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Qi Dou

Senior Member, IEEE

Contrastive Cross-site Learning with Redesigned Net for COVID-19 CT Classification

Sep 15, 2020
Zhao Wang, Quande Liu, Qi Dou

* Published as a journal paper at IEEE J-BHI; code and dataset are available at https://github.com/med-air/Contrastive-COVIDNet 

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Multi-Site Infant Brain Segmentation Algorithms: The iSeg-2019 Challenge

Jul 11, 2020
Yue Sun, Kun Gao, Zhengwang Wu, Zhihao Lei, Ying Wei, Jun Ma, Xiaoping Yang, Xue Feng, Li Zhao, Trung Le Phan, Jitae Shin, Tao Zhong, Yu Zhang, Lequan Yu, Caizi Li, Ramesh Basnet, M. Omair Ahmad, M. N. S. Swamy, Wenao Ma, Qi Dou, Toan Duc Bui, Camilo Bermudez Noguera, Bennett Landman, Ian H. Gotlib, Kathryn L. Humphreys, Sarah Shultz, Longchuan Li, Sijie Niu, Weili Lin, Valerie Jewells, Gang Li, Dinggang Shen, Li Wang


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Learning Motion Flows for Semi-supervised Instrument Segmentation from Robotic Surgical Video

Jul 06, 2020
Zixu Zhao, Yueming Jin, Xiaojie Gao, Qi Dou, Pheng-Ann Heng

* Accepted for MICCAI 2020 

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Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains

Jul 04, 2020
Quande Liu, Qi Dou, Pheng-Ann Heng

* Early accepted by MICCAI 2020; code and dataset are available at https://github.com/liuquande/SAML 

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A Learning-Driven Framework with Spatial Optimization For Surgical Suture Thread Reconstruction and Autonomous Grasping Under Multiple Topologies and Environmental Noises

Jul 02, 2020
Bo Lu, Wei Chen, Yue-Ming Jin, Dandan Zhang, Qi Dou, Henry K. Chu, Pheng-Ann Heng, Yun-Hui Liu


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Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model

May 15, 2020
Quande Liu, Lequan Yu, Luyang Luo, Qi Dou, Pheng Ann Heng

* IEEE Transactions on Medical Imaging, 2020 

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LRTD: Long-Range Temporal Dependency based Active Learning for Surgical Workflow Recognition

Apr 23, 2020
Xueying Shi, Yueming Jin, Qi Dou, Pheng-Ann Heng

* Accepted as a conference paper in IPCAI 2020 

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Constrained Multi-shape Evolution for Overlapping Cytoplasm Segmentation

Apr 15, 2020
Youyi Song, Lei Zhu, Baiying Lei, Bin Sheng, Qi Dou, Jing Qin, Kup-Sze Choi

* 12 pages and 6 figures 

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Harmonizing Transferability and Discriminability for Adapting Object Detectors

Mar 13, 2020
Chaoqi Chen, Zebiao Zheng, Xinghao Ding, Yue Huang, Qi Dou

* Accepted by CVPR 2020 

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Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion

Feb 22, 2020
Cheng Chen, Qi Dou, Yueming Jin, Hao Chen, Jing Qin, Pheng-Ann Heng

* MICCAI 2019 

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Automatic Gesture Recognition in Robot-assisted Surgery with Reinforcement Learning and Tree Search

Feb 20, 2020
Xiaojie Gao, Yueming Jin, Qi Dou, Pheng-Ann Heng

* Accepted as a conference paper in ICRA 2020 

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MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data

Feb 19, 2020
Quande Liu, Qi Dou, Lequan Yu, Pheng Ann Heng

* IEEE TMI, 2020 

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Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation

Feb 06, 2020
Cheng Chen, Qi Dou, Hao Chen, Jing Qin, Pheng Ann Heng

* IEEE TMI 

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Unpaired Multi-modal Segmentation via Knowledge Distillation

Jan 06, 2020
Qi Dou, Quande Liu, Pheng Ann Heng, Ben Glocker

* IEEE TMI, code available 

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Domain Generalization via Model-Agnostic Learning of Semantic Features

Oct 29, 2019
Qi Dou, Daniel C. Castro, Konstantinos Kamnitsas, Ben Glocker

* NeurIPS 2019 

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Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects

Oct 10, 2019
Ben Glocker, Robert Robinson, Daniel C. Castro, Qi Dou, Ender Konukoglu

* Presented at the Medical Imaging meets NeurIPS Workshop 2019 

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An Active Learning Approach for Reducing Annotation Cost in Skin Lesion Analysis

Sep 05, 2019
Xueying Shi, Qi Dou, Cheng Xue, Jing Qin, Hao Chen, Pheng-Ann Heng

* Accepted by MIML2019 

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IRNet: Instance Relation Network for Overlapping Cervical Cell Segmentation

Aug 19, 2019
Yanning Zhou, Hao Chen, Jiaqi Xu, Qi Dou, Pheng-Ann Heng

* Accepted by the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention 

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Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video

Jul 18, 2019
Yueming Jin, Keyun Cheng, Qi Dou, Pheng-Ann Heng

* Accepted by MICCAI 2019; Code is available in https://github.com/keyuncheng/MF-TAPNet 

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Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video Analysis

Jul 13, 2019
Yueming Jin, Huaxia Li, Qi Dou, Hao Chen, Jing Qin, Chi-Wing Fu, Pheng-Ann Heng

* Minor Revision at Medical Image Analysis 

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Respiratory Motion Correction in Abdominal MRI using a Densely Connected U-Net with GAN-guided Training

Jun 24, 2019
Wenhao Jiang, Zhiyu Liu, Kit-Hang Lee, Shihui Chen, Yui-Lun Ng, Qi Dou, Hing-Chiu Chang, Ka-Wai Kwok

* 8 pages, 4 figures, submitted to the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention 

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Deep Angular Embedding and Feature Correlation Attention for Breast MRI Cancer Analysis

Jun 07, 2019
Luyang Luo, Hao Chen, Xi Wang, Qi Dou, Huangjin Lin, Juan Zhou, Gongjie Li, Pheng-Ann Heng

* Accepted by MICCAI 2019 

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Improving RetinaNet for CT Lesion Detection with Dense Masks from Weak RECIST Labels

Jun 05, 2019
Martin Zlocha, Qi Dou, Ben Glocker

* Accepted at MICCAI 2019 

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CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation

Mar 13, 2019
Yanning Zhou, Omer Fahri Onder, Qi Dou, Efstratios Tsougenis, Hao Chen, Pheng-Ann Heng

* Accepted for the 26th Conference on Information Processing in Medical Imaging (IPMI 2019) 

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Robust Learning at Noisy Labeled Medical Images: Applied to Skin Lesion Classification

Jan 24, 2019
Cheng Xue, Qi Dou, Xueying Shi, Hao Chen, Pheng Ann Heng

* IEEE International Symposium on Biomedical Imaging (ISBI 2019) 
* Accepted for publication at ISBI 2019 

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Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation

Jan 24, 2019
Cheng Chen, Qi Dou, Hao Chen, Jing Qin, Pheng-Ann Heng

* AAAI 2019 (oral) 

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