Conference Papers

• Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP.
  Yayuan Li, Jintao Guo, Lei Qi, Wenbin Li, Yinghuan Shi.
  The Thirty-Ninth Annual AAAI Conference on Artificial Intelligence (AAAI), 2025
  Paper | Code

• START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation.
  Jintao Guo, Lei Qi, Yinghuan Shi, Yang Gao.
  The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS), 2024
  Paper | Code

• DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization
  Jintao Guo, Lei Qi, Yinghuan Shi.
  IEEE International Conference on Computer Vision (ICCV), 2023
  Paper | Code | Zhihu

• ALOFT: A Lightweight MLP-like Architecture with Dynamic Low-frequency Transform for Domain Generalization
  Jintao Guo, Na Wang, Lei Qi, Yinghuan Shi.
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023
  Paper | Code | Zhihu

Journal Papers

• SETA: Semantic-Aware Edge-Guided Token Augmentation for Domain Generalization.
  Jintao Guo, Lei Qi, Yinghuan Shi, Yang Gao.
  IEEE Transactions on Image Processing (IEEE TIP)
  Paper | Code

• 基于可泛化模型的复杂商务场景数据分析
  史颖欢, 郭金涛, 李泽昆, 祁磊, 高阳.
  《中国科学基金》
  Paper

• PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization
  Jintao Guo, Lei Qi, Yinghuan Shi, Yang Gao.
  ACM Transactions on Multimedia Computing Communications and Applications (ACM TOMM)
  Paper | Code

• Learning Generalizable Models via Disentangling Spurious and Enhancing Potential Correlations.
  Na Wang, Lei Qi, Jintao Guo, Yinghuan Shi, Yang Gao.
  IEEE Transactions on Image Processing (IEEE TIP)
  Paper | Code