Publications

• 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%)

• 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%)

• 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)

• 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)

• 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)

• 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)

• 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)

• 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)

• 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, 2024. (CCF-B, Oral)

• Gou C. (Advisor), Zhou Y, Li D. Driver attention prediction based on convolution and transformers. The Journal of Supercomputing, 2022, 78(6): 8268-8284. (JCR-Q2)

• Zhou Y, Zhang Y, Zhao Z, et al. Toward Driving Scene Understanding: A Paradigm and Benchmark Dataset for Ego-Centric Traffic Scene Graph Representation. IEEE Journal of Radio Frequency Identification, 2022, 6: 962-967. (JCR-Q2)

• Liu X, Zhou Y, Gou C. Learning from Interaction-enhanced Scene Graph for Pedestrian Collision Risk Assessment. IEEE Transactions on Intelligent Vehicles, 2023. (JCR-Q1, IF 14)

• Zhong R, Zhou Y, Gou C. EST-TSANet: Video-based Remote Heart Rate Measurement Using Temporal Shift Attention Network. IEEE Transactions on Instrumentation and Measurement, 2023. (JCR-Q1, IF 5.6)

• 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, 2024. (JCR-Q1, IF 4.3)

• 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, 2024. (CCF-B)

• 苟超, 刘欣欣, 郭子鹏, 周昱臣, 王飞跃. 无人驾驶突发紧要场景下基于平行视觉的风险增强感知方法. 中国图象图形学报, 2024. (CCF-B)

You can also find my published articles on Google Scholar.