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Preprint

    AutoHAS: Efficient Hyperparameter and Architecture Search [arXiv] [BibTex]
    Xuanyi Dong, Mingxing Tan, Adams Wei Yu, Daiyi Peng, Bogdan Gabrys, Quoc V. Le
    arXiv, 2020

    NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size [arXiv] [Code] [BibTex]
    Xuanyi Dong, Lu Liu, Katarzyna Musial, Bogdan Gabrys
    arXiv, 2020

2020

    PyGlove: Symbolic Programming for Automated Machine Learning
    Daiyi Peng, Xuanyi Dong, Esteban Real, Mingxing Tan, Yifeng Lu, Hanxiao Liu, Gabriel Bender, Adam Kraft, Chen Liang, Quoc V. Le
    (Oral) Neural Information Processing Systems (NeurIPS), 2020.

    NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search [PDF] [arXiv] [Code] [Dataset] [API] [Poster] [BibTex]
    Xuanyi Dong, Yi Yang
    (Spotlight) International Conference on Learning Representations (ICLR), 2020.

    Supervision by Registration and Triangulation for Landmark Detection [PDF] [Project] [Code] [BibTex]
    Xuanyi Dong, Yi Yang, Shih-En Wei, Xinshuo Weng, Yaser Sheikh, Shoou-I Yu
    (Regular) IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020

    Self-Paced Multi-View Co-Training [PDF] [Code] [BibTex]
    Fan Ma, Deyu Meng, Xuanyi Dong, Yi Yang
    Journal of Machine Learning Research (JMLR), 2020

    Asymptotic Soft Filter Pruning for Deep Convolutional Neural Networks [PDF] [BibTex]
    Yang He, Xuanyi Dong, Guoliang Kang, Yanwei Fu, Chenggang Yan, Yi Yang
    IEEE Transactions on Cybernetics (TCYB), 2020.

    When Humans Meet Machines: Towards Efficient Segmentation Networks [PDF]
    Peike Li, Xuanyi Dong, Xin Yu, Yi Yang
    The British Machine Vision Conference (BMVC), 2020

2019

    Network Pruning via Transformable Architecture Search [PDF] [Code] [Project] [Poster] [BibTex]
    Xuanyi Dong, Yi Yang
    Neural Information Processing Systems (NeurIPS), 2019.

    One-Shot Neural Architecture Search via Self-Evaluated Template Network [PDF] [Code] [BibTex]
    Xuanyi Dong, Yi Yang
    IEEE Conference on International Conference on Computer Vision (ICCV), 2019.

    Teacher Supervises Students How to Learn from Partially Labeled Images for Facial Landmark Detection [PDF] [Code] [BibTex]
    Xuanyi Dong, Yi Yang
    IEEE Conference on International Conference on Computer Vision (ICCV), 2019.

    Searching for A Robust Neural Architecture in Four GPU Hours [PDF] [Code] [BibTex]
    Xuanyi Dong, Yi Yang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

    Few-Example Object Detection with Model Communication [PDF] [Code] [Dataset] [BibTex]
    Xuanyi Dong, Liang Zheng, Fan Ma, Yi Yang, Deyu Meng
    (Regular) IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019.

    Late Fusion via Subspace Search with Consistency Preservation [PDF] [Code] [BibTex]
    Xuanyi Dong, Yan Yan, Mingkui Tan, Yi Yang, Ivor W. Tsang
    IEEE Transactions on Image Processing (TIP), 2019.

    Auto-ReID: Searching for a Part-Aware ConvNet for Person Re-Identification [PDF] [BibTex]
    Ruijie Quan, Xuanyi Dong, Yu Wu, Linchao Zhu, Yi Yang
    IEEE Conference on International Conference on Computer Vision (ICCV), 2019.

    Progressive Learning for Person Re-Identification with One Example [PDF] [Dataset] [BibTex]
    Yu Wu, Yutian Lin, Xuanyi Dong, Yan Yan, Wei Bian, Yi Yang
    IEEE Transactions on Image Processing (TIP), 2019.

    A Bottom-Up Clustering Approach to Unsupervised Person Re-Identification [PDF] [Code] [BibTex]
    Yutian Lin, Xuanyi Dong, Liang Zheng, Yan Yan, Yi Yang
    (Oral) AAAI Conference on Artificial Intelligence (AAAI), 2019.

2018

    Supervision-by-Registration: An Unsupervised Approach to Improve the Precision of Facial Landmark Detectors [PDF] [Code] [Video] [Blog] [BibTex]
    Xuanyi Dong, Shoou-I Yu, Xinshuo Weng, Shih-En Wei, Yi Yang, Yaser Sheikh
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

    Style Aggregated Network for Facial Landmark Detection [PDF] [Code] [Dataset] [Download] [BibTex]
    Xuanyi Dong, Yan Yan, Wanli Ouyang, Yi Yang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

    Fast Parameter Adaptation for Few-Shot Image Captioning and Visual Question Answering [PDF] [Official-PDF] [Code] [BibTex]
    Xuanyi Dong, Linchao Zhu, De Zhang, Yi Yang, Fei Wu
    ACM International Conference on Multimedia (ACM-MM), 2018.

    Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks [PDF] [Code] [Models] [BibTex]
    Yang He, Guoliang Kang, Xuanyi Dong, Yanwei Fu, Yi Yang
    International Joint Conference on Artificial Intelligence (IJCAI), 2018.

    Exploit the Unknown Gradually: One-Shot Video-Based Person Re-Identification by Stepwise Learning [PDF] [Code] [Dataset] [BibTex]
    Yu Wu, Yutian Lin, Xuanyi Dong, Yan Yan, Wanli Ouyang, Yi Yang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

2017

    More is Less: A More Complicated Network with Less Inference Complexity [PDF] [Official-PDF] [BibTex]
    Xuanyi Dong, Junshi Huang, Yi Yang, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.

    Self-Paced Co-training [PDF] [Code] [BibTex]
    Fan Ma, Deyu Meng, Qi Xie, Zina Li, Xuanyi Dong
    International Conference on Machine Learning (ICML), 2017.

    A Dual-Network Progressive Approach to Weakly Supervised Object Detection [PDF] [Code] [BibTex]
    Xuanyi Dong, Deyu Meng, Fan Ma, Yi Yang
    ACM International Conference on Multimedia (ACM-MM), 2017.