar 07, 2018
Ke Yan, Le Lu, Ronald M. Summers

* Oral presentation in ISBI18 

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Accurate Weakly Supervised Deep Lesion Segmentation on CT Scans: Self-Paced 3D Mask Generation from RECIST

Jan 25, 2018
Jinzheng Cai, Youbao Tang, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers

* v1: Main paper + supplementary material 

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DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations

Oct 10, 2017
Ke Yan, Xiaosong Wang, Le Lu, Ronald M. Summers


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Learning a Repression Network for Precise Vehicle Search

Aug 08, 2017
Qiantong Xu, Ke Yan, Yonghong Tian


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Learning Domain-Invariant Subspace using Domain Features and Independence Maximization

Jun 22, 2017
Ke Yan, Lu Kou, David Zhang

* Accepted 

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