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Preprint

    AutoHAS: Differentiable Hyper-Parameter 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

    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.