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Preprint
AutoHAS: Efficient Hyperparameter and Architecture Search[PDF][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
2021
Auto-Navigator: Decoupled Neural Architecture Search for Visual Navigation Tianqi Tang, Xin Yu, Xuanyi Dong, Yi Yang
Winter Conference on Applications of Computer Vision (WACV), 2021
2020
PyGlove: Symbolic Programming for Automated Machine Learning[PDF][Appendix][BibTex] 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][Preview-PDF][Project][Models][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][FB-Code][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.