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梁臻

梁臻 副教授

生物医学工程学院

janezliang@szu.edu.cn 

脑机智能
情感脑机接口
跨模态神经工程
脑机接口大模型
神经科学与重大神经精神疾病

梁臻，深圳大学特聘研究员、长聘副教授，博导。香港理工大学博士。CCF高级会员。曾任职于美国脑机接口公司NeuroSky和日本京都大学。2019年加入深圳大学医学部生物医学工程学院。长期专注于脑机智能的深入研究，致力于推动人工智能技术在神经工程领域的方法分析、模型构建和临床应用。拥有10余年的学术界和产业界丰富经验，累计发表高水平论文70余篇，包括Cell Reports Medicine、IEEE TNNLS、IEEE TAFFC、IEEE TCYB、NeuroImage等重要期刊。荣获深圳海外高层次人才、IEEE SMC Winner奖、深圳人工智能卓越服务奖等。担任IEEE TNSRE编委，CBS青年编委，全国主动健康行业产教融合共同体常务理事单位代表，CCF YOCSEF深圳学术秘书、副主席，深圳市人工智能学会常务理事、副秘书长等职务。主持国家级项目2项。

个人主页：

https://sites.google.com/site/janezhenliang/

• 2023.01-2026.12 《跨数据库的弱监督脑电情绪动态解码方法研究及其在情绪异常早筛中的应用》，国家自然科学基金面上项目，54万，项目批准号：62276169，主持，国家级。

• 2020.01-2022.12 《基于脑电和视觉信息的无监督情绪解码研究及脑机接口应用》，国家自然科学基金青年科学基金项目，27万，项目批准号：61906122，主持，国家级。

[1]. Rushuang Zhou(#), Weishan Ye(#), Zhiguo Zhang(#), Yanyang Luo, Li Zhang, Linling Li, Gan Huang, Yining Dong, Yuan-Ting Zhang, Zhen Liang(*), EEGMatch: Learning With Incomplete Labels for Semisupervised EEG-Based Cross-Subject Emotion Recognition, IEEE Transactions on Neural Networks and Learning Systems, 2024. （中科院一区TOP）

[2]. Rushuang Zhou(#), Zhiguo Zhang(#), Xin Yang, Hong Fu, Li Zhang, Linling Li, Gan Huang, Yining Dong, Fali Li, and Zhen Liang(*), A Novel Transfer Learning Framework with Prototypical Representation based Pairwise Learning for Cross-Subject Cross-Session EEG-based Emotion Recognition, IEEE Transactions on Affective Computing,15 (2):657-670, 2023. （中科院一区TOP，高被引论文）

[3]. Weishan Ye(#), Zhiguo Zhang(#), Fei Teng, Min Zhang, Jianhong Wang, Dong Ni, Fali Li, Peng Xu(*), and Zhen Liang(*), Semi-supervised Dual-stream Self-attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-based Emotion Recognition, IEEE Transactions on Affective Computing, 2024. （中科院一区TOP）

[4]. Yongtao Zhang, Yue Pan, Yulin Zhang, Min Zhang, Linling Li, Li Zhang, Gan Huang, Lei Su, Honghai Liu, Zhen Liang(*), and Zhiguo Zhang(*), Unsupervised Time-Aware Sampling Network with Deep Reinforcement Learning for EEG-Based Emotion Recognition, IEEE Transactions on Affective Computing, 15 (3):1090-1103, 2023. （中科院一区TOP）

[5]. Zhen Liang(#,*), Weishan Ye(#), Qile Liu, Li Zhang, Gan Huang, and Yongjie Zhou(*), NSSI-Net: A Multi-Concept GAN for Non-Suicidal Self-Injury Detection Using High-Dimensional EEG in a Semi-Supervised Framework, IEEE Journal of Biomedical and Health Informatics, 2025. （中科院一区TOP）

[6]. Jing Zhang(#), Chenyan Shi(#), Zhen Liang(#), Chenye Jin(#), Lei Wang, Ying Zhong, and Yongze Li, Burden of Noncommunicable Diseases among Children and Adolescents Aged 10-24 Years in China, 1990-2019: A Population-based Study, Cell Reports Medicine, 4(12):101331, 2023. （中科院一区TOP）

[7]. Shuyue Xu(#), Zhiguo Zhang(#), Linling Li(#), Yongjie Zhou, Danyi Lin, Min Zhang, Li Zhang, Gan Huang, Xiqin Liu, Benjamin Becker(*), and Zhen Liang(*), Functional Connectivity Profiles of the Default Mode and Visual Networks Reflect Temporal Accumulative Effects of Sustained Naturalistic Emotional Experience, NeuroImage, 269:119941, 2023. （中科院一区TOP）

[8]. Linling Li(#), Zhen Liang(#), Guohua Li, Hong Xu, Xing Yang, Xia Liu, Xin Zhang, Jianhong Wang, Zhiguo Zhang(*), and Yongjie Zhou(*), Unveiling Convergent and Divergent Intrinsic Brain Network Alternations in Depressed Adolescents Engaged in Non-suicidal Self-injurious Behaviors with and without Suicide Attempts, CNS Neuroscience & Therapeutics, 30(5): e14684, 2024. （中科院一区）

[9]. Weishan Ye(#), Jiyuan Wang, Lin Chen, Lifei Dai, Zhe Sun, Zhen Liang(*), Adaptive Spatial-Temporal Aware Graph Learning for EEG-Based Emotion Recognition, Cyborg and Bionic Systems, 2024. （中科院一区TOP）

[10]. Xiaopeng Si(#), Dong Huang(#), Zhen Liang(#), Yulin Sun, He Huang, Qile Liu, Zhuobin Yang, and Dong Ming(*), Temporal Aware Mixed Attention-based Convolution and Transformer Network for Cross-subject EEG Emotion Recognition, Computers in Biology and Medicine, 181, p. 108973, 2024. （中科院一区）

[11]. Zhen Liang(#), Rushuang Zhou, Li Zhang, Linling Li, Gan Huang, Zhiguo Zhang(*), and Shii Ishii, EEGFuseNet: Hybrid Unsupervised Deep Feature Characterization and Fusion for High-Dimensional EEG with an Application to Emotion Recognition, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 29:1913-1925, 2021. （中科院一区）

[12]. Zhen Liang(#), Fangchao Li, Wanrou Hu, Gan Huang, Shigeyuki Oba, Zhiguo Zhang(*), and Shin Ishii, A Generalized Encoding System for Alpha Oscillations Through Visual Saliency Analysis, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 28(12), pp. 2731-2743, 2020. （中科院一区）

[13]. Zhen Liang(#,*), Shigeyuki Oba, and Shin Ishii, An Unsupervised EEG Decoding System for Human Emotion Recognition, Neural Networks, 116, pp. 257-268, 2019. （中科院一区TOP）

[14]. Zhen Liang(#,*), Yasuyuki Hamada, Shigeyuki Oba, and Shin Ishii, Characterization of Electroencephalography Signals for Estimating Saliency Features in Videos, Neural Networks, 105, pp. 52-64, 2018. （中科院一区TOP）

[15]. Zhen Liang(#), Bingang Xu(*), Zheru Chi, and Dagan Feng, Relative Saliency Model over Multiple Images with an Application to Yarn Surface Evaluation, IEEE Transactions on Cybernetics, 44(8), pp. 1249-1258, 2014. （中科院一区TOP）

[16]. Zhen Liang(#), Bingang Xu(*), Zheru Chi, and Dagan Feng, Intelligent Characterization and Evaluation of Yarn Surface Appearance Using Saliency Map Analysis, Wavelet Transform and Fuzzy ARTMAP Neural Network, Expert Systems with Applications, 39, pp. 4201-4212, 2012. （中科院一区TOP）

[17]. Zhen Liang(#,*), Zheru Chi, H. Fu, and Dagan Feng, Salient Object Detection Using Content-Sensitive Hypergraph Representation and Partitioning, Pattern Recognition, 45(11), pp. 3886-3901, 2012. （中科院一区TOP）

(# first author, * corresponding author)

学术影响力：

• IEEE Transactions on Neural Systems and Rehabilitation Engineering（中科院一区），编委

• Cyborg and Bionic Systems（中科院一区TOP），青年编委

• PRICAI、中国计算机大会、中国计算机学会青年精英大会、中国图象图形学学会青年科学家会议等国内外学术会议，论坛主席

• 中国康复医学会脑机接口与康复专业委员会，委员

• CCF YOCSEF深圳，学术秘书、副主席

• 深圳市人工智能学会，常务理事、副秘书长

• 深圳计算机学会大模型专委会，副秘书长

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