Zongbo Han

Recent News:

• [03/2023] One paper was accepted by CVPR 2023.
• [09/2022] One paper was accepted by NeurIPS 2022.
• [07/2022] One paper was accepted by IEEE TNNLS 2022.
• [04/2022] One paper was accepted by IEEE TPAMI 2022.
• [03/2022] Two papers were accepted by CVPR 2022.
• [09/2021] One paper for "Trustworthy Multi-Modal Learning" accepted to NeurIPS 2021.
• [01/2021] One paper for "Uncertainty Estimation in Multi-View / Multi-Modal Learning" accepted to ICLR 2021.
• [12/2020] One paper for "Uncertainty in Multi-View Representation Learning" accepted to AAAI 2020.
• [07/2020] One paper for "Partial Multi-View Learning" accepted to IEEE T-PAMI.
• [09/2019] One paper for "Partial Multi-View Classification" accepted to NeurIPS 2019 (Spotlight Paper) .

Research Interests:

• Trusted Multi-modal Learning: multi-view/modal learning, trustworthy learning, uncertainty learning.
• AI in Healthcare: medical image analysis.

Activities:

• I have successfully applied for the 2021 Tencent Rhino-Bird Research Elite Training Program, May. 2021
• Reviewer of ICML / NeurIPS / ICLR / ICCV / CVPR / ECCV / TNNLS / TCSVT / Neurocomputing.

Awards:

• Lenovo Scholarship, Sept. 2022
• Excellent graduates of Liaoning Province (~ Top 3%), July. 2019
• National Scholarship (~ Top 3%), Dec. 2017
• 1st Prize, Award on National Undergraduate Electronic Design Competition (~ Top 1%), Oct. 2017
• 1st Prize, Award on National Undergraduate Mathematics Competition, Aug. 2017
• 2nd Prize, Award on National Undergraduate Smart Car Competition Northeast Division, Aug. 2017

Selected Publications:

[Google Scholar Profile] for full publication list.

2022:

• "UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup",
  Zongbo Han, Zhipeng Liang, Fan Yang, Liu Liu, Lanqing Li, Yatao Bian, Peilin Zhao, Bingzhe Wu, Changqing Zhang, Jianhua Yao,
  NeurIPS, 2022 Spotlight paper. [arXiv] [CODE] [Poster]
• "Trusted Multi-View Classification with Dynamic Evidential Fusion",
  Zongbo Han, Changqing Zhang, Huazhu Fu and Joey Tianyi Zhou,
  IEEE TPAMI, 2022. [arXiv] [CODE]
• "Multimodal dynamics: Dynamical fusion for trustworthy multimodal classification",
  Zongbo Han, Fan Yang, Junzhou Huang, Changqing Zhang, Jianhua Yao,
  CVPR, 2022.
• "Trustworthy Long-tailed Classification",
  Bolian Li, Zongbo Han, Haining Li, Huazhu Fu and Changqing Zhang,
  CVPR, 2022. [arXiv] [CODE]

2021:

• "Trustworthy Multimodal Regression with Mixture of Normal-inverse Gamma Distributions",
  Huan Ma*, Zongbo Han*, Changqing Zhang, Huazhu Fu, Joey Tianyi Zhou and Qinghua Hu,
  NeurIPS, 2021. [arXiv] [CODE]
• "Trusted Multi-View Classification",
  Zongbo Han, Changqing Zhang, Huazhu Fu and Joey Tianyi Zhou,
  ICLR, 2021. [arXiv] [CODE]
• "Uncertainty-Aware Multi-View Representation Learning",
  Yu Geng, Zongbo Han, Changqing Zhang and Qinghua Hu,
  AAAI, 2021. [Paper] [CODE]

2019:

• "CPM-Nets: Cross Partial Multi-View Networks",
  Changqing Zhang, Zongbo Han, Huazhu Fu, Joey Tianyi Zhou and Qinghua Hu
  NeurIPS Spotlight Paper, 2019. [Paper] [CODE]