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Backdoor Attack in the Physical World


Apr 24, 2021
Yiming Li, Tongqing Zhai, Yong Jiang, Zhifeng Li, Shu-Tao Xia

* This work was done when Yiming Li was an intern at Tencent AI Lab, supported by the Tencent Rhino-Bird Elite Training Program (2020). This is a 6-pages short version of our ongoing work, `Rethinking the Trigger of Backdoor Attack' (arXiv:2004.04692). It is accepted by the non-archival ICLR 2021 workshop on Robust and Reliable Machine Learning in the Real World. arXiv admin note: substantial text overlap with arXiv:2004.04692 

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Hidden Backdoor Attack against Semantic Segmentation Models


Apr 03, 2021
Yiming Li, Yanjie Li, Yalei Lv, Yong Jiang, Shu-Tao Xia

* This is a 6-pages short version of our ongoing work. It is accepted by the non-archival ICLR workshop on Security and Safety in Machine Learning Systems, 2021. The first two authors contributed equally to this work 

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Fooling LiDAR Perception via Adversarial Trajectory Perturbation


Mar 29, 2021
Yiming Li, Congcong Wen, Felix Juefei-Xu, Chen Feng


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Predictive Visual Tracking: A New Benchmark and Baseline Approach


Mar 08, 2021
Bowen Li, Yiming Li, Junjie Ye, Changhong Fu, Hang Zhao

* 7 pages, 5 figures 

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An Optimized H.266/VVC Software Decoder On Mobile Platform


Mar 05, 2021
Yiming Li, Shan Liu, Yu Chen, Yushan Zheng, Sijia Chen, Bin Zhu, Jian Lou


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Targeted Attack against Deep Neural Networks via Flipping Limited Weight Bits


Feb 21, 2021
Jiawang Bai, Baoyuan Wu, Yong Zhang, Yiming Li, Zhifeng Li, Shu-Tao Xia

* Accepted by ICLR 2021 

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Multidimensional Information Assisted Deep Learning Realizing Flexible Recognition of Vortex Beam Modes


Jan 18, 2021
Jiale Zhao, Zijing Zhang, Yiming Li, Longzhu Cen, Yuan Zhao


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Siamese Anchor Proposal Network for High-Speed Aerial Tracking


Dec 19, 2020
Changhong Fu, Ziang Cao, Yiming Li, Junjie Ye, Chen Feng


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Backdoor Attack against Speaker Verification


Oct 25, 2020
Tongqing Zhai, Yiming Li, Ziqi Zhang, Baoyuan Wu, Yong Jiang, Shu-Tao Xia

* The first two authors contributed equally to this work. 5 pages 

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Open-sourced Dataset Protection via Backdoor Watermarking


Oct 12, 2020
Yiming Li, Ziqi Zhang, Jiawang Bai, Baoyuan Wu, Yong Jiang, Shu-Tao Xia

* 6 pages 

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GTEA: Representation Learning for Temporal Interaction Graphs via Edge Aggregation


Sep 28, 2020
Yiming Li, Da Sun Handason Tam, Siyue Xie, Xiaxin Liu, Qiu Fang Ying, Wing Cheong Lau, Dah Ming Chiu, Shou Zhi Chen


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Towards Robust Visual Tracking for Unmanned Aerial Vehicle with Tri-Attentional Correlation Filters


Aug 30, 2020
Yujie He, Changhong Fu, Fuling Lin, Yiming Li, Peng Lu

* IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2020), Las Vegas, USA 
* IROS'20 accepted, 8 pages, 6 figures, and 2 tables 

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Rectified Decision Trees: Exploring the Landscape of Interpretable and Effective Machine Learning


Aug 21, 2020
Yiming Li, Jiawang Bai, Jiawei Li, Xue Yang, Yong Jiang, Shu-Tao Xia

* 9 pages. The first two authors contribute equally to this work. arXiv admin note: text overlap with arXiv:1903.05965 

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Backdoor Learning: A Survey


Aug 21, 2020
Yiming Li, Baoyuan Wu, Yong Jiang, Zhifeng Li, Shu-Tao Xia

* 11 pages. A curated list of backdoor learning resources in this paper is presented in the Github Repo (https://github.com/THUYimingLi/backdoor-learning-resources). We will try our best to continuously maintain the repo 

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Automatic Failure Recovery and Re-Initialization for Online UAV Tracking with Joint Scale and Aspect Ratio Optimization


Aug 10, 2020
Fangqiang Ding, Changhong Fu, Yiming Li, Jin Jin, Chen Feng

* 8pages, 8 figures, accepted by 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems(IROS) 

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DR^2Track: Towards Real-Time Visual Tracking for UAV via Distractor Repressed Dynamic Regression


Aug 10, 2020
Changhong Fu, Fangqiang Ding, Yiming Li, Jin Jin, Chen Feng

* 8pages, 7 figures, accepted by 2020 IEEE/RJS International Conference on Intelligent Robots and Systems(IROS) 

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Context-Aware Refinement Network Incorporating Structural Connectivity Prior for Brain Midline Delineation


Jul 10, 2020
Shen Wang, Kongming Liang, Yiming Li, Yizhou Yu, Yizhou Wang


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Targeted Attack for Deep Hashing based Retrieval


May 08, 2020
Jiawang Bai, Bin Chen, Yiming Li, Dongxian Wu, Weiwei Guo, Shu-tao Xia, En-hui Yang

* 21 pages 

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Rethinking the Trigger of Backdoor Attack


Apr 09, 2020
Yiming Li, Tongqing Zhai, Baoyuan Wu, Yong Jiang, Zhifeng Li, Shutao Xia

* 13 pages 

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AutoTrack: Towards High-Performance Visual Tracking for UAV with Automatic Spatio-Temporal Regularization


Mar 29, 2020
Yiming Li, Changhong Fu, Fangqiang Ding, Ziyuan Huang, Geng Lu

* 2020 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 

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Toward Adversarial Robustness via Semi-supervised Robust Training


Mar 16, 2020
Yiming Li, Baoyuan Wu, Yan Feng, Yanbo Fan, Yong Jiang, Zhifeng Li, Shutao Xia

* 15 pages 

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Training-Set Distillation for Real-Time UAV Object Tracking


Mar 11, 2020
Fan Li, Changhong Fu, Fuling Lin, Yiming Li, Peng Lu

* 2020 IEEE International Conference on Robotics and Automation 

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