科研项目(部分)
l 国家自然科学基金面上项目:融合稀疏层次模型的内容辨识研究(主持)
l 北京市自然科学基金面上项目:面向驾驶员综合健康检测的多模态融合模型与技术研究(主持)
l 博士后基金面上一等资助项目:基于媒体指纹的监控视频认证方法研究(主持)
l 国家重点研发计划项目:车辆级和网络级在途车辆运行状态安全诊断与在线预警平台(参与)
l 新闻出版重大科技工程项目:数字版权保护技术研发工程-面向数字版权管理的媒体指纹技术研究(技术负责人)
l 国家 973 课题:面向智能监控的视频编码方法(参与)
l 国家 863 项目:跨媒体检索关键技术研究及服务产品开发(参与)
l 国家科技支撑计划课题:现代服务业共性技术支撑体系与应用示范工程-数字媒体内容集成分发平台(参与)
l 华为基金项目:新一代流媒体内容传输和保护(技术负责人)
l 企业合作项目:恶劣天气图像优化算法研究(主持)
l 企业合作项目:交通安全设施智能检测原型系统(主持)
论文代表作
l Luntian Mou, Haitao Xie, Shasha Mao, Dandan Yan, Nan Ma, Baocai Yin, Wen Gao. Image-Based Structured Vehicle Behavior Analysis Inspired by Interactive Cognition, IEEETransactions on Multimedia, 2024.DOI:10.1109/TMM.2024.3386026 (中科院一区 TOP 期刊,IF: 7.3)
l Luntian Mou, Yiyuan Zhao, Chao Zhou, Bahareh Nakisa, Mohammad Naim Rastgoo, Lei Ma, Tiejun Huang, Baocai Yin, Ramesh Jain, Wen Gao. Driver Emotion Recognition with a Hybrid Attentional Multimodal Fusion Framework,IEEE Transactions on Affective Computing, 14(4): 2970-2981, 2023. (中科院一区 TOP 期刊,IF: 11.2)
l Luntian Mou, Jiali Chang, Chao Zhou, Yiyuan Zhao, Nan Ma, Baocai Yin, Ramesh Jain, Wen Gao. Multimodal driver distraction detection using dual- channel network of CNN and Transformer, Expert System with Applications, 234:121066, 2023. (中科院一区 TOP 期刊,IF: 8.5)
l Luntian Mou, Chao Zhou, Pengtao Xie, Pengfei Zhao, Ramesh Jain, Wen Gao, Baocai Yin. Isotropic Self-Supervised Learning for Driver Drowsiness Detection With Attention-Based Multimodal Fusion, IEEE Transactions on Multimedia, 25:529-542, 2021. (中科院一区 TOP 期刊,IF: 7.3)
l Luntian Mou, Chao Zhou, Pengfei Zhao, Bahareh Nakisa, Mohammad Naim Rastgoo, Ramesh Jain, Wen Gao. Driver Stress Detection via Multimodal Fusion Using Attention-based CNN-LSTM, Expert System with Applications,173(12):114693, 2021. (中科院一区 TOP 期刊,IF: 8.5)
l Jingyao Wang, Luntian Mou, Lei Ma, Tiejun Huang, and Wen Gao. AMSA: Adaptive Multimodal Learning for Sentiment Analysis. ACM Transactions on Multimedia Computing, Communications and Applications, 19(3s), 2023.
l Luntian Mou, Tiejun Huang, Yonghong Tian, Menglin Jiang, Wen Gao. Content- Based Copy Detection through Multimodal Feature Representation and Temporal Pyramid Matching, ACM Transactions on Multimedia Computing, Communications and Applications, 10(1), 2013.
l Luntian Mou, Haitao Xie, Shasha Mao, Pengfei Zhao, Yanyan Chen. Vision- Based Vehicle Behaviour Analysis: A Structured Learning Approach via Convolutional Neural Networks, IET Intelligent Transport Systems, 14(7), 792- 801, 2020.
l Luntian Mou, Pengfei Zhao, Haitao Xie, Yanyan Chen. T-LSTM: A LongShort- Term Memory Neural Network Enhanced by Temporal Information for Traffic Flow Prediction , IEEE Access, 7: 98053-98060, 2019.
l Luntian Mou, Tiejun Huang, Longshe Huo, Weiping Li, Wen Gao, Xilin Chen. A secure media streaming mechanism combining encryption, authentication, and transcoding, Signal Processing: Image Communication, 24(10):825-833, 2009.