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Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning


Oct 09, 2021
Danruo Deng, Guangyong Chen, Jianye Hao, Qiong Wang, Pheng-Ann Heng

* NeurIPS2021 

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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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HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation


Sep 13, 2021
Yijun Yang, Shujun Wang, Pheng-Ann Heng, Lequan Yu


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SurRoL: An Open-source Reinforcement Learning Centered and dVRK Compatible Platform for Surgical Robot Learning


Aug 30, 2021
Jiaqi Xu, Bin Li, Bo Lu, Yun-Hui Liu, Qi Dou, Pheng-Ann Heng

* 8 pages, 8 figures, 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 

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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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Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching


Jun 16, 2021
Quande Liu, Hongzheng Yang, Qi Dou, Pheng-Ann Heng

* Accepted to MICCAI 2021 

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Point Cloud Upsampling via Disentangled Refinement


Jun 09, 2021
Ruihui Li, Xianzhi Li, Pheng-Ann Heng, Chi-Wing Fu

* CVPR 2021, website https://liruihui.github.io/ 

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Rethinking annotation granularity for overcoming deep shortcut learning: A retrospective study on chest radiographs


Apr 21, 2021
Luyang Luo, Hao Chen, Yongjie Xiao, Yanning Zhou, Xi Wang, Varut Vardhanabhuti, Mingxiang Wu, Pheng-Ann Heng

* 22 pages of main text, 18 pages of supplementary tables 

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Deep Semi-supervised Metric Learning with Dual Alignment for Cervical Cancer Cell Detection


Apr 07, 2021
Zhizhong Chai, Luyang Luo, Huangjing Lin, Hao Chen, Pheng-Ann Heng

* 11 pages 

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Dual-Consistency Semi-Supervised Learning with Uncertainty Quantification for COVID-19 Lesion Segmentation from CT Images


Apr 07, 2021
Yanwen Li, Luyang Luo, Huangjing Lin, Hao Chen, Pheng-Ann Heng

* 11 pages of main text, 2 pages of supplementary materials 

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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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FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space


Mar 10, 2021
Quande Liu, Cheng Chen, Jing Qin, Qi Dou, Pheng-Ann Heng

* Accepted to CVPR 2021 

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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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Deep Texture-Aware Features for Camouflaged Object Detection


Feb 05, 2021
Jingjing Ren, Xiaowei Hu, Lei Zhu, Xuemiao Xu, Yangyang Xu, Weiming Wang, Zijun Deng, Pheng-Ann Heng


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Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation


Jan 07, 2021
Kang Li, Shujun Wang, Lequan Yu, Pheng-Ann Heng

* Accepted by TMI 

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Beyond Class-Conditional Assumption: A Primary Attempt to Combat Instance-Dependent Label Noise


Dec 10, 2020
Pengfei Chen, Junjie Ye, Guangyong Chen, Jingwei Zhao, Pheng-Ann Heng

* Accepted by AAAI 2021 

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Robustness of Accuracy Metric and its Inspirations in Learning with Noisy Labels


Dec 08, 2020
Pengfei Chen, Junjie Ye, Guangyong Chen, Jingwei Zhao, Pheng-Ann Heng

* Accepted by AAAI 2021 

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Relational Graph Learning on Visual and Kinematics Embeddings for Accurate Gesture Recognition in Robotic Surgery


Nov 03, 2020
Yong-Hao Long, Jie-Ying Wu, Bo Lu, Yue-Ming Jin, Mathias Unberath, Yun-Hui Liu, Pheng-Ann Heng, Qi Dou


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DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets


Oct 13, 2020
Shujun Wang, Lequan Yu, Kang Li, Xin Yang, Chi-Wing Fu, Pheng-Ann Heng

* Accepted at IEEE-TMI 2020 

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Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation


Oct 04, 2020
Kang Li, Lequan Yu, Shujun Wang, Pheng-Ann Heng

* AAAI 2020 
* Accepted by AAAI 2020 

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Deep Semi-supervised Knowledge Distillation for Overlapping Cervical Cell Instance Segmentation


Jul 21, 2020
Yanning Zhou, Hao Chen, Huangjing Lin, Pheng-Ann Heng

* to appear at MICCAI2020, supplementary material attached 

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Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization


Jul 18, 2020
Shujun Wang, Lequan Yu, Caizi Li, Chi-Wing Fu, Pheng-Ann Heng

* Accepted at ECCV 2020. Code is available at https://github.com/EmmaW8/EISNet 

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Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation


Jul 13, 2020
Kang Li, Shujun Wang, Lequan Yu, Pheng-Ann Heng

* Accepted at MICCAI 2020 

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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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