Shiming Chen   陈使明

PhD student

1037 Luoyu Road,
National Anti-counterfeit Engineering Research Center,
Huazhong University of Science and Technology (HUST),
Wuhan, China, 430074

Email: shimingchen at hust dot edu dot cn;   gchenshiming at gmail dot com

Shiming Chen

Biography

I come from Meizhou, Guangdong, where is known as “Hakka capital” and “ City of Football ”.
I am currently a Third-year PhD student in School of Electronic Information and Communications at Huazhong University of Science and Technology, under the supervision by Prof. Xinge You. I'm also visiting at Trustworthy Machine Learning Lab (TML Lab), University of Sydney, working with Prof. Tongliang Liu. My current research interests span computer vision and machine learning with a series of topics, such as zero-shot learning, generative modeling and learning, and visual-and-language learning.



News

  • 2022.12.11, Our TransZero++ is accepted to TPAMI.
  • 2022.10.13, I was invited as a Reviewer for ICLR'23.
  • 2022.08.01, I was invited as a Program Committee (PC) Member for AAAI'23.
  • 2022.06.24, I was invited as a peer reviewer for TPAMI.
  • 2022.05.27, I gave a talk about our CVPR'22 work (MSDN) in VALSE.
  • 2022.05.26, I gave a talk about zero-shot learning in AI TIME and AI Drive.
  • 2022.04.21, one paper is accepted to IJCAI'22.
  • 2022.04.21, We have released the full codes of TransZero accepted to AAAI'22.
  • 2022.03.02, one paper is accepted to CVPR'22.
  • 2022.02.24, I gave a talk in Extreme Mart (极市).
  • 2022.02.22, one paper is accepted to IEEE Transactions on Neural Networks and Learning Systems (TNNLS).
  • 2022.02.17, I gave a talk in AI TIME PhD-NeurIPS, invite by AI TIME.
  • 2022.01.20, I start a Research Intern at Tencent AI Lab.
  • 2021.12.01, one paper is accepted to AAAI'22.
  • 2021.09.29, one paper is accepted to NeurIPS'21.
  • 2021.07.23, one paper is accepted to ICCV'21.
  • 2021.05.06, I start a Research Intern at Alibaba DAMO Academy.
  • 2021.04.29, one co-authored paper is accepted to IJCAI'21.
  • 2021.02.10, one paper is accepted to IEEE Transactions on Evolutionary Computation (TEVC).
  • Selected Publications (Google Scholar)

    Conference Papers

    Semantic Compression Embedding for Generative Zero-Shot Learning.

    Ziming Hong*, Shiming Chen*#, Guo-Sen Xie, Wenhan Yang, Jian Zhao, Yuanjie Shao, Qinmu Peng, Xinge You# (*:co-first author; #:corresponding author)

    The 31th International Joint Conference on Artificial Intelligence ( IJCAI ), 2022: 956-963. (CCF-A)

    MSDN: Mutually Semantic Distillation Network for Zero-Shot Learning. [PDF] [arXiv] [Code]

    Shiming Chen, Ziming Hong, Guo-Sen Xie, Wenhan Yang, Qinmu Peng, Kai Wang, Jian Zhao, Xinge You.

    IEEE/CVF Conference on Computer Vision and Pattern Recognition ( CVPR ), 2022: 7612-7621. (CCF-A)

    TransZero: Attribute-guided Transformer for Zero-Shot Learning. [PDF] [arXiv] [Code]

    Shiming Chen, Ziming Hong, Yang Liu, Guo-Sen Xie, Baigui Sun, Hao Li, Qinmu Peng, Ke Lu, Xinge You.

    Thirty-Sixth AAAI Conference on Artificial Intelligence ( AAAI ), 2022: 330-338. (CCF-A)

    HSVA: Hierarchical Semantic-Visual Adaptation for Zero-Shot Learning. [PDF] [arXiv] [Code]

    Shiming Chen, Guo-Sen Xie, Qinmu Peng, Yang Liu, Baigui Sun, Hao Li, Xinge You, Ling Shao.

    Annual Conference on Neural Information Processing Systems ( NeurIPS ), 2021: 16622-16634. (CCF-A)

    FREE: Feature Refinement for Generalized Zero-shot Learning. [PDF] [arXiv] [Code]

    Shiming Chen, Wenjie Wang, Beihao Xia, Qinmu Peng, Xinge You, Feng Zheng, Ling Shao.

    IEEE International Conference on Computer Vision ( ICCV ), 2021: 1106-1112. (CCF-A)

    Norm-guided Adaptive Visual Embedding for Zero-Shot Sketch-Based Image Retrieval. [PDF]

    Wenjie Wang, Yufeng Shi, Shiming Chen, Qinmu Peng, Feng Zheng, Xinge You

    The 30th International Joint Conference on Artificial Intelligence ( IJCAI ), 2021. (CCF-A)

    Journal Papers

    TransZero++: Cross Attribute-guided Transformer for Zero-Shot Learning.

    Shiming Chen, Ziming Hong, Wenjin Hou, Guo-Sen Xie, Yibing Song, Jian Zhao, Xinge You, Shuicheng Yan, Ling Shao.

    IEEE Transactions on Pattern Analysis and Machine Intelligence ( TPAMI ), to appear, 2022. (SCI, IF=24.314)

    GNDAN: Graph Navigated Dual Attention Network for Zero-Shot Learning. [Code] [PDF]

    Shiming Chen, Ziming Hong, Guo-Sen Xie, Xinge You, Weiping Ding and Ling Shao.

    IEEE Transactions on Neural Networks and Learning Systems ( TNNLS), to appear, 2022. (SCI, IF=14.255)

    Kernelized Similarity Learning and Embedding for Dynamic Texture Synthesis. [Code] [arXiv]

    Shiming Chen, Peng Zhang, Guo-sen Xie, Zehong Cao, Qinmu Peng, Wei Yuan, Xinge You.

    IEEE Transactions on Systems, Man and Cybernetics: Systems ( TSMCA), to appear, 2022. (SCI, IF=11.471)

    CDE-GAN: Cooperative Dual Evolution Based Generative Adversarial Network. [PDF] [arXiv]

    Shiming Chen, Wenjie Wang, Beihao Xia, Xinge You, Qinmu Peng, Zehong Cao, Weiping Ding.

    IEEE Transactions on Evolutionary Computation ( TEVC ), 25:986-1000, 2021. (SCI, IF=16.497)

    Semi-Supervised Feature Learning for Improving Writer Identification. [Code]

    Shiming Chen, Yisong Wang, Chin-Teng Lin, Weiping Ding, Zehong Cao.

    A Robust Offline Writer Identification Method. [Code]

    Shiming Chen, Yisong Wang.

    Awards

  • 2022.10, China National Scholarship.
  • 2022.08, Huawei Academic Star.
  • Industrial Experience

    Academic Experience:Reviewer

    Journal Reviewers: IEEE TPAMI, TIP, TNNLS, TEVC, TCYB, TSMCA, TITS, TII, Information Fusion (INF), Artificial Intelligence Review, Expert Systems With Applications, IEEE/CAA Journal of Automatica Sinica, Information Sciences (INS), etc.
    Conference PC/Reviewers: IJCAI(2021, 2022), ACM MM'21, ICCV'21, AAAI(2022,2023), CVPR(2022, 2023), ECCV'22, ICLR'23.

    Invited Talks