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DARTSRepair: Core-failure-set Guided DARTS for Network Robustness to Common Corruptions


Sep 21, 2022
Xuhong Ren, Jianlang Chen, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao, Shengyong Chen

* To appear in Pattern Recognition (PR) 

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Uncertainty Guided Depth Fusion for Spike Camera


Aug 29, 2022
Jianing Li, Jiaming Liu, Xiaobao Wei, Jiyuan Zhang, Ming Lu, Lei Ma, Li Du, Tiejun Huang, Shanghang Zhang

* 18 pages, 11 figures 

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Efficient Testing of Deep Neural Networks via Decision Boundary Analysis


Jul 22, 2022
Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon

* 12 pages 

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Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites


Jun 14, 2022
Jingyang Zhang, Peng Xue, Ran Gu, Yuning Gu, Mianxin Liu, Yongsheng Pan, Zhiming Cui, Jiawei Huang, Lei Ma, Dinggang Shen

* Early accepted in MICCAI2022 

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CodeS: A Distribution Shift Benchmark Dataset for Source Code Learning


Jun 11, 2022
Qiang Hu, Yuejun Guo, Xiaofei Xie, Maxime Cordy, Lei Ma, Mike Papadakis, Yves Le Traon

* 19 pages 

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NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks


Mar 26, 2022
Xiaofei Xie, Tianlin Li, Jian Wang, Lei Ma, Qing Guo, Felix Juefei-Xu, Yang Liu

* 27 pages. Accepted to ACM Transactions on Software Engineering and Methodology (TOSEM), 2022 

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1000x Faster Camera and Machine Vision with Ordinary Devices


Jan 23, 2022
Tiejun Huang, Yajing Zheng, Zhaofei Yu, Rui Chen, Yuan Li, Ruiqin Xiong, Lei Ma, Junwei Zhao, Siwei Dong, Lin Zhu, Jianing Li, Shanshan Jia, Yihua Fu, Boxin Shi, Si Wu, Yonghong Tian


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Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency Deraining


Jan 07, 2022
Qing Guo, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Di Lin, Wei Feng, Song Wang

* 14 pages, 10 figures, 10 tables. This is the extention of our conference version https://github.com/tsingqguo/efficientderain 

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Towards Understanding Quality Challenges of the Federated Learning: A First Look from the Lens of Robustness


Jan 05, 2022
Amin Eslami Abyane, Derui Zhu, Roberto Medeiros de Souza, Lei Ma, Hadi Hemmati

* Submitted to EMSE journal 

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A Robust Visual Sampling Model Inspired by Receptive Field


Jan 04, 2022
Liwen Hu, Lei Ma, Dawei Weng, Tiejun Huang


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