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Webly Supervised Image Classification with Metadata: Automatic Noisy Label Correction via Visual-Semantic Graph

Oct 12, 2020
Jingkang Yang, Weirong Chen, Litong Feng, Xiaopeng Yan, Huabin Zheng, Wayne Zhang

* Accepted to ACM Multimedia 2020 (Oral) 

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Webly Supervised Image Classification with Self-Contained Confidence

Aug 27, 2020
Jingkang Yang, Litong Feng, Weirong Chen, Xiaopeng Yan, Huabin Zheng, Ping Luo, Wayne Zhang

* 16 pages, 4 figures, Accepted to ECCV 2020 

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Meta R-CNN : Towards General Solver for Instance-level Low-shot Learning

Sep 28, 2019
Xiaopeng Yan, Ziliang Chen, Anni Xu, Xiaoxi Wang, Xiaodan Liang, Liang Lin

* Published in ICCV-2019. Project: 

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Multivariate-Information Adversarial Ensemble for Scalable Joint Distribution Matching

Jul 08, 2019
Ziliang Chen, Zhanfu Yang, Xiaoxi Wang, Xiaodan Liang, Xiaopeng Yan, Guanbin Li, Liang Lin

* ICML-19 

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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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