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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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Surgical-VQA: Visual Question Answering in Surgical Scenes using Transformer


Jun 26, 2022
Lalithkumar Seenivasan, Mobarakol Islam, Adithya K Krishna, Hongliang Ren

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* Code: https://github.com/lalithjets/Surgical_VQA.git 

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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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Global-Reasoned Multi-Task Learning Model for Surgical Scene Understanding


Jan 28, 2022
Lalithkumar Seenivasan, Sai Mitheran, Mobarakol Islam, Hongliang Ren

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* Code available at: https://github.com/lalithjets/Global-reasoned-multi-task-model 

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Class-Distribution-Aware Calibration for Long-Tailed Visual Recognition


Sep 11, 2021
Mobarakol Islam, Lalithkumar Seenivasan, Hongliang Ren, Ben Glocker

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* Presented at the ICML 2021 Workshop on Uncertainty and Robustness in Deep Learning 

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Learning and Reasoning with the Graph Structure Representation in Robotic Surgery


Jul 07, 2020
Mobarakol Islam, Lalithkumar Seenivasan, Lim Chwee Ming, Hongliang Ren

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* Accepted in MICCAI 2020 

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