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What Do Deep Nets Learn? Class-wise Patterns Revealed in the Input Space

Feb 06, 2021
Shihao Zhao, Xingjun Ma, Yisen Wang, James Bailey, Bo Li, Yu-Gang Jiang


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Segmentation of Breast Microcalcifications: A Multi-Scale Approach

Feb 01, 2021
Chrysostomos Marasinou, Bo Li, Jeremy Paige, Akinyinka Omigbodun, Noor Nakhaei, Anne Hoyt, William Hsu

* Electronic Preprint version 1 

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Rescuing Deep Hashing from Dead Bits Problem

Feb 01, 2021
Shu Zhao, Dayan Wu, Yucan Zhou, Bo Li, Weiping Wang


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Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks

Jan 27, 2021
Yige Li, Xixiang Lyu, Nodens Koren, Lingjuan Lyu, Bo Li, Xingjun Ma

* 19 pages, 14 figures, ICLR 2021 

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Robusta: Robust AutoML for Feature Selection via Reinforcement Learning

Jan 15, 2021
Xiaoyang Wang, Bo Li, Yibo Zhang, Bhavya Kailkhura, Klara Nahrstedt


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ORDNet: Capturing Omni-Range Dependencies for Scene Parsing

Jan 11, 2021
Shaofei Huang, Si Liu, Tianrui Hui, Jizhong Han, Bo Li, Jiashi Feng, Shuicheng Yan

* IEEE Transactions on Image Processing, 2020, 29: 8251-8263 
* Published at TIP 

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A novel shape matching descriptor for real-time hand gesture recognition

Jan 11, 2021
Michalis Lazarou, Bo Li, Tania Stathaki


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Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Dec 30, 2020
Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein


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Longitudinal diffusion MRI analysis using Segis-Net: a single-step deep-learning framework for simultaneous segmentation and registration

Dec 28, 2020
Bo Li, Wiro J. Niessen, Stefan Klein, Marius de Groot, M. Arfan Ikram, Meike W. Vernooij, Esther E. Bron

* Under review 

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Data Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Dec 18, 2020
Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein


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On the Limitations of Denoising Strategies as Adversarial Defenses

Dec 17, 2020
Zhonghan Niu, Zhaoxi Chen, Linyi Li, Yubin Yang, Bo Li, Jinfeng Yi


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UnrealPerson: An Adaptive Pipeline towards Costless Person Re-identification

Dec 09, 2020
Tianyu Zhang, Lingxi Xie, Longhui Wei, Zijie Zhuang, Yongfei Zhang, Bo Li, Qi Tian

* 10 pages, 5 figure 

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Evaluating adversarial robustness in simulated cerebellum

Dec 05, 2020
Liu Yuezhang, Bo Li, Qifeng Chen

* 6 pages, 2 figures, NeurIPS 2020 Pre-registration Workshop 

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Modelling the Point Spread Function of Wide Field Small Aperture Telescopes With Deep Neural Networks -- Applications in Point Spread Function Estimation

Nov 20, 2020
Peng Jia, Xuebo Wu, Zhengyang Li, Bo Li, Weihua Wang, Qiang Liu, Adam Popowicz

* Submitted to MNRAS 

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Decoupled Appearance and Motion Learning for Efficient Anomaly Detection in Surveillance Video

Nov 12, 2020
Bo Li, Sam Leroux, Pieter Simoens


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Automated Model Compression by Jointly Applied Pruning and Quantization

Nov 12, 2020
Wenting Tang, Xingxing Wei, Bo Li


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MUSE: Illustrating Textual Attributes by Portrait Generation

Nov 09, 2020
Xiaodan Hu, Pengfei Yu, Kevin Knight, Heng Ji, Bo Li, Honghui Shi


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Learning unbiased registration and joint segmentation: evaluation on longitudinal diffusion MRI

Nov 03, 2020
Bo Li, Wiro J. Niessen, Stefan Klein, M. Arfan Ikram, Meike W. Vernooij, Esther E. Bron

* Accepted by SPIE Medical Imaging 2021 for oral presentation 

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Confidence Estimation for Attention-based Sequence-to-sequence Models for Speech Recognition

Oct 23, 2020
Qiujia Li, David Qiu, Yu Zhang, Bo Li, Yanzhang He, Philip C. Woodland, Liangliang Cao, Trevor Strohman

* Submitted to ICASSP 2021 

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Novel View Synthesis from only a 6-DoF Camera Pose by Two-stage Networks

Oct 22, 2020
Xiang Guo, Bo Li, Yuchao Dai, Tongxin Zhang, Hui Deng

* Accepted by International Conference on Pattern Recognition (ICPR 2020) 

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FastEmit: Low-latency Streaming ASR with Sequence-level Emission Regularization

Oct 21, 2020
Jiahui Yu, Chung-Cheng Chiu, Bo Li, Shuo-yiin Chang, Tara N. Sainath, Yanzhang He, Arun Narayanan, Wei Han, Anmol Gulati, Yonghui Wu, Ruoming Pang

* tech report 

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On Convergence of Nearest Neighbor Classifiers over Feature Transformations

Oct 15, 2020
Luka Rimanic, Cedric Renggli, Bo Li, Ce Zhang


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InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective

Oct 14, 2020
Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

* 20 pages, 8 tables, 2 figures 

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Universal ASR: Unify and Improve Streaming ASR with Full-context Modeling

Oct 12, 2020
Jiahui Yu, Wei Han, Anmol Gulati, Chung-Cheng Chiu, Bo Li, Tara N. Sainath, Yonghui Wu, Ruoming Pang

* tech report 

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Learning Invariant Representations and Risks for Semi-supervised Domain Adaptation

Oct 12, 2020
Bo Li, Yezhen Wang, Shanghang Zhang, Dongsheng Li, Trevor Darrell, Kurt Keutzer, Han Zhao

* Preprint 

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AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding

Oct 06, 2020
Guanglin Niu, Bo Li, Yongfei Zhang, Shiliang Pu, Jingyang Li

* 10 pages, 3 figures, the full version of a paper accepted to EMNLP 2020 Findings 

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Joint Semantics and Data-Driven Path Representation for Knowledge Graph Inference

Oct 06, 2020
Guanglin Niu, Bo Li, Yongfei Zhang, Yongpan Sheng, Chuan Shi, Jingyang Li, Shiliang Pu

* 12 pages, 6 tables, 4 figures 

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