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Mengya Xu

Confidence-Aware Paced-Curriculum Learning by Label Smoothing for Surgical Scene Understanding

Dec 22, 2022
Mengya Xu, Mobarakol Islam, Ben Glocker, Hongliang Ren

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* IEEE Transactions on Automation Science and Engineering, 2022
* 12 pages

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Task-Aware Asynchronous Multi-Task Model with Class Incremental Contrastive Learning for Surgical Scene Understanding

Nov 28, 2022
Lalithkumar Seenivasan, Mobarakol Islam, Mengya Xu, Chwee Ming Lim, Hongliang Ren

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* Manuscript accepted in the International Journal of Computer Assisted Radiology and Surgery. codes available: https://github.com/lalithjets/Domain-adaptation-in-MTL

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Rethinking Surgical Instrument Segmentation: A Background Image Can Be All You Need

Jul 07, 2022
An Wang, Mobarakol Islam, Mengya Xu, Hongliang Ren

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* 10 pages, MICCAI2022

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CholecTriplet2021: A benchmark challenge for surgical action triplet recognition

Apr 10, 2022
Chinedu Innocent Nwoye, Deepak Alapatt, Tong Yu, Armine Vardazaryan, Fangfang Xia, Zixuan Zhao, Tong Xia, Fucang Jia, Yuxuan Yang, Hao Wang, Derong Yu, Guoyan Zheng, Xiaotian Duan, Neil Getty, Ricardo Sanchez-Matilla, Maria Robu, Li Zhang, Huabin Chen, Jiacheng Wang, Liansheng Wang, Bokai Zhang, Beerend Gerats, Sista Raviteja, Rachana Sathish, Rong Tao, Satoshi Kondo, Winnie Pang, Hongliang Ren, Julian Ronald Abbing, Mohammad Hasan Sarhan, Sebastian Bodenstedt, Nithya Bhasker, Bruno Oliveira, Helena R. Torres, Li Ling, Finn Gaida, Tobias Czempiel, João L. Vilaça, Pedro Morais, Jaime Fonseca, Ruby Mae Egging, Inge Nicole Wijma, Chen Qian, Guibin Bian, Zhen Li, Velmurugan Balasubramanian, Debdoot Sheet, Imanol Luengo, Yuanbo Zhu, Shuai Ding, Jakob-Anton Aschenbrenner, Nicolas Elini van der Kar, Mengya Xu, Mobarakol Islam, Lalithkumar Seenivasan, Alexander Jenke, Danail Stoyanov, Didier Mutter, Pietro Mascagni, Barbara Seeliger, Cristians Gonzalez, Nicolas Padoy

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* CholecTriplet2021 challenge report. Submitted to journal of Medical Image Analysis. 22 pages, 8 figures, 11 tables

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Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation

Jul 23, 2021
Mengya Xu, Mobarakol Islam, Chwee Ming Lim, Hongliang Ren

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* Accepted in MICCAI 2021

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Learning Domain Adaptation with Model Calibration for Surgical Report Generation in Robotic Surgery

Mar 31, 2021
Mengya Xu, Mobarakol Islam, Chwee Ming Lim, Hongliang Ren

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* Accepted in ICRA 2021

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