Search Results for author: Liming Zhai

Found 6 papers, 0 papers with code

Graph Neural Networks in EEG-based Emotion Recognition: A Survey

no code implementations2 Feb 2024 Chenyu Liu, Xinliang Zhou, Yihao Wu, Ruizhi Yang, Liming Zhai, Ziyu Jia, Yang Liu

Besides, there is neither a comprehensive review nor guidance for constructing GNNs in EEG-based emotion recognition.

EEG Emotion Recognition +2

An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance

no code implementations26 Apr 2023 Xinliang Zhou, Dan Lin, Ziyu Jia, Jiaping Xiao, Chenyu Liu, Liming Zhai, Yang Liu

However, the raw EEG data is inherently noisy and redundant, which is neglected by existing works that just use single-channel EEG data or full-head channel EEG data for model training, resulting in limited performance of driver drowsiness detection.

EEG

Interpretable and Robust AI in EEG Systems: A Survey

no code implementations21 Apr 2023 Xinliang Zhou, Chenyu Liu, Liming Zhai, Ziyu Jia, Cuntai Guan, Yang Liu

In this paper, we present the first comprehensive survey and summarize the interpretable and robust AI techniques for EEG systems.

EEG

Adversarial Rain Attack and Defensive Deraining for DNN Perception

no code implementations19 Sep 2020 Liming Zhai, Felix Juefei-Xu, Qing Guo, Xiaofei Xie, Lei Ma, Wei Feng, Shengchao Qin, Yang Liu

To defend the DNNs from the negative rain effect, we also present a defensive deraining strategy, for which we design an adversarial rain augmentation that uses mixed adversarial rain layers to enhance deraining models for downstream DNN perception.

Adversarial Attack Autonomous Driving +5

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