Shiming Chen   陈使明Postdoctoral Research FellowEmail: gchenshiming at gmail dot com |
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Few-shot object detection: Research advances and challenges.
[PDF]
[arXiv]
Zhimeng Xin, Shiming Chen, Tianxu Wu, Yuanjie Shao, Weiping Ding, Xinge You. Information Fusion, 108, 102307 (2024). (SCI, IF=18.6) |
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Progressive Semantic-Guided Vision Transformer for Zero-Shot Learning.
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[arXiv]
[Code]
Shiming Chen, Wenjin Hou, Salman Khan, Fahad Shahbaz Khan. IEEE Conference on Computer Vision and Pattern Recognition ( CVPR ), 2024. (CCF Rank-A) |
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Evolving Semantic Prototype Improves Generative Zero-Shot Learning.
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[arXiv]
Shiming Chen, Wenjin Hou, Ziming Hong, Xiaohan Ding, Yibing Song, Xinge You, Tongliang Liu, Kun Zhang. The Fortieth International Conference on Machine Learning ( ICML ), 2023. (CCF Rank-A) |
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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 Conference on Computer Vision and Pattern Recognition ( CVPR ), 2022: 7612-7621. (CCF Rank-A) |
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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 Rank-A) |
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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 Rank-A) |
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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 Rank-A) |
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Visual-Augmented Dynamic Semantic Prototype for Generative Zero-Shot Learning.
[PDF]
[arXiv]
[Code]
Wenjin Hou, Shiming Chen#, Shuhuang Chen, Ziming Hong, Yan Wang, Xuetao Feng, Salman Khan, Fahad Shahbaz Khan, Xinge You. IEEE Conference on Computer Vision and Pattern Recognition ( CVPR ), 2024. (CCF Rank-A) |
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Semantic Compression Embedding for Generative Zero-Shot Learning.
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[Code]
Ziming Hong*, Shiming Chen*#, Guo-Sen Xie, Wenhan Yang, Jian Zhao, Yuanjie Shao, Qinmu Peng, Xinge You The 31th International Joint Conference on Artificial Intelligence ( IJCAI ), 2022: 956-963. (CCF Rank-A) |
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TransZero++: Cross Attribute-guided Transformer for Zero-Shot Learning.
[Project Page]
[PDF]
[arXiv]
[Code]
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 ), 45(11):12844-12861, 2023. (SCI, IF=24.314, CCF Rank-A) |
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EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning.
[PDF]
[arXiv]
[Code]
Shiming Chen, Shuhuang Chen, Wenjin Hou,Weiping Ding, Xinge You. IEEE Transactions on Evolutionary Computation ( TEC ), 28(3):582-596, 2024. (SCI, IF=14.3, CCF Rank-B) |
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GNDAN: Graph Navigated Dual Attention Network for Zero-Shot Learning.
[PDF]
[Code]
Shiming Chen, Ziming Hong, Guo-Sen Xie, Xinge You, Weiping Ding and Ling Shao. IEEE Transactions on Neural Networks and Learning Systems ( TNNLS), 35(4):4516-4529, 2024. (SCI, IF=14.255, CCF Rank-B) | |
CDE-GAN: Cooperative Dual Evolution Based Generative Adversarial Network.
[PDF]
[arXiv]
[Code]
Shiming Chen, Wenjie Wang, Beihao Xia, Xinge You, Qinmu Peng, Zehong Cao, Weiping Ding. IEEE Transactions on Evolutionary Computation ( TEC ), 25:986-1000, 2021. (SCI, IF=14.3, CCF Rank-B) |
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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), 53(2):824-837, 2023. (SCI, IF=11.471) | |
ECEA: Extensible Co-Existing Attention for Few-Shot Object Detection.
[PDF]
[arXiv]
Zhimeng Xin, Tianxu Wu, Shiming Chen#, Yixiong Zou, Ling Shao, Xinge You. IEEE Transactions on Image Processing ( TIP ), 33:5564-5576, 2024. (SCI, IF=10.6, CCF Rank-A) |
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Visual-Semantic Graph Matching Net for Zero-Shot Learning.
Bowen Duan, Shiming Chen#, Yufei Guo, Guo-Sen Xie, Weiping Ding and Yisong Wang. IEEE Transactions on Neural Networks and Learning Systems ( TNNLS), In press, 2024. (SCI, IF=14.255, CCF Rank-B) | |
Rethinking attribute localization for zero-shot learning.
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Shuhuang Chen, Shiming Chen#, Guo-sen Xie, Xiangbo Shu, Xinge You, Xuelong Li. SCIENCE CHINA Information Sciences, 67, 172103 (2024). (SCI, IF=8.8, CCF Rank-A) | |