Mengke Li (李梦柯)

Mengke Li (李梦柯)

Shenzhen UniversityCollege of Computer Science and Software Engineering

Assistant Professor

Publications

You can also find our works on my Google Scholar profile and DBLP.

Citation counts are synced from Google Scholar.

🌟 Selected Publications

🎤 Conference

2026
  • ICML’26 CARE: Class-Adaptive Expert Consensus for Reliable Learning with Long-Tailed Noisy Labels,
    Mengke Li, Haiquan Ling, Lihao Chen, Yang Lu, Yiqun Zhang, Hui Huang✉
    Forty-third International Conference on Machine Learning (ICML 2026). CCF-A arxiv
2025–2024

  • ICML’25 Gamma Distribution PCA-Enhanced Feature Learning for Angle-Robust SAR Target Recognition,
    Chong Zhang, Peng Zhang✉, Mengke Li ✉
    Forty-second International Conference on Machine Learning (ICML 2025), Canada – May 1, 2025. CCF-A paper

  • AAAI’25 Asynchronous Federated Clustering with Unknown Number of Clusters,
    Yunfan Zhang, Yiqun Zhang✉, Yang Lu, Mengke Li, Xi Chen, Yiu-ming Cheung
    Association for the Advancement of Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb 25 – Mar 4, 2024. CCF-A arxiv code

  • NeurIPS’24 Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition,
    Mengke Li, Ye Liu, Yang Lu, Yiqun Zhang, Yiu-ming Cheung, Hui Huang✉
    Advances in Neural Information Processing Systems, Vancouver, Canada, December 10-15, 2024. CCF-A arxiv project

  • ECAI’24 Dynamically Anchored Prompting for Task-Imbalanced Continual Learning,
    Mengke Li, Da Li, Guoqing Yang, Yiu-ming Cheung, Hui Huang✉
    European Conference on Artificial Intelligence, Santiago de Compostela, Spanish, October 19-24, 2024. CCF-B arxiv project

  • ECAI’24 Learning Order Forest for Qualitative-Attribute Data Clustering,
    Mingjie Zhao, Sen Feng, Yiqun Zhang✉, Mengke Li, Yang Lu, Yiu-Ming Cheung
    European Conference on Artificial Intelligence, Santiago de Compostela, Spanish, October 19-24, 2024. CCF-B

  • IJCAI’24 Dynamically Anchored Prompting for Task-Imbalanced Continual Learning,
    Chenxing Hong, Yan Jin, Zhiqi Kang, Yizhou Chen, Mengke Li, Yang Lu✉ and Hanzi Wang
    International Joint Conference on Artificial Intelligence, Jeju, Korea, August 3-9, 2024. CCF-A arxiv code

  • ICASSP’24 Key Points Centered Sparse Hashing for Cross-Modal Retrieval,
    Zhikai Hu, Yiu-ming Cheung✉, Mengke Li, Weichao Lan, DongLin Zhang,
    IEEE International Conference on Acoustics, Speech and Signal Processing, Seoul, Korea, April 14-19, 2024. CCF-B

  • AAAI’24 Feature Fusion from Head to Tail for Long-Tailed Visual Recognition,
    Mengke Li, Zhikai Hu, Yang Lu, Weichao Lan, Yiu-ming Cheung, and Hui Huang✉,
    AAAI Conference on Artificial Intelligence, vol. 38, no. 12, pp.13581-13589, Vancouver, Canada, February 20–27, 2024. CCF-A arxiv code

2023 and Earlier

  • CVPR’23 Long-Tailed Visual Recognition via Self-Heterogeneous Integration with Knowledge Excavation,
    Yan Jin, Mengke Li, Yang Lu✉, Yiu-ming Cheung, and Hanzi Wang,
    IEEE/CVF Conference on Computer Vision and Pattern Recognition, Vancouver, Canada, June 18–22, 2023. CCF-A arxiv code

  • PRCV’23 DeCAB: Debiased Semi-supervised Learning for Imbalanced Open-Set Data, Xiaolin Huang, Mengke Li, Yang Lu✉, and Hanzi Wang, Chinese Conference on Pattern Recognition and Computer Vision, Xiamen, Fujian, China, 2023. CCF-C paper code

  • ICIP’23 Few-Shot Lip-Password Based Speaker Verification,

    Zhikai Hu, Yiu-Ming Cheung✉, Mengke Li, and Weichao Lan,
    International Conference on Image Processing, pp.1960-1964 , Kuala Lumpur, Malaysia, October 8-11, 2023. CCF-C paper

  • CVPR’22 Long-tailed Visual Recognition via Gaussian Clouded Logit Adjustment,
    Mengke Li , Yiu-ming Cheung✉, and Yang Lu,
    IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.6929-6938, New Orleans, USA, 2022. CCF-A arxiv code

  • ICME’22 Feature-Balanced Loss for Long-Tailed Visual Recognition, Mengke Li , Yiu-ming Cheung✉, and Juyong Jiang,
    IEEE International Conference on Multimedia and Expo, oral, pp.1-6, Taipei, Taiwan, July18-22, 2022. oral. CCF-B arxiv code

  • ICMR’21 Facial Structure Guided GAN for Identity-preserved Face Image De-occlusion, Yiu-Ming Cheung✉, Mengke Li, and Rong Zou,
    International Conference on Multimedia Retrieval, oral, pp.46-54, Taibei, Taiwan, August 21-24, 2021. oral. CCF-B paper

  • ICME’20 Iterative dynamic generic learning for single sample face recognition with a contaminated gallery,
    Meng Pang, Yiu-ming Cheung✉, Qiquan Shi, and Mengke Li,
    IEEE International Conference on Multimedia and Expo, oral, pp.1-6, London, UK, July 6-10, 2020. oral. CCF-B paper

📘 Journal

2026

  • PR’26 Class-Modulated Top-K Logit Adjustment for long-tailed visual recognition,
    Mengke Li, Ye Liu, Zhikai Hu, Yiqun Zhang, Yang Lu, Hui Huang✉
    Pattern Recognition, vol. 180, art. no. 114608, 2026. 中科院1区 TopCCF-B paper

  • TPAMI’26 PI-H2T: Enhancing Long-Tailed Visual Recognition with Permutation-Invariant and Head-to-Tail Feature Fusion,
    Mengke Li, Zhikai Hu, Yang Lu, Weichao Lan, Yiu-ming Cheung, Hui Huang✉
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026. 中科院1区 TopCCF-A arxiv

  • TPAMI’26 Adaptive Point-Prompt Tuning: Fine-Tuning Heterogeneous Foundation Models for 3D Point Cloud Analysis,
    Mengke Li, Lihao Chen, Peng Zhang, Yiu-ming Cheung, Hui Huang✉
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2026. 中科院1区 TopCCF-A arxiv

2025–2024

  • TNNLS’25 MOOD: Leveraging Out-of-Distribution Data to Enhance Imbalanced Semi-Supervised Learning,
    Yang Lu, Xiaolin Huang, Yizhou Chen, Mengke Li, Yan Yan, Chen Gong,
    IEEE Transactions on Neural Networks and Learning Systems, Early Access, 2025. 中科院1区 TopCCF-B paper code

  • TAI’24 Adjusting Logit in Gaussian Form for Long-Tailed Visual Recognition,
    Mengke Li, Yiu-ming Cheung✉, Yang Lu, Zhikai Hu, Weichao Lan, Hui Huang,
    IEEE Transactions on Artificial Intelligence, vol. 5, no. 10, pp. 5026-5039, 2024. 中科院1区 TopCCF-A paper arxiv code

  • TPAMI’24 Cross-Modal Hashing Method with Properties of Hamming Space: A New Perspective,
    Zhikai Hu, Yiu-ming Cheung✉, Mengke Li, Weichao Lan,
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 12, pp. 7636-7650, 2024. 中科院1区 TopCCF-A

  • TPAMI’24 Compact Neural Network via Stacking Hybrid Units,
    Weichao Lan, Yiu-Ming Cheung✉, Juyong Jiang, Zhikai Hu, and Mengke Li,
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 1, pp.103-116, 2024. 中科院1区 TopCCF-A

  • TCSVT’24 Joint Semantic Preserving Sparse Hashing for Cross-Modal Retrieval,
    Zhikai Hu, Yiu-ming Cheung✉, Mengke Li, Weichao Lan, Donglin Zhang, Qiang Liu,
    IEEE Transactions on Circuits and Systems for Video Technology, vol. 34, no. 4, pp.2989-3002, 2024. 中科院1区 TopCCF-B

2023 and Earlier

  • TPAMI’23 Key point sensitive loss for long-tailed visual recognition,
    Mengke Li, Yiu-Ming Cheung✉, and Zhikai Hu,
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 4, pp.4812-4825, 2023. 中科院1区 TopCCF-A paper code

  • TETCI’23 Identity-Preserved Complete Face Recovering Network for Partial Face Image,
    Mengke Li, and Yiu-Ming Cheung✉,
    IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 7, no. 2, pp.604-609, 2023. JCR1区 Top中科院2区

  • TNNLS’21 Iterative dynamic generic learning for single sample face recognition with a contaminated gallery,
    Meng Pang, Yiu-ming Cheung✉, Qiquan Shi, and Mengke Li,
    IEEE transactions on neural networks and learning systems, vol. 32, no. 4, pp.1560-1574, 2021. 中科院1区 TopCCF-B

  • GRSL’19 TSAR image change detection using PCANet guided by saliency detection,
    Mengke Li, Ming Li✉, Peng Zhang, Yan Wu, Wanying Song, and Lin An,
    IEEE Geoscience and Remote Sensing Letters, vol. 16, no. 3, pp.402-406, 2019.中科院2区 TopCCF-C