赵凯 (Kai ZHAO)
Hi😊 我是赵凯。我从南开大学获得计算机科学的博士学位,导师是程明明教授。 我在上海大学完成本科和硕士学业,我的硕士导师是沈为博士。 我的研究兴趣主要是 计算机视觉👁️, 统计学习🧠和 强化学习🤖。 通俗上我的研究领域属于 人工智能, 我对数学,特别是优化和统计,以及统计学习模型和背后的数学原理和理论解释很感兴趣。 您可以访问http://kaizhao.net/research来详细了解我的研究和发表的论文。
个人经历:
联系方式:
- ORCID: https://orcid.org/0000-0002-2496-0829
- Google scholar: https://scholar.google.com/citations?user=42gpbZoAAAAJ
GitHub @zeakey
- Dota2 | Blog | 照片 | Semantic Scholar
请访问 http://kaizhao.net/contact 查看详细的联系方式。这里是我的简历 http://kaizhao.net/cv 。
Publications
- Kai Zhao*, Qi Han*, Chang-bin Zhang, Jun Xu, Mingg-Ming Cheng. "Deep Hough Transform for Semantic Line Detection." (* denotes equal contribution) [arXiv: 2003.04676]
- Kai Zhao*, Xin-Yu Zhang*, Qi Han*, Ming-Ming Cheng. "Dependency Aware Filter Pruning." (* denotes equal contribution) [arXiv: 2005.02634]
- Qi Han*, Kai Zhao*, Jun Xu, Mingg-Ming Cheng. "Deep Hough Transform for Semantic Line Detection." (* denotes equal contribution) 2020 European Conference on Computer Vision (ECCV). [PDF]
- Xin-Yu Zhang*, Kai Zhao*, Taihong Xiao, Ming-Ming Cheng, Ming-Hsuan Yang. "Model-Agnostic Structured Sparsification with Learnable Channel Shuffle." (* denotes equal contribution) [arXiv: 2002.08127]
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Kai Zhao, Shanghua Gao, Wenguan Wang, Ming-Ming Cheng.
"Optimizing the F-measure for Threshold-free Salient Object Detection."
International conference on computer vision (ICCV), Seoul, Korea, 2019.
[Project page]
[PDF]
[bibtex]
@InProceedings{zhao2019optimizing, author = {Kai Zhao and Shanghua Gao and Wenguan Wang and Ming-ming Cheng}, title = {Optimizing the {F}-measure for Threshold-free Salient Object Detection}, booktitle = {The IEEE International Conference on Computer Vision (ICCV)}, pages = {8849-8857}, month = {Oct}, year = {2019}, url = {http://kaizhao.net/fmeasure} }
- Kai Zhao, Jingyi Xu, Ming-Ming Cheng.
"RegularFace: Deep Face Recognition via Exclusive Regularization."
IEEE conference on Computer Vision and Patterm Recognition (CVPR), Long Beach, USA, 2019.
[PDF]
[project page]
[bibtex]
@InProceedings{zhao2019regularface, author = {Zhao, Kai and Xu, Jingyi and Cheng, Ming-Ming}, title = {RegularFace: Deep Face Recognition via Exclusive Regularization}, booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, pages = {1136-1144}, month = {June}, year = {2019} }
- Kai Zhao, Wei Shen, Shanghua Gao, Dandan Li, Ming-Ming Cheng.
"Hi-Fi: Hierarchical Feature Integration for Skeleton Detection."
International Joint Conference on Artificial Intelligence (IJCAI), Stockholm, Sweden, 2018.
[PDF]
[LaTeX Source]
[Project page]
[bibtex]
@inproceedings{zhao2018hifi, title = {Hi-{F}i: Hierarchical Feature Integration for Skeleton Detection}, author = {Kai Zhao and Wei Shen and Shanghua Gao and Dandan Li and Ming-Ming Cheng}, booktitle = {Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, {IJCAI-18}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, pages = {1191--1197}, year = {2018}, month = {7}, doi = {10.24963/ijcai.2018/166}, url = {http://kaizhao.net/hifi}, }
- Wei Shen, Kai Zhao, Yilu Guo, Alan Yuille.
"Label Distribution Learning Forests."
Proceedings of advances in neural information processing systems(NIPS),
Long Beach, USA, 2017.
[arXiv:1702.06086]
[Project Page]
[Code]
[bibtex]
@InProceedings{shen2017label, title = {Label Distribution Learning Forests}, author = {Shen, Wei and Zhao, Kai and Guo, Yilu and Yuille, Alan}, booktitle = {Proceedings of Advances in neural information processing systems}, year = {2017}, url = {http://kaizhao.net/ldlf}, }
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Wei Shen, Kai Zhao, Yuan Jiang, Yan Wang, Zhijiang Zhang, Xiang Bai.
"Object Skeleton Extraction in Natural Images by Fusing Scale-associated Deep Side Outputs."
Proceddings of the 29th IEEE Conference on Computer Vision and Pattern Recognition(CVPR),
Las Vegas, USA, 2016.
[arXiv:1603.09446]
[Code]
[bibtex]
@InProceedings{shen2016object, title={Object Skeleton Extraction in Natural Images by Fusing Scale-associated Deep Side Outputs}, author={Shen, Wei and Zhao, Kai and Jiang, Yuan and Wang, Yan and Zhang, Zhijiang and Bai, Xiang}, booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition}, year={2016}, pages={222-230}, publisher={IEEE}, howpublished = "\url{http://kaizhao.net/deepsk}" }
- Shang-Hua Gao, Ming-Ming Cheng, Kai Zhao, Xin-Yu Zhang, Ming-Hsuan Yang, Philip Torr. "Res2Net: A New Multi-scale Backbone Architecture." (IEEE Trans on Pattern Analysis and Machine Intelligence, 2019) [Project Page ] [Code ]
- Wei Shen, Yilu Guo, Yan Wang, Kai Zhao, Bo Wang, Alan Yuille "Deep Differentiable Random Forests for Age Estimation." (IEEE Trans on Pattern Analysis and Machine Intelligence, 2019)
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Wei Shen, Kai Zhao, Yuan Jiang, Yan Wang, Xiang Bai, Alan Yuille.
"DeepSkeleton: Learning Multi-task Scale-associated Deep Side Outputs for Object Skeleton Extraction in Natural Images."
(IEEE Trans on Image Processing, 2017)
[arXiv:1609.03659]
[Project Page ]
[Code]
[SK-LARGE dataset]
[bibtex]
@article{shen2017deepskeleton, title={DeepSkeleton: Learning Multi-task Scale-associated Deep Side Outputs for Object Skeleton Extraction in Natural Images}, author={Shen, Wei and Zhao, Kai and Jiang, Yuan and Wang, Yan and Bai, Xiang and Yuille, Alan}, journal={IEEE Transactions on Image Processing}, volume={26}, number={11}, pages={5298-5311}, year={2017}, publisher={IEEE}, howpublished = "\url{http://kaizhao.net/deepsk}" }
- CVPR, ICCV 和 ECCV 是计算机视觉领域的国际顶级会议;IJCAI 是中国计算机学会(CCF)工智能领域的 A 类会议。
- Wei Shen 是我的硕士导师。
Professional Activities:
- 会议审稿: CVPR, ICCV, ECCV, AAAI, IJCAI, ICLR, NIPS, ICML
- 期刊审稿: IJCV, IEEE Trans on CSVT, IEEE Trans on Multimedia, IEEE Trans on Image Processing, Neurocomputing, Pattern Recognition, Pattern Recognition Letters.