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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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Efficient Global-Local Memory for Real-time Instrument Segmentation of Robotic Surgical Video


Sep 28, 2021
Jiacheng Wang, Yueming Jin, Liansheng Wang, Shuntian Cai, Pheng-Ann Heng, Jing Qin

* Medical Image Computing and Computer Assisted Intervention, 2021 

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Modelling Neighbor Relation in Joint Space-Time Graph for Video Correspondence Learning


Sep 28, 2021
Zixu Zhao, Yueming Jin, Pheng-Ann Heng

* Accepted by ICCV 2021 

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Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling


Sep 19, 2021
Cheng Chen, Quande Liu, Yueming Jin, Qi Dou, Pheng-Ann Heng

* Accepted to MICCAI 2021 

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Accurate Grid Keypoint Learning for Efficient Video Prediction


Jul 28, 2021
Xiaojie Gao, Yueming Jin, Qi Dou, Chi-Wing Fu, Pheng-Ann Heng

* IROS2021 

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Temporal Memory Relation Network for Workflow Recognition from Surgical Video


Mar 30, 2021
Yueming Jin, Yonghao Long, Cheng Chen, Zixu Zhao, Qi Dou, Pheng-Ann Heng

* Accepted at IEEE Transactions on Medical Imaging (IEEE TMI); Code is available at https://github.com/YuemingJin/TMRNet 

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One to Many: Adaptive Instrument Segmentation via Meta Learning and Dynamic Online Adaptation in Robotic Surgical Video


Mar 24, 2021
Zixu Zhao, Yueming Jin, Bo Lu, Chi-Fai Ng, Qi Dou, Yun-Hui Liu, Pheng-Ann Heng

* Accepted by ICRA 2021 

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Future Frame Prediction for Robot-assisted Surgery


Mar 18, 2021
Xiaojie Gao, Yueming Jin, Zixu Zhao, Qi Dou, Pheng-Ann Heng

* IPMI2021 

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Trans-SVNet: Accurate Phase Recognition from Surgical Videos via Hybrid Embedding Aggregation Transformer


Mar 17, 2021
Xiaojie Gao, Yueming Jin, Yonghao Long, Qi Dou, Pheng-Ann Heng


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Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment


Mar 06, 2021
Xueying Shi, Yueming Jin, Qi Dou, Jing Qin, Pheng-Ann Heng


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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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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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Robust Medical Instrument Segmentation Challenge 2019


Mar 23, 2020
Tobias Ross, Annika Reinke, Peter M. Full, Martin Wagner, Hannes Kenngott, Martin Apitz, Hellena Hempe, Diana Mindroc Filimon, Patrick Scholz, Thuy Nuong Tran, Pierangela Bruno, Pablo Arbeláez, Gui-Bin Bian, Sebastian Bodenstedt, Jon Lindström Bolmgren, Laura Bravo-Sánchez, Hua-Bin Chen, Cristina González, Dong Guo, Pål Halvorsen, Pheng-Ann Heng, Enes Hosgor, Zeng-Guang Hou, Fabian Isensee, Debesh Jha, Tingting Jiang, Yueming Jin, Kadir Kirtac, Sabrina Kletz, Stefan Leger, Zhixuan Li, Klaus H. Maier-Hein, Zhen-Liang Ni, Michael A. Riegler, Klaus Schoeffmann, Ruohua Shi, Stefanie Speidel, Michael Stenzel, Isabell Twick, Gutai Wang, Jiacheng Wang, Liansheng Wang, Lu Wang, Yujie Zhang, Yan-Jie Zhou, Lei Zhu, Manuel Wiesenfarth, Annette Kopp-Schneider, Beat P. Müller-Stich, Lena Maier-Hein

* A pre-print 

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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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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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Automated Pulmonary Nodule Detection via 3D ConvNets with Online Sample Filtering and Hybrid-Loss Residual Learning


Aug 13, 2017
Qi Dou, Hao Chen, Yueming Jin, Huangjing Lin, Jing Qin, Pheng-Ann Heng

* Accepted to MICCAI 2017 

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3D Deeply Supervised Network for Automatic Liver Segmentation from CT Volumes


Jul 03, 2016
Qi Dou, Hao Chen, Yueming Jin, Lequan Yu, Jing Qin, Pheng-Ann Heng

* Accepted to MICCAI 2016 

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