Publications

* denotes equal contribution. Full list on Google Scholar →

  1. Zhou Y*, Tang J*, Xiao X, Lin Y, Liu L, Guo Z, Fei H, Xia X, Gou C. Where, What, Why: Towards Explainable Driver Attention Prediction, In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2025. (CCF-A; This paper was selected for a spotlight paper; rate: 3%)
  2. Zhou Y, Wu J, Ren Z, Yao Z, Lu W, Peng K, Ouyang W, & Gou C. CSBrain: A Cross-scale Spatiotemporal Brain Foundation Model for EEG Decoding, In Proceedings of the Annual Conference on Neural Information Processing Systems (NeurIPS), 2025. (CCF-A; This paper was selected for a highlight paper; rate: 3%)
  3. Zhou Y, Liu L, Gou C. Learning from Observer Gaze: Zero-Shot Attention Prediction Oriented by Human-Object Interaction Recognition, In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024. (CCF-A)
  4. Zhou Y, Tang J, Yang S, Xiao X, Dai Y, Yang W, Gou C, Xia X, Chua TS. Logic unseen: Revealing the logical blindspots of vision-language models, In Proceedings of the Annual AAAI Conference on Artificial Intelligence (AAAI). (CCF-A; This paper was selected for an oral paper)
  5. Zhou Y, Tan G, Li M, Gou C. Learning from Easy to Hard Pair: Multi-step Reasoning Network for Human-Object Interaction Detection, In Proceedings of the ACM International Conference on Multimedia (ACM MM), 2023. (CCF-A)
  6. Zhou Y, Gou C, Guo Z, Cheng Y, Jin Chang H. Behavior-aware Knowledge-embedded Model for Driver Attention Prediction, IEEE Transactions on Circuits and Systems for Video Technology (IEEE T-CSVT), 2025. (JCR-Q1, IF 11.1)
  7. Zhou Y, Tan G, Zhong R, Li Y, Gou C. PIT: Progressive Interaction Transformer for Pedestrian Crossing Intention Prediction, IEEE Transactions on Intelligent Transportation Systems (T-ITS), 2023. (JCR-Q1, IF 7.9)
  8. Zhou Y, Liu X, Guo Z, Cai M, Gou C. HKTSG: A Hierarchical Knowledge-guided Traffic Scene Graph Representation Learning Framework for Intelligent Vehicles, IEEE Transactions on Intelligent Vehicles (T-IV), 2024. (JCR-Q1, IF 14)
  9. Gou C (Advisor), Zhou Y, Xiao Y, Wang X and Yu H. Cascade learning for driver facial monitoring, IEEE Transactions on Intelligent Vehicles (T-IV), 8(1), 2023, pp. 404–412. (JCR-Q1, IF 14)
  10. Zhou Y, Tan G, Gou C. Hierarchical Home Action Understanding with Implicit and Explicit Prior Knowledge, In Proceedings of International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024. (CCF-B, Oral)
  11. Tang J, Zhou Y, Gou C. SpatialSV: Internalizing Interpretable 3D Spatial Awareness in MLLMs via Task-Oriented Visual Supervision, In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2026. (CCF-A/B)
  12. Liu L*, Zhou Y*, Z Guo, L Yu, Gou C. Synergistic Audio-Textual Cues: A Cross-Modal Framework for Weakly-Supervised Temporal Action Localization, Pattern Recognition (PR), 2026. (JCR-Q1, IF 7.6)
  13. Zhong R, Zhou Y, Gou C. EST-TSANet: Video-based Remote Heart Rate Measurement Using Temporal Shift Attention Network, IEEE Transactions on Instrumentation & Measurement (T-IM), 2023. (JCR-Q1, IF 5.6)
  14. Liu X, Zhou Y, Ye Y, Gou C. Edge Feature-Enhanced Network for Collision Risk Assessment Using Traffic Scene Graphs, IEEE Intelligent Transportation Systems Magazine (ITSM), 2024. (JCR-Q1, IF 4.3)
  15. Huang Z, Zhou Y, Zhu J, Gou C. Driver Scanpaths Prediction based on Inverse Reinforcement Learning, In Proceedings of International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024. (CCF-B)