Xingjun Ma

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James BaileyProfessor, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Yisen WangAssistant Professor, Peking UniversityVerified email at pku.edu.cn
Sudanthi WijewickremaSenior Research Fellow, University of MelbourneVerified email at unimelb.edu.au
Sarah M. ErfaniSenior Lecturer, Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Shu-Tao XiaTsinghua UniversityVerified email at sz.tsinghua.edu.cn
Michael E. HouleNational Institute of Informatics, JapanVerified email at nii.ac.jp
Bo LiUniversity of Illinois at Urbana–ChampaignVerified email at illinois.edu
Jinfeng Yi (易津锋)JD AI ResearchVerified email at jd.com
Shuo ZhouResearch Fellow at the University of MelbourneVerified email at unimelb.edu.au
Lingjuan LyuNUS, ANU, The University of MelbourneVerified email at student.unimelb.edu.au
Yu-Gang JiangProfessor, Computer Science, Fudan University, ShanghaiVerified email at fudan.edu.cn
Gregor KennedyThe University of MelbourneVerified email at unimelb.edu.au
Quanquan GuAssistant Professor of Computer Science, UCLAVerified email at cs.ucla.edu
Dawn SongProfessor of Computer Science, UC BerkeleyVerified email at cs.berkeley.edu
Jiangshan Yu (于江山)ARC DECRA Fellow and Senior Lecturer, Monash UniversityVerified email at monash.edu
Feng LuProfessor @ Beihang University; The University of TokyoVerified email at ut-vision.org
Jiong JinAssociate Professor, Swinburne University of Technology, Melbourne, AustraliaVerified email at swin.edu.au
Weiyang LiuUniversity of Cambridge, MPI TübingenVerified email at cam.ac.uk
Le SongGeorgia Institute of TechnologyVerified email at cc.gatech.edu
Hanxun HuangThe University of MelbourneVerified email at student.unimelb.edu.au

Xingjun Ma

Lecturer@Deakin University, Honorary Fellow@University of Melbourne

Verified email at unimelb.edu.au - Homepage

Adversarial Machine Learning Deep Learning Computer Vision Data Privacy AI Security


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Characterizing adversarial subspaces using local intrinsic dimensionality X Ma, B Li, Y Wang, SM Erfani, S Wijewickrema, G Schoenebeck, D Song, ... ICLR 2018, 2018	294	2018
Dimensionality-driven learning with noisy labels X Ma, Y Wang, ME Houle, S Zhou, SM Erfani, ST Xia, S Wijewickrema, ... ICML 2018, 2018	161	2018
Iterative learning with open-set noisy labels Y Wang, W Liu, X Ma, J Bailey, H Zha, L Song, ST Xia CVPR 2018, 2018	133	2018
Symmetric cross entropy for robust learning with noisy labels Y Wang, X Ma, Z Chen, Y Luo, J Yi, J Bailey ICCV 2019, 2019	110	2019
On the Convergence and Robustness of Adversarial Training Y Wang, X Ma, J Bailey, J Yi, B Zhou, Q Gu ICML 2019, 2019	83	2019
Improving adversarial robustness requires revisiting misclassified examples Y Wang, D Zou, J Yi, J Bailey, X Ma, Q Gu ICLR 2020, 2020	75	2020
Understanding adversarial attacks on deep learning based medical image analysis systems X Ma, Y Niu, L Gu, Y Wang, Y Zhao, J Bailey, F Lu Pattern Recognition 110, 107332, 2021	48	2021
Skip connections matter: On the transferability of adversarial examples generated with resnets D Wu, Y Wang, ST Xia, J Bailey, X Ma ICLR 2020, 2020	44	2020
Black-box adversarial attacks on video recognition models L Jiang, X Ma, S Chen, J Bailey, YG Jiang ACM MM 2019, 2019	44	2019
Towards fair and privacy-preserving federated deep models L Lyu, J Yu, K Nandakumar, Y Li, X Ma, J Jin, H Yu, KS Ng IEEE Transactions on Parallel and Distributed Systems 31 (11), 2524-2541, 2020	32*	2020
Normalized loss functions for deep learning with noisy labels X Ma, H Huang, Y Wang, S Romano, S Erfani, J Bailey ICML 2020, 2020	30	2020
Adversarial Camouflage: Hiding Physical-World Attacks with Natural Styles R Duan, X Ma, Y Wang, J Bailey, AK Qin, Y Yang CVPR 2020, 2020	25	2020
Reflection backdoor: A natural backdoor attack on deep neural networks Y Liu, X Ma, J Bailey, F Lu ECCV 2020, 2020	18	2020
Clean-Label Backdoor Attacks on Video Recognition Models S Zhao, X Ma, X Zheng, J Bailey, J Chen, YG Jiang CVPR 2020, 2020	16	2020
Design and evaluation of a virtual reality simulation module for training advanced temporal bone surgery S Wijewickrema, B Copson, Y Zhou, X Ma, R Briggs, J Bailey, G Kennedy, ... CBMS 2017, 7-12, 2017	16	2017
Providing automated real-time technical feedback for virtual reality based surgical training: is the simpler the better? S Wijewickrema, X Ma, P Piromchai, R Briggs, J Bailey, G Kennedy, ... AIED 2018, 2018	11	2018
Unbiased multivariate correlation analysis Y Wang, S Romano, V Nguyen, J Bailey, X Ma, ST Xia AAAI 2017, 2017	10	2017
Finding influentials in Twitter: a temporal influence ranking model X Ma, C Li, J Bailey, S Wijewickrema AusDM 2016, 2016	10	2016
Adversarial generation of real-time feedback with neural networks for simulation-based training X Ma, S Wijewickrema, S Zhou, Y Zhou, Z Mhammedi, S O'Leary, J Bailey IJCAI 2017, 2017	9*	2017
Generative image inpainting with submanifold alignment A Li, J Qi, R Zhang, X Ma, K Ramamohanarao IJCAI 2019, 2019	8	2019

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