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Enhancing Prototypical Few-Shot Learning by Leveraging the Local-Level Strategy

Nov 08, 2021
Junying Huang, Fan Chen, Keze Wang, Liang Lin, Dongyu Zhang

* 5 pages, 4 figures, submitted to ICASSP 2022 

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Plug-and-Play Few-shot Object Detection with Meta Strategy and Explicit Localization Inference

Oct 26, 2021
Junying Huang, Fan Chen, Liang Lin, Dongyu Zhang

* submitted to TNNLS 

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Transferable, Controllable, and Inconspicuous Adversarial Attacks on Person Re-identification With Deep Mis-Ranking

Apr 08, 2020
Hongjun Wang, Guangrun Wang, Ya Li, Dongyu Zhang, Liang Lin

* Accepted in CVPR 2020. To attack ReID, we propose a learning-to-mis-rank formulation to perturb the ranking of the system output 

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Graduate Employment Prediction with Bias

Dec 27, 2019
Teng Guo, Feng Xia, Shihao Zhen, Xiaomei Bai, Dongyu Zhang, Zitao Liu, Jiliang Tang

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A Knowledge Graph Based Solution for Entity Discovery and Linking in Open-Domain Questions

Dec 05, 2018
Kai Lei, Bing Zhang, Yong Liu, Yang Deng, Dongyu Zhang, Ying Shen

* International Conference on Smart Computing and Communication SmartCom 2017: Smart Computing and Communication pp 181-190 

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Cost-effective Object Detection: Active Sample Mining with Switchable Selection Criteria

Sep 16, 2018
Keze Wang, Liang Lin, Xiaopeng Yan, Ziliang Chen, Dongyu Zhang, Lei Zhang

* Automatically determining whether an unlabeled sample should be manually annotated or pseudo-labeled via a novel self-learning process (Accepted by TNNLS 2018) The source code is available at 

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Towards Human-Machine Cooperation: Self-supervised Sample Mining for Object Detection

May 24, 2018
Keze Wang, Xiaopeng Yan, Dongyu Zhang, Lei Zhang, Liang Lin

* We enabled to mine from unlabeled or partially labeled data to boost object detection (Accepted by CVPR 2018) The source code is available at 

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Content-Adaptive Sketch Portrait Generation by Decompositional Representation Learning

Oct 04, 2017
Dongyu Zhang, Liang Lin, Tianshui Chen, Xian Wu, Wenwei Tan, Ebroul Izquierdo

* Published in TIP 2017 

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Look into Person: Self-supervised Structure-sensitive Learning and A New Benchmark for Human Parsing

Jul 28, 2017
Ke Gong, Xiaodan Liang, Dongyu Zhang, Xiaohui Shen, Liang Lin

* Accepted to appear in CVPR 2017 

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Cost-Effective Active Learning for Deep Image Classification

Jan 13, 2017
Keze Wang, Dongyu Zhang, Ya Li, Ruimao Zhang, Liang Lin

* Accepted by IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 2016 

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