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Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark


Sep 30, 2021
Martin Wagner, Beat-Peter Müller-Stich, Anna Kisilenko, Duc Tran, Patrick Heger, Lars Mündermann, David M Lubotsky, Benjamin Müller, Tornike Davitashvili, Manuela Capek, Annika Reinke, Tong Yu, Armine Vardazaryan, Chinedu Innocent Nwoye, Nicolas Padoy, Xinyang Liu, Eung-Joo Lee, Constantin Disch, Hans Meine, Tong Xia, Fucang Jia, Satoshi Kondo, Wolfgang Reiter, Yueming Jin, Yonghao Long, Meirui Jiang, Qi Dou, Pheng Ann Heng, Isabell Twick, Kadir Kirtac, Enes Hosgor, Jon Lindström Bolmgren, Michael Stenzel, Björn von Siemens, Hannes G. Kenngott, Felix Nickel, Moritz von Frankenberg, Franziska Mathis-Ullrich, Lena Maier-Hein, Stefanie Speidel, Sebastian Bodenstedt


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Balancing Accuracy and Fairness for Interactive Recommendation with Reinforcement Learning


Jun 25, 2021
Weiwen Liu, Feng Liu, Ruiming Tang, Ben Liao, Guangyong Chen, Pheng Ann Heng


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Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation


Apr 05, 2021
Cheng Xue, Qiao Deng, Xiaomeng Li, Qi Dou, Pheng Ann Heng

* 9pages, 4 figures. MICCAI 2020 

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Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images


Apr 05, 2021
Cheng Xue, Lei Zhu, Huazhu Fu, Xiaowei Hu, Xiaomeng Li, Hai Zhang, Pheng Ann Heng

* 16page,10 figures. Accepted by medical image analysis 

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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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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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PFA-ScanNet: Pyramidal Feature Aggregation with Synergistic Learning for Breast Cancer Metastasis Analysis


May 03, 2019
Zixu Zhao, Huangjing Lin, Hao Chen, Pheng Ann Heng


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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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H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes


Jul 03, 2018
Xiaomeng Li, Hao Chen, Xiaojuan Qi, Qi Dou, Chi-Wing Fu, Pheng Ann Heng

* Accept for publication at IEEE Transactions on Medical Imaging 

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Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge


Jul 15, 2017
Arnaud Arindra Adiyoso Setio, Alberto Traverso, Thomas de Bel, Moira S. N. Berens, Cas van den Bogaard, Piergiorgio Cerello, Hao Chen, Qi Dou, Maria Evelina Fantacci, Bram Geurts, Robbert van der Gugten, Pheng Ann Heng, Bart Jansen, Michael M. J. de Kaste, Valentin Kotov, Jack Yu-Hung Lin, Jeroen T. M. C. Manders, Alexander Sónora-Mengana, Juan Carlos García-Naranjo, Evgenia Papavasileiou, Mathias Prokop, Marco Saletta, Cornelia M Schaefer-Prokop, Ernst T. Scholten, Luuk Scholten, Miranda M. Snoeren, Ernesto Lopez Torres, Jef Vandemeulebroucke, Nicole Walasek, Guido C. A. Zuidhof, Bram van Ginneken, Colin Jacobs


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Online Prediction of Dyadic Data with Heterogeneous Matrix Factorization


Jan 13, 2016
Guangyong Chen, Fengyuan Zhu, Pheng Ann Heng

* 26 pages, 10 figures 

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