NeuroGaze-Distill: Brain-informed Distillation and Depression-Inspired Geometric Priors for Robust Facial Emotion Recognition
NeuroGaze-Distill:基于脑科学的蒸馏与抑郁启发的几何先验用于鲁棒面部情绪识别
机构 * School of Information and Intelligent Science(信息与智能科学学院) ; Department of Computer(计算机系) ; North China Electric Power University (BaoDing)(华北电力大学(保定))
AI总结 NeuroGaze-Distill通过脑科学先验和抑郁启发的几何先验提升面部情绪识别的鲁棒性,采用跨模态蒸馏框架实现无需生物信号的部署。
Comments Preprint. Vision-only deployment; EEG used to form static prototypes. Includes appendix, 7 figures and 3 tables. Considering submission to ICLR 2026. Revision note: This version corrects inaccuracies in the authors' institutional affiliations. No technical content has been modified